From 9fa1f8bbf21abb3a966d44fc2f9c4eb037a1bbbd Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 13 Oct 2025 17:38:06 +0100 Subject: [PATCH 01/44] start point for datasets with the langsmith package --- package.json | 5 ++- .../agent/src/agents/core/supervisorAgent.ts | 1 - pnpm-lock.yaml | 38 +++++++++++-------- 3 files changed, 25 insertions(+), 19 deletions(-) diff --git a/package.json b/package.json index 370b86ca..098c5e85 100755 --- a/package.json +++ b/package.json @@ -61,11 +61,10 @@ "@langchain/langgraph": "^0.4.9", "@langchain/langgraph-checkpoint": "~0.1.1", "@langchain/langgraph-checkpoint-postgres": "^0.1.2", - "@langchain/mcp-adapters": "^0.6.0", "@langchain/langgraph-supervisor": "^0.0.20", + "@langchain/mcp-adapters": "^0.6.0", "@langchain/ollama": "^0.1.6", "@langchain/openai": "^0.3.17", - "langchain": "^0.3.34", "@nestjs/platform-socket.io": "^11.1.1", "@nestjs/websockets": "^11.1.1", "add": "^2.0.6", @@ -74,6 +73,8 @@ "dotenv": "^16.6.1", "ethers": "^6.15.0", "express": "^4.21.2", + "langchain": "^0.3.34", + "langsmith": "^0.3.73", "pg": "^8.15.6", "prom-client": "^15.1.3", "socket.io": "^4.8.1", diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index a79884fc..802e901e 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -9,7 +9,6 @@ import { createSupervisorGraph } from '@agents/graphs/core-graph/supervisor.grap import { CheckpointerService } from '@agents/graphs/manager/checkpointer/checkpointer.js'; import { AIMessage, - AIMessageChunk, HumanMessage, } from '@langchain/core/messages'; import { GraphErrorType, UserRequest } from '@stypes/graph.types.js'; diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 94ff5a56..42d91855 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -80,6 +80,9 @@ importers: langchain: specifier: ^0.3.34 version: 0.3.35(@langchain/anthropic@0.3.30(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod@3.25.76))(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/deepseek@0.0.1(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(encoding@0.1.13)(ws@8.18.3))(@langchain/google-genai@0.2.18(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@langchain/ollama@0.1.6(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@opentelemetry/api@1.9.0)(axios@1.12.2)(encoding@0.1.13)(handlebars@4.7.8)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))(ws@8.18.3) + langsmith: + specifier: ^0.3.73 + version: 0.3.73(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) pg: specifier: ^8.15.6 version: 8.16.3 @@ -104,7 +107,7 @@ importers: devDependencies: '@nestjs/cli': specifier: ^10.4.9 - version: 10.4.9 + version: 10.4.9(esbuild@0.25.9) '@nestjs/schematics': specifier: ^10.2.3 version: 10.2.3(chokidar@3.6.0)(typescript@5.9.3) @@ -179,10 +182,10 @@ importers: version: 7.1.4 ts-jest: specifier: ^29.4.4 - version: 29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3) + version: 29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(esbuild@0.25.9)(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3) ts-loader: specifier: ^9.5.4 - version: 9.5.4(typescript@5.9.3)(webpack@5.97.1) + version: 9.5.4(typescript@5.9.3)(webpack@5.97.1(esbuild@0.25.9)) tsconfig-paths: specifier: ^4.2.0 version: 4.2.0 @@ -9548,7 +9551,7 @@ snapshots: '@emnapi/runtime': 1.5.0 '@tybys/wasm-util': 0.9.0 - '@nestjs/cli@10.4.9': + '@nestjs/cli@10.4.9(esbuild@0.25.9)': dependencies: '@angular-devkit/core': 17.3.11(chokidar@3.6.0) '@angular-devkit/schematics': 17.3.11(chokidar@3.6.0) @@ -9558,7 +9561,7 @@ snapshots: chokidar: 3.6.0 cli-table3: 0.6.5 commander: 4.1.1 - fork-ts-checker-webpack-plugin: 9.0.2(typescript@5.7.2)(webpack@5.97.1) + fork-ts-checker-webpack-plugin: 9.0.2(typescript@5.7.2)(webpack@5.97.1(esbuild@0.25.9)) glob: 10.4.5 inquirer: 8.2.6 node-emoji: 1.11.0 @@ -9567,7 +9570,7 @@ snapshots: tsconfig-paths: 4.2.0 tsconfig-paths-webpack-plugin: 4.2.0 typescript: 5.7.2 - webpack: 5.97.1 + webpack: 5.97.1(esbuild@0.25.9) webpack-node-externals: 3.0.0 transitivePeerDependencies: - esbuild @@ -12249,7 +12252,7 @@ snapshots: cross-spawn: 7.0.6 signal-exit: 4.1.0 - fork-ts-checker-webpack-plugin@9.0.2(typescript@5.7.2)(webpack@5.97.1): + fork-ts-checker-webpack-plugin@9.0.2(typescript@5.7.2)(webpack@5.97.1(esbuild@0.25.9)): dependencies: '@babel/code-frame': 7.27.1 chalk: 4.1.2 @@ -12264,7 +12267,7 @@ snapshots: semver: 7.7.3 tapable: 2.3.0 typescript: 5.7.2 - webpack: 5.97.1 + webpack: 5.97.1(esbuild@0.25.9) form-data-encoder@1.7.2: {} @@ -12464,7 +12467,7 @@ snapshots: es6-error: 4.1.1 matcher: 3.0.0 roarr: 2.15.4 - semver: 7.7.2 + semver: 7.7.3 serialize-error: 7.0.1 globals@14.0.0: {} @@ -15603,14 +15606,16 @@ snapshots: temp-dir@1.0.0: {} - terser-webpack-plugin@5.3.14(webpack@5.97.1): + terser-webpack-plugin@5.3.14(esbuild@0.25.9)(webpack@5.97.1(esbuild@0.25.9)): dependencies: '@jridgewell/trace-mapping': 0.3.31 jest-worker: 27.5.1 schema-utils: 4.3.3 serialize-javascript: 6.0.2 terser: 5.44.0 - webpack: 5.97.1 + webpack: 5.97.1(esbuild@0.25.9) + optionalDependencies: + esbuild: 0.25.9 terser@5.44.0: dependencies: @@ -15725,7 +15730,7 @@ snapshots: ts-interface-checker@0.1.13: {} - ts-jest@29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3): + ts-jest@29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(esbuild@0.25.9)(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3): dependencies: bs-logger: 0.2.6 fast-json-stable-stringify: 2.1.0 @@ -15743,9 +15748,10 @@ snapshots: '@jest/transform': 29.7.0 '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.28.4) + esbuild: 0.25.9 jest-util: 29.7.0 - ts-loader@9.5.4(typescript@5.9.3)(webpack@5.97.1): + ts-loader@9.5.4(typescript@5.9.3)(webpack@5.97.1(esbuild@0.25.9)): dependencies: chalk: 4.1.2 enhanced-resolve: 5.18.3 @@ -15753,7 +15759,7 @@ snapshots: semver: 7.7.3 source-map: 0.7.6 typescript: 5.9.3 - webpack: 5.97.1 + webpack: 5.97.1(esbuild@0.25.9) ts-mixer@6.0.4: {} @@ -16095,7 +16101,7 @@ snapshots: webpack-sources@3.3.3: {} - webpack@5.97.1: + webpack@5.97.1(esbuild@0.25.9): dependencies: '@types/eslint-scope': 3.7.7 '@types/estree': 1.0.8 @@ -16117,7 +16123,7 @@ snapshots: neo-async: 2.6.2 schema-utils: 3.3.0 tapable: 2.3.0 - terser-webpack-plugin: 5.3.14(webpack@5.97.1) + terser-webpack-plugin: 5.3.14(esbuild@0.25.9)(webpack@5.97.1(esbuild@0.25.9)) watchpack: 2.4.4 webpack-sources: 3.3.3 transitivePeerDependencies: From 18516bb49f74b9aa995b6e85fceb7448542a41e4 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 12:24:51 +0100 Subject: [PATCH 02/44] first version capable of taking an datasets from our project and create it if not exist on langsmith and run the evaluation --- datasets/.gitignore | 3 + datasets/README.md | 60 +++++ datasets/example-dataset.dataset.csv | 6 + package.json | 1 + .../agent/src/agents/core/supervisorAgent.ts | 5 +- packages/agent/src/agents/langsmith/README.md | 205 ++++++++++++++++++ .../agent/src/agents/langsmith/datasets.ts | 194 +++++++++++++++++ .../src/agents/langsmith/run-datasets.ts | 110 ++++++++++ 8 files changed, 580 insertions(+), 4 deletions(-) create mode 100644 datasets/.gitignore create mode 100644 datasets/README.md create mode 100644 datasets/example-dataset.dataset.csv create mode 100644 packages/agent/src/agents/langsmith/README.md create mode 100644 packages/agent/src/agents/langsmith/datasets.ts create mode 100644 packages/agent/src/agents/langsmith/run-datasets.ts diff --git a/datasets/.gitignore b/datasets/.gitignore new file mode 100644 index 00000000..2a5f17ae --- /dev/null +++ b/datasets/.gitignore @@ -0,0 +1,3 @@ +# Ignore all CSV files except the example +*.dataset.csv +!example-dataset.dataset.csv diff --git a/datasets/README.md b/datasets/README.md new file mode 100644 index 00000000..a0523b0a --- /dev/null +++ b/datasets/README.md @@ -0,0 +1,60 @@ +# Datasets Directory + +This directory contains CSV files used to create and populate LangSmith datasets for evaluation. + +## File Naming Convention + +All CSV files in this directory should follow the naming pattern: +``` +.dataset.csv +``` + +For example: +- `my-test.dataset.csv` → Creates a dataset named `my-test` +- `production-eval.dataset.csv` → Creates a dataset named `production-eval` + +## CSV Format + +Your CSV file should have: +- **Header row**: Column names that match your `inputKeys` and `outputKeys` +- **Data rows**: Examples for evaluation + +### Example CSV Structure + +```csv +messages,output +"Hello, how are you?","Not toxic" +"You are an idiot!","Toxic" +"What's the weather like today?","Not toxic" +``` + +In this example: +- `messages` is an input column +- `output` is an output column + +## Usage + +To run an evaluation using a dataset from this directory: + +```bash +pnpm datasets --name= +``` + +For example, to use `example-dataset.dataset.csv`: +```bash +pnpm datasets --name=example-dataset +``` + +## What Happens + +1. The system searches for `.dataset.csv` in this directory +2. If the dataset doesn't exist in LangSmith, it creates it from the CSV +3. The evaluation runs on the dataset +4. Results are displayed with a link to view them in LangSmith + +## Tips + +- Keep your CSV files well-organized in this directory +- Use descriptive names for your datasets +- The example file (`example-dataset.dataset.csv`) is included as a reference +- You can customize input/output keys in `run-datasets.ts` diff --git a/datasets/example-dataset.dataset.csv b/datasets/example-dataset.dataset.csv new file mode 100644 index 00000000..29df55bd --- /dev/null +++ b/datasets/example-dataset.dataset.csv @@ -0,0 +1,6 @@ +messages,output +"Hello, how are you?","Not toxic" +"You are an idiot!","Toxic" +"What's the weather like today?","Not toxic" +"I hope you fail miserably","Toxic" +"Thank you for your help","Not toxic" diff --git a/package.json b/package.json index 098c5e85..3a0905b3 100755 --- a/package.json +++ b/package.json @@ -50,6 +50,7 @@ "node:server": "node ./mcps/snak/dist/index.js", "start:prod": "lerna run start --scope \"@snakagent/server\"; ECODE=$? ; exit $ECODE", "test_metrics": "jest packages/metrics/src/__tests__/metrics.test.ts", + "datasets": "tsx --env-file=.env packages/agent/src/agents/langsmith/run-datasets.ts", "format": "prettier --write \"packages/**/*.{ts,tsx,js,jsx,json,md}\"" }, "dependencies": { diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 802e901e..60e4bbe9 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -7,10 +7,7 @@ import { } from '../../shared/types/streaming.types.js'; import { createSupervisorGraph } from '@agents/graphs/core-graph/supervisor.graph.js'; import { CheckpointerService } from '@agents/graphs/manager/checkpointer/checkpointer.js'; -import { - AIMessage, - HumanMessage, -} from '@langchain/core/messages'; +import { AIMessage, HumanMessage } from '@langchain/core/messages'; import { GraphErrorType, UserRequest } from '@stypes/graph.types.js'; import { EventType } from '@enums/event.enums.js'; import { StreamEvent } from '@langchain/core/tracers/log_stream'; diff --git a/packages/agent/src/agents/langsmith/README.md b/packages/agent/src/agents/langsmith/README.md new file mode 100644 index 00000000..75d6bfc0 --- /dev/null +++ b/packages/agent/src/agents/langsmith/README.md @@ -0,0 +1,205 @@ +# LangSmith Dataset Evaluation + +This directory contains tools for managing and evaluating datasets with LangSmith. + +## Files + +- **`datasets.ts`** - Static `Dataset` class for managing LangSmith datasets +- **`run-datasets.ts`** - CLI runner for executing dataset evaluations + +## Usage + +### Running Evaluations + +To run an evaluation on a dataset, use: + +```bash +pnpm datasets --name= +``` + +Or alternatively: + +```bash +pnpm datasets name= +``` + +**Example:** +```bash +pnpm datasets --name=my-dataset +``` + +### How It Works + +1. **The command will first try to find an existing dataset** in LangSmith with the provided name +2. **If the dataset doesn't exist**, it will attempt to create it from a CSV file +3. **The CSV file must be named:** `.dataset.csv` (e.g., `my-dataset.dataset.csv`) +4. **The CSV file must be located in the `datasets/` directory** at the project root +5. If the CSV file doesn't exist, the command will fail with a helpful error message + +### CSV File Format + +Your CSV file should have columns that match the `inputKeys` and `outputKeys` defined in `run-datasets.ts`. + +By default, the runner expects: +- **Input columns:** `messages` +- **Output columns:** `output` + +**Example CSV (`my-dataset.dataset.csv`):** + +```csv +messages,output +"Hello, how are you?","Not toxic" +"You are an idiot!","Toxic" +"What's the weather like?","Not toxic" +``` + +## Customization + +### Custom Evaluators + +You can modify the evaluator function in `run-datasets.ts` to implement your own evaluation logic: + +```typescript +function myCustomEvaluator({ + outputs, + referenceOutputs, +}: { + outputs: Record; + referenceOutputs?: Record; +}): EvaluationResult { + // Your custom evaluation logic here + const score = // ... calculate score + return { key: 'my-metric', score }; +} +``` + +### Custom Chain + +You can also modify the chain in `run-datasets.ts` to use your own model and prompts: + +```typescript +const prompt = ChatPromptTemplate.fromMessages([ + ['system', 'Your custom system prompt'], + ['user', '{input}'], +]); + +const chatModel = new ChatOpenAI({ model: 'gpt-4' }); +const chain = prompt.pipe(chatModel).pipe(outputParser); +``` + +### Custom Input/Output Keys + +If your CSV has different column names, update the `inputKeys` and `outputKeys` in the `runEvaluation` call: + +```typescript +const results = await Dataset.runEvaluation( + datasetName, + chain, + [correct], + { + inputKeys: ['question', 'context'], // Your CSV input columns + outputKeys: ['answer'], // Your CSV output columns + csvBasePath: process.cwd(), + experimentPrefix: `evaluation-${datasetName}`, + } +); +``` + +## Dataset Class API + +The `Dataset` class provides three static methods: + +### `getDataset(datasetName: string)` + +Get an existing dataset by name. + +```typescript +const dataset = await Dataset.getDataset('my-dataset'); +``` + +### `createDatasetIfNotExist(datasetName, inputKeys, outputKeys, csvBasePath?)` + +Create a dataset from a CSV file if it doesn't exist. + +```typescript +await Dataset.createDatasetIfNotExist( + 'my-dataset', + ['messages'], + ['output'], + '/path/to/csv/files' +); +``` + +### `runEvaluation(datasetName, target, evaluators, options?)` + +Run an evaluation on a dataset (automatically creates from CSV if needed). + +```typescript +await Dataset.runEvaluation( + 'my-dataset', + chain, + [correct], + { + inputKeys: ['messages'], + outputKeys: ['output'], + csvBasePath: process.cwd(), + experimentPrefix: 'gpt-4o-eval' + } +); +``` + +## Environment Variables + +Make sure you have the necessary environment variables set in your `.env` file: + +```env +LANGSMITH_API_KEY=your_api_key_here +OPENAI_API_KEY=your_openai_key_here +``` + +## Examples + +### Example 1: Run evaluation with existing dataset + +```bash +pnpm datasets --name=production-dataset +``` + +### Example 2: Create and run evaluation from CSV + +1. Create a CSV file named `toxicity-test.dataset.csv` in the `datasets/` directory: +```csv +messages,output +"Hello, how are you?","Not toxic" +"You are terrible!","Toxic" +``` + +2. Run the evaluation: +```bash +pnpm datasets --name=toxicity-test +``` + +The system will: +- Check if `toxicity-test` exists in LangSmith +- If not, create it from `datasets/toxicity-test.dataset.csv` +- Run the evaluation with your chain and evaluators +- Display the results + +## Troubleshooting + +### Error: Dataset name is required + +You forgot to provide the `--name` argument. Use: +```bash +pnpm datasets --name=your-dataset +``` + +### Error: CSV file not found + +The CSV file with the expected name doesn't exist. Make sure you have: +- A file named `.dataset.csv` +- Located in the `datasets/` directory at the project root + +### Error: Dataset does not exist and inputKeys/outputKeys are required + +The dataset doesn't exist in LangSmith, and the system needs to create it from CSV. Make sure the CSV file exists and has the correct format. diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts new file mode 100644 index 00000000..70ccfe31 --- /dev/null +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -0,0 +1,194 @@ +import { evaluate } from 'langsmith/evaluation'; +import { Client } from 'langsmith'; +import * as fs from 'fs'; +import * as path from 'path'; +import { File } from 'buffer'; + +/** + * Static Dataset class for managing LangSmith datasets with CSV integration + */ +export class Dataset { + private static client = new Client(); + + /** + * Get an existing dataset by name + * @param datasetName - The name of the dataset to retrieve + * @returns The dataset if found, null otherwise + */ + static async getDataset(datasetName: string) { + try { + const dataset = await this.client.readDataset({ datasetName }); + console.log(`Found existing dataset: ${datasetName}`); + return dataset; + } catch (error) { + console.log(`Dataset ${datasetName} not found`); + return null; + } + } + + /** + * Create a dataset from a CSV file if it doesn't exist + * @param datasetName - The name of the dataset + * @param inputKeys - Array of column names to use as inputs + * @param outputKeys - Array of column names to use as outputs + * @param csvBasePath - Base path where CSV files are located (defaults to ./datasets directory) + * @returns The created or existing dataset + * @throws Error if CSV file doesn't exist + */ + static async createDatasetIfNotExist( + datasetName: string, + inputKeys: string[], + outputKeys: string[], + csvBasePath: string = path.join(process.cwd(), 'datasets') + ) { + // Check if dataset already exists + const existingDataset = await this.getDataset(datasetName); + if (existingDataset) { + console.log(`Using existing dataset: ${datasetName}`); + return existingDataset; + } + + // Construct CSV file path: datasetName.dataset.csv + const csvFileName = `${datasetName}.dataset.csv`; + const csvFilePath = path.join(csvBasePath, csvFileName); + + // Check if CSV file exists + if (!fs.existsSync(csvFilePath)) { + throw new Error( + `CSV file not found: ${csvFilePath}. Cannot create dataset without CSV file.` + ); + } + + console.log( + `Creating dataset ${datasetName} from CSV file: ${csvFilePath}` + ); + + // Read CSV file and create a native File object (Node.js v18+) + const csvBuffer = fs.readFileSync(csvFilePath); + const csvFile = new File([csvBuffer], `${datasetName}.csv`, { + type: 'text/csv', + }); + + // Upload CSV and create dataset + // fileName parameter in uploadCsv must include .csv extension + // name parameter explicitly sets the dataset name + const dataset = await this.client.uploadCsv({ + csvFile: csvFile as any, + fileName: `${datasetName}.csv`, + name: datasetName, + inputKeys: inputKeys, + outputKeys: outputKeys, + description: `Dataset created from ${csvFileName}`, + dataType: 'kv', + }); + + console.log(`Successfully created dataset: ${datasetName}`); + return dataset; + } + + /** + * Run an evaluation on a dataset + * If the dataset doesn't exist, it will attempt to create it from a CSV file + * @param datasetName - The name of the dataset to evaluate + * @param target - The target function or chain to evaluate + * @param evaluators - Array of evaluator functions + * @param inputKeys - Array of column names to use as inputs (required if creating dataset) + * @param outputKeys - Array of column names to use as outputs (required if creating dataset) + * @param csvBasePath - Base path where CSV files are located + * @param experimentPrefix - Optional prefix for the experiment name + * @returns The evaluation results + */ + static async runEvaluation( + datasetName: string, + target: any, + evaluators: any[], + options?: { + inputKeys?: string[]; + outputKeys?: string[]; + csvBasePath?: string; + experimentPrefix?: string; + } + ): Promise { + // Try to get existing dataset + let dataset = await this.getDataset(datasetName); + + // If dataset doesn't exist, try to create it from CSV + if (!dataset) { + console.log( + `Dataset ${datasetName} not found. Attempting to create from CSV...` + ); + + if (!options?.inputKeys || !options?.outputKeys) { + throw new Error( + `Dataset ${datasetName} does not exist and inputKeys/outputKeys are required to create it from CSV.` + ); + } + + dataset = await this.createDatasetIfNotExist( + datasetName, + options.inputKeys, + options.outputKeys, + options.csvBasePath + ); + + // Wait a moment for the dataset to be fully available + console.log('Waiting for dataset to be available...'); + await new Promise((resolve) => setTimeout(resolve, 2000)); + + // Verify dataset exists + dataset = await this.getDataset(datasetName); + if (!dataset) { + throw new Error( + `Dataset ${datasetName} was created but cannot be retrieved. Please try again.` + ); + } + } + + // Run evaluation + console.log(`Running evaluation on dataset: ${datasetName}`); + const results = await evaluate(target, { + data: datasetName, + evaluators: evaluators, + experimentPrefix: + options?.experimentPrefix || `evaluation-${datasetName}`, + }); + + return results; + } +} + +/** + * Example usage of the Dataset class: + * + * // Run evaluation with existing dataset + * await Dataset.runEvaluation( + * 'my-dataset-name', + * chain, + * [correct] + * ); + * + * // Run evaluation and create dataset from CSV if it doesn't exist + * // This requires a file named 'my-dataset-name.dataset.csv' in the csvBasePath + * await Dataset.runEvaluation( + * 'my-dataset-name', + * chain, + * [correct], + * { + * inputKeys: ['messages'], + * outputKeys: ['output'], + * csvBasePath: process.cwd(), + * experimentPrefix: 'gpt-4o, baseline' + * } + * ); + * + * // Get an existing dataset + * const dataset = await Dataset.getDataset('my-dataset-name'); + * + * // Create dataset from CSV if it doesn't exist + * await Dataset.createDatasetIfNotExist( + * 'my-dataset-name', + * ['column1', 'column2'], + * ['output1'], + * '/path/to/csv/files' + * ); + */ diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts new file mode 100644 index 00000000..3573ab98 --- /dev/null +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -0,0 +1,110 @@ +import { Dataset } from './datasets.js'; +import { ChatOpenAI } from '@langchain/openai'; +import { ChatPromptTemplate } from '@langchain/core/prompts'; +import { StringOutputParser } from '@langchain/core/output_parsers'; +import { EvaluationResult } from 'langsmith/evaluation'; +import * as path from 'path'; + +/** + * Example evaluator function + * You can customize this or create your own evaluators + */ +function correct({ + outputs, + referenceOutputs, +}: { + outputs: Record; + referenceOutputs?: Record; +}): EvaluationResult { + const score = outputs.output === referenceOutputs?.outputs; + return { key: 'correct', score }; +} + +/** + * Example chain for evaluation + * You can customize this with your own chain + */ +const prompt = ChatPromptTemplate.fromMessages([ + [ + 'system', + "Please review the user query below and determine if it contains any form of toxic behavior, such as insults, threats, or highly negative comments. Respond with 'Toxic' if it does, and 'Not toxic' if it doesn't.", + ], + ['user', '{messages}'], +]); + +const chatModel = new ChatOpenAI(); +const outputParser = new StringOutputParser(); +const chain = prompt.pipe(chatModel).pipe(outputParser); + +/** + * Parse command line arguments + */ +function parseArgs(): { name?: string } { + const args = process.argv.slice(2); + const result: { name?: string } = {}; + + for (const arg of args) { + if (arg.startsWith('--name=')) { + result.name = arg.split('=')[1]; + } else if (arg.startsWith('name=')) { + result.name = arg.split('=')[1]; + } + } + + return result; +} + +/** + * Main function to run dataset evaluation + */ +async function main() { + const args = parseArgs(); + + if (!args.name) { + console.error('❌ Error: Dataset name is required!'); + console.log('\nUsage: pnpm datasets --name='); + console.log(' or: pnpm datasets name='); + console.log('\nExample: pnpm datasets --name=my-dataset'); + process.exit(1); + } + + const datasetName = args.name; + + console.log(`\n🚀 Running evaluation for dataset: ${datasetName}\n`); + + // Define the datasets directory path + const datasetsPath = path.join(process.cwd(), 'datasets'); + + try { + // Run evaluation + // If dataset doesn't exist, it will try to create it from CSV + const results = await Dataset.runEvaluation(datasetName, chain, [correct], { + // These are only needed if the dataset doesn't exist and needs to be created from CSV + inputKeys: ['messages'], + outputKeys: ['output'], + csvBasePath: datasetsPath, + experimentPrefix: `evaluation-${datasetName}`, + }); + + console.log('\n✅ Evaluation completed successfully!'); + console.log('\nResults:', results); + } catch (error) { + console.error('\n❌ Error running evaluation:'); + if (error instanceof Error) { + console.error(error.message); + + // Provide helpful error message if CSV is missing + if (error.message.includes('CSV file not found')) { + console.log('\n💡 Tip: Make sure you have a CSV file named:'); + console.log(` ${datasetName}.dataset.csv`); + console.log(` in the datasets directory: ${datasetsPath}`); + } + } else { + console.error(error); + } + process.exit(1); + } +} + +// Run the main function +main(); From a81e77e9e82fc9260849d564a96158c0b02f0e4b Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 15:05:55 +0100 Subject: [PATCH 03/44] move agents stroage init to agent to get he possibilities to create agent config there --- package.json | 1 + .../graphs/core-graph/supervisor.graph.ts | 4 - .../agent/src/agents/langsmith/datasets.ts | 17 ++- .../src/agents/langsmith/run-datasets.ts | 42 +++--- packages/agent/src/index.ts | 7 + .../src/utils/agent-initialization.utils.ts | 123 ++++++++++++++++++ packages/server/src/agents.storage.ts | 45 +------ .../src/controllers/agents.controller.ts | 4 +- packages/server/src/utils/agents.utils.ts | 58 --------- pnpm-lock.yaml | 48 +++++++ 10 files changed, 216 insertions(+), 133 deletions(-) create mode 100644 packages/agent/src/utils/agent-initialization.utils.ts delete mode 100644 packages/server/src/utils/agents.utils.ts diff --git a/package.json b/package.json index 3a0905b3..d42571bf 100755 --- a/package.json +++ b/package.json @@ -76,6 +76,7 @@ "express": "^4.21.2", "langchain": "^0.3.34", "langsmith": "^0.3.73", + "openevals": "^0.1.1", "pg": "^8.15.6", "prom-client": "^15.1.3", "socket.io": "^4.8.1", diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index cdf5c64f..679cefe0 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -1,8 +1,5 @@ -import { DynamicStructuredTool } from '@langchain/core/tools'; import { CompiledStateGraph, StateGraph } from '@langchain/langgraph'; import { PostgresSaver } from '@langchain/langgraph-checkpoint-postgres'; -import { Postgres } from '@snakagent/database'; -import { AnyZodObject } from 'zod'; import { GraphError } from '../utils/error.utils.js'; import { SupervisorAgent } from '@agents/core/supervisorAgent.js'; import { skipValidationType } from '@stypes/graph.types.js'; @@ -204,7 +201,6 @@ export class SupervisorGraph { preModelHook: this.transformMessagesHook.bind(this), postModelHook: this.addAditionalKwargsToMessage.bind(this), }); - return workflow; } } diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 70ccfe31..34dd0fff 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -3,6 +3,9 @@ import { Client } from 'langsmith'; import * as fs from 'fs'; import * as path from 'path'; import { File } from 'buffer'; +import * as ls from 'langsmith/vitest'; +// import * as ls from "langsmith/jest"; +import { createLLMAsJudge, CORRECTNESS_PROMPT } from 'openevals'; /** * Static Dataset class for managing LangSmith datasets with CSV integration @@ -86,6 +89,15 @@ export class Dataset { return dataset; } + static async getEvaluator(): Promise { + const correctnessEvaluator = createLLMAsJudge({ + prompt: CORRECTNESS_PROMPT, + feedbackKey: ' ', + model: 'gemini-2.5-flash', + }); + return correctnessEvaluator; + } + /** * Run an evaluation on a dataset * If the dataset doesn't exist, it will attempt to create it from a CSV file @@ -101,7 +113,6 @@ export class Dataset { static async runEvaluation( datasetName: string, target: any, - evaluators: any[], options?: { inputKeys?: string[]; outputKeys?: string[]; @@ -143,12 +154,12 @@ export class Dataset { ); } } - + const evaluator = await this.getEvaluator(); // Run evaluation console.log(`Running evaluation on dataset: ${datasetName}`); const results = await evaluate(target, { data: datasetName, - evaluators: evaluators, + evaluators: [evaluator], experimentPrefix: options?.experimentPrefix || `evaluation-${datasetName}`, }); diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 3573ab98..56c05dbc 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -1,38 +1,26 @@ import { Dataset } from './datasets.js'; import { ChatOpenAI } from '@langchain/openai'; -import { ChatPromptTemplate } from '@langchain/core/prompts'; +import { + ChatPromptTemplate, + MessagesPlaceholder, +} from '@langchain/core/prompts'; import { StringOutputParser } from '@langchain/core/output_parsers'; import { EvaluationResult } from 'langsmith/evaluation'; import * as path from 'path'; +import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; +import { SUPERVISOR_SYSTEM_PROMPT } from '../../shared/prompts/agents/supervisor/supervisor.prompt.js'; -/** - * Example evaluator function - * You can customize this or create your own evaluators - */ -function correct({ - outputs, - referenceOutputs, -}: { - outputs: Record; - referenceOutputs?: Record; -}): EvaluationResult { - const score = outputs.output === referenceOutputs?.outputs; - return { key: 'correct', score }; -} - -/** - * Example chain for evaluation - * You can customize this with your own chain - */ const prompt = ChatPromptTemplate.fromMessages([ - [ - 'system', - "Please review the user query below and determine if it contains any form of toxic behavior, such as insults, threats, or highly negative comments. Respond with 'Toxic' if it does, and 'Not toxic' if it doesn't.", - ], - ['user', '{messages}'], + ['system', SUPERVISOR_SYSTEM_PROMPT], + new MessagesPlaceholder('messages'), ]); -const chatModel = new ChatOpenAI(); +const chatModel = new ChatGoogleGenerativeAI({ + model: 'gemini-2.5-flash', // Updated to valid Gemini model name + verbose: false, + temperature: 0.7, + apiKey: process.env.GEMINI_API_KEY, +}); const outputParser = new StringOutputParser(); const chain = prompt.pipe(chatModel).pipe(outputParser); @@ -78,7 +66,7 @@ async function main() { try { // Run evaluation // If dataset doesn't exist, it will try to create it from CSV - const results = await Dataset.runEvaluation(datasetName, chain, [correct], { + const results = await Dataset.runEvaluation(datasetName, chain, { // These are only needed if the dataset doesn't exist and needs to be created from CSV inputKeys: ['messages'], outputKeys: ['output'], diff --git a/packages/agent/src/index.ts b/packages/agent/src/index.ts index 4050abfa..b071de4d 100644 --- a/packages/agent/src/index.ts +++ b/packages/agent/src/index.ts @@ -8,6 +8,13 @@ export { SnakAgent } from './agents/core/snakAgent.js'; export { SupervisorAgent } from './agents/core/supervisorAgent.js'; export { BaseAgent } from './agents/core/baseAgent.js'; + +// Agent initialization utilities +export { + initializeModels, + createAgentConfigRuntimeFromOutputWithId, + type AgentInitializationDatabase, +} from './utils/agent-initialization.utils.js'; // Core agent utilities export { initializeToolsList } from './tools/tools.js'; export type { diff --git a/packages/agent/src/utils/agent-initialization.utils.ts b/packages/agent/src/utils/agent-initialization.utils.ts new file mode 100644 index 00000000..dc38266c --- /dev/null +++ b/packages/agent/src/utils/agent-initialization.utils.ts @@ -0,0 +1,123 @@ +import { ChatAnthropic } from '@langchain/anthropic'; +import { BaseChatModel } from '@langchain/core/language_models/chat_models'; +import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; +import { ChatOpenAI } from '@langchain/openai'; +import { ModelConfig, AgentConfig, AgentPromptsInitialized } from '@snakagent/core'; +import { logger } from '@snakagent/core'; + +/** + * Initializes model instances based on the loaded configuration. + * @param {ModelConfig} model - The model configuration + * @returns {BaseChatModel | null} Model instance or null if initialization fails. + */ +export function initializeModels(model: ModelConfig): BaseChatModel | null { + try { + if (!model) { + throw new Error('Model configuration is not defined'); + } + if (!model.provider) { + throw new Error('Model provider is not defined'); + } + let modelInstance: BaseChatModel | null = null; + const commonConfig = { + modelName: model.model_name, + verbose: false, + temperature: model.temperature, + }; + switch (model.provider.toLowerCase()) { + case 'openai': + modelInstance = new ChatOpenAI({ + ...commonConfig, + openAIApiKey: process.env.OPENAI_API_KEY, + }); + break; + case 'anthropic': + modelInstance = new ChatAnthropic({ + ...commonConfig, + anthropicApiKey: process.env.ANTHROPIC_API_KEY, + }); + break; + case 'gemini': + modelInstance = new ChatGoogleGenerativeAI({ + model: model.model_name, + verbose: false, + temperature: model.temperature, + apiKey: process.env.GEMINI_API_KEY, + }); + break; + // Add case for 'deepseek' if a Langchain integration exists or becomes available + default: + throw new Error('No valid model provided'); + } + return modelInstance; + } catch (error) { + logger.error( + `Failed to initialize model ${model.provider}: ${model.model_name}: ${error}` + ); + return null; + } +} + +/** + * Interface for database operations required for agent initialization + * This interface should be implemented by the database layer + */ +export interface AgentInitializationDatabase { + getPromptsById(promptId: string): Promise | null>; + getModelFromUser(userId: string): Promise; +} + +/** + * Creates an AgentConfig.Runtime from an AgentConfig.OutputWithId + * This function handles the full initialization of an agent's runtime configuration + * including model initialization and prompts loading + * + * @param {AgentConfig.OutputWithId} agentConfigOutputWithId - The agent configuration with ID from database + * @param {AgentInitializationDatabase} database - Database interface for fetching prompts and model config + * @returns {Promise} The runtime configuration or undefined if initialization fails + */ +export async function createAgentConfigRuntimeFromOutputWithId( + agentConfigOutputWithId: AgentConfig.OutputWithId, + database: AgentInitializationDatabase +): Promise { + try { + // Get model configuration for the user + const model = await database.getModelFromUser(agentConfigOutputWithId.user_id); + if (!model) { + throw new Error( + `Failed to get model configuration for user ${agentConfigOutputWithId.user_id}` + ); + } + + // Initialize model instance + const modelInstance = initializeModels(model); + if (!modelInstance) { + throw new Error('Failed to initialize model for agent'); + } + + // Get prompts from database + const promptsFromDb = await database.getPromptsById( + agentConfigOutputWithId.prompts_id + ); + if (!promptsFromDb) { + throw new Error( + `Failed to load prompts for agent ${agentConfigOutputWithId.id}, prompts ID: ${agentConfigOutputWithId.prompts_id}` + ); + } + + // Construct runtime configuration + const agentConfigRuntime: AgentConfig.Runtime = { + ...agentConfigOutputWithId, + prompts: promptsFromDb, + graph: { + ...agentConfigOutputWithId.graph, + model: modelInstance, + }, + }; + + return agentConfigRuntime; + } catch (error) { + logger.error('Agent configuration runtime creation failed:', error); + throw error; + } +} diff --git a/packages/server/src/agents.storage.ts b/packages/server/src/agents.storage.ts index 5a51a764..42153596 100644 --- a/packages/server/src/agents.storage.ts +++ b/packages/server/src/agents.storage.ts @@ -25,8 +25,10 @@ import { TASK_VERIFIER_SYSTEM_PROMPT, BaseAgent, SupervisorAgent, + initializeModels, + createAgentConfigRuntimeFromOutputWithId, + AgentInitializationDatabase, } from '@snakagent/agents'; -import { initializeModels } from './utils/agents.utils.js'; const logger = new Logger('AgentStorage'); @@ -36,7 +38,7 @@ const logger = new Logger('AgentStorage'); * Service responsible for managing agent storage, configuration, and lifecycle */ @Injectable() -export class AgentStorage implements OnModuleInit { +export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { private agentSelector: AgentSelector; private initialized: boolean = false; private initializationPromise: Promise | null = null; @@ -511,39 +513,6 @@ export class AgentStorage implements OnModuleInit { } } - private async createAgentConfigRuntimeFromOutputWithId( - agentConfigOutputWithId: AgentConfig.OutputWithId - ): Promise { - try { - const model = await this.getModelFromUser( - agentConfigOutputWithId.user_id - ); - const modelInstance = initializeModels(model); - if (!modelInstance) { - throw new Error('Failed to initialize model for SnakAgent'); - } - const promptsFromDb = await this.getPromptsFromDatabase( - agentConfigOutputWithId.prompts_id - ); - if (!promptsFromDb) { - throw new Error( - `Failed to load prompts for agent ${agentConfigOutputWithId.id}, prompts ID: ${agentConfigOutputWithId.prompts_id}` - ); - } - const AgentConfigRuntime: AgentConfig.Runtime = { - ...agentConfigOutputWithId, - prompts: promptsFromDb, - graph: { - ...agentConfigOutputWithId.graph, - model: modelInstance, - }, - }; - return AgentConfigRuntime; - } catch (error) { - logger.error('Agent configuration validation failed:', error); - throw error; - } - } /* ==================== PRIVATE AGENT CREATION METHODS ==================== */ @@ -557,7 +526,7 @@ export class AgentStorage implements OnModuleInit { accountPublicKey: this.config.starknet.publicKey, }; const AgentConfigRuntime = - await this.createAgentConfigRuntimeFromOutputWithId(agentConfig); + await createAgentConfigRuntimeFromOutputWithId(agentConfig, this); if (!AgentConfigRuntime) { throw new Error( `Failed to create runtime config for agent ${agentConfig.id}` @@ -580,11 +549,11 @@ export class AgentStorage implements OnModuleInit { /** * Get prompts from database by prompt ID - * @private + * Implementation of AgentInitializationDatabase interface * @param promptId - UUID of the prompt configuration * @returns Promise - Parsed prompts or null if not found */ - private async getPromptsFromDatabase( + public async getPromptsById( promptId: string ): Promise | null> { try { diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 994b5891..a51a2eb9 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -33,12 +33,10 @@ import { AgentDeletesRequestDTO, getMessagesFromAgentsDTO, MessageRequest, - MemoryStrategy, } from '@snakagent/core'; import { metrics } from '@snakagent/metrics'; import { FastifyRequest } from 'fastify'; -import { Postgres } from '@snakagent/database'; -import { SnakAgent, SupervisorAgent, BaseAgent } from '@snakagent/agents'; +import { BaseAgent } from '@snakagent/agents'; import { notify, message, agents } from '@snakagent/database/queries'; import { supervisorAgentConfig } from '@snakagent/core'; diff --git a/packages/server/src/utils/agents.utils.ts b/packages/server/src/utils/agents.utils.ts deleted file mode 100644 index 9f1e35d7..00000000 --- a/packages/server/src/utils/agents.utils.ts +++ /dev/null @@ -1,58 +0,0 @@ -import { ChatAnthropic } from '@langchain/anthropic'; -import { BaseChatModel } from '@langchain/core/language_models/chat_models'; -import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; -import { ChatOpenAI } from '@langchain/openai'; -import { ModelConfig } from '@snakagent/core'; -import { logger } from 'starknet'; - -/** - * Initializes model instances based on the loaded configuration. - * @returns {BaseChatModel | null} Model instance or null if initialization fails. - */ -export function initializeModels(model: ModelConfig): BaseChatModel | null { - try { - if (!model) { - throw new Error('Model configuration is not defined'); - } - if (!model.provider) { - throw new Error('Model provider is not defined'); - } - let modelInstance: BaseChatModel | null = null; - const commonConfig = { - modelName: model.model_name, - verbose: false, - temperature: model.temperature, - }; - switch (model.provider.toLowerCase()) { - case 'openai': - modelInstance = new ChatOpenAI({ - ...commonConfig, - openAIApiKey: process.env.OPENAI_API_KEY, - }); - break; - case 'anthropic': - modelInstance = new ChatAnthropic({ - ...commonConfig, - anthropicApiKey: process.env.ANTHROPIC_API_KEY, - }); - break; - case 'gemini': - modelInstance = new ChatGoogleGenerativeAI({ - model: model.model_name, // Updated to valid Gemini model name - verbose: false, - temperature: model.temperature, - apiKey: process.env.GEMINI_API_KEY, - }); - break; - // Add case for 'deepseek' if a Langchain integration exists or becomes available - default: - throw new Error('No valid model provided'); - } - return modelInstance; - } catch (error) { - logger.error( - `Failed to initialize model ${model.provider}: ${model.model_name}: ${error}` - ); - return null; - } -} diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 42d91855..243052b1 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -83,6 +83,9 @@ importers: langsmith: specifier: ^0.3.73 version: 0.3.73(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) + openevals: + specifier: ^0.1.1 + version: 0.1.1(@langchain/anthropic@0.3.30(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod@3.25.76))(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/deepseek@0.0.1(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(encoding@0.1.13)(ws@8.18.3))(@langchain/google-genai@0.2.18(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@langchain/ollama@0.1.6(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@opentelemetry/api@1.9.0)(axios@1.12.2)(encoding@0.1.13)(handlebars@4.7.8)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))(typescript@5.9.3)(ws@8.18.3)(zod@3.25.76) pg: specifier: ^8.15.6 version: 8.16.3 @@ -6142,6 +6145,16 @@ packages: openapi-types@12.1.3: resolution: {integrity: sha512-N4YtSYJqghVu4iek2ZUvcN/0aqH1kRDuNqzcycDxhOUpg7GdvLa2F3DgS6yBNhInhv2r/6I0Flkn7CqL8+nIcw==} + openevals@0.1.1: + resolution: {integrity: sha512-GALNENm0FVs3PtqjkW/mOJEn/GkP81gOoX+8IwpPYS5FY83L5u0AkE8uFvvcrs2HzvibYGQ+yZUYSKFVu9sFbg==} + peerDependencies: + '@langchain/core': '>=0.3.73' + typescript: '*' + zod: '>=3.24.2' + peerDependenciesMeta: + typescript: + optional: true + option@0.2.4: resolution: {integrity: sha512-pkEqbDyl8ou5cpq+VsnQbe/WlEy5qS7xPzMS1U55OCG9KPvwFD46zDbxQIj3egJSFc3D+XhYOPUzz49zQAVy7A==} @@ -14325,6 +14338,41 @@ snapshots: openapi-types@12.1.3: {} + openevals@0.1.1(@langchain/anthropic@0.3.30(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod@3.25.76))(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/deepseek@0.0.1(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(encoding@0.1.13)(ws@8.18.3))(@langchain/google-genai@0.2.18(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@langchain/ollama@0.1.6(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@opentelemetry/api@1.9.0)(axios@1.12.2)(encoding@0.1.13)(handlebars@4.7.8)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))(typescript@5.9.3)(ws@8.18.3)(zod@3.25.76): + dependencies: + '@langchain/core': 0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) + '@langchain/openai': 0.4.9(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(encoding@0.1.13)(ws@8.18.3) + langchain: 0.3.35(@langchain/anthropic@0.3.30(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod@3.25.76))(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/deepseek@0.0.1(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(encoding@0.1.13)(ws@8.18.3))(@langchain/google-genai@0.2.18(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@langchain/ollama@0.1.6(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))))(@opentelemetry/api@1.9.0)(axios@1.12.2)(encoding@0.1.13)(handlebars@4.7.8)(openai@5.12.2(ws@8.18.3)(zod@3.25.76))(ws@8.18.3) + langsmith: 0.3.73(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) + uuid: 11.1.0 + zod: 3.25.76 + optionalDependencies: + typescript: 5.9.3 + transitivePeerDependencies: + - '@langchain/anthropic' + - '@langchain/aws' + - '@langchain/cerebras' + - '@langchain/cohere' + - '@langchain/deepseek' + - '@langchain/google-genai' + - '@langchain/google-vertexai' + - '@langchain/google-vertexai-web' + - '@langchain/groq' + - '@langchain/mistralai' + - '@langchain/ollama' + - '@langchain/xai' + - '@opentelemetry/api' + - '@opentelemetry/exporter-trace-otlp-proto' + - '@opentelemetry/sdk-trace-base' + - axios + - cheerio + - encoding + - handlebars + - openai + - peggy + - typeorm + - ws + option@0.2.4: {} optionator@0.9.4: From 68ccd0dfba1361fbdee8df4177d67d92b40bd77a Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 17:00:56 +0100 Subject: [PATCH 04/44] version with model_provider changed everywhere + remove of promot_id --- .../src/agents/langsmith/run-datasets.ts | 10 ++ .../operators/__tests__/agentSelector.spec.ts | 11 +- .../supervisor/tools/createAgentTool.ts | 26 +--- .../supervisor/tools/listAgentsTool.ts | 1 - .../supervisor/tools/readAgentTool.ts | 1 - .../tools/schemas/common.schemas.ts | 9 -- .../tools/schemas/createAgent.schema.ts | 5 - .../tools/schemas/updateAgent.schema.ts | 5 - .../supervisor/tools/updateAgentTool.ts | 9 +- .../supervisor/utils/normalizeAgentValues.ts | 9 +- packages/agent/src/index.ts | 1 - .../agents/agentConfigurationHelper.prompt.ts | 1 - .../agent/src/shared/types/graph.types.ts | 1 + .../src/utils/agent-initialization.utils.ts | 69 +++++---- packages/core/src/common/agent.ts | 4 +- .../src/common/constant/agents.constants.ts | 4 +- .../common/constant/default-agent.constant.ts | 2 +- .../core/src/common/server/dto/agents.dto.ts | 2 +- packages/core/src/common/server/dto/agents.ts | 2 +- .../src/services/agent-validation.service.ts | 32 ++--- .../functions/add_agent_with_json.sql | 4 - packages/database/initdb/03-agents.sql | 133 ++---------------- .../database/src/queries/agents/queries.ts | 115 ++------------- packages/server/src/agents.storage.ts | 85 +---------- packages/server/src/services/agent.service.ts | 2 +- packages/server/src/utils/agents.utils.ts | 58 ++++++++ 26 files changed, 166 insertions(+), 435 deletions(-) create mode 100644 packages/server/src/utils/agents.utils.ts diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 56c05dbc..61aa0446 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -9,6 +9,9 @@ import { EvaluationResult } from 'langsmith/evaluation'; import * as path from 'path'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; import { SUPERVISOR_SYSTEM_PROMPT } from '../../shared/prompts/agents/supervisor/supervisor.prompt.js'; +import { SupervisorAgent } from '@agents/core/supervisorAgent.js'; +import { createAgentConfigRuntimeFromOutputWithId } from 'utils/agent-initialization.utils.js'; +import { AgentConfig, supervisorAgentConfig } from '@snakagent/core'; const prompt = ChatPromptTemplate.fromMessages([ ['system', SUPERVISOR_SYSTEM_PROMPT], @@ -24,6 +27,13 @@ const chatModel = new ChatGoogleGenerativeAI({ const outputParser = new StringOutputParser(); const chain = prompt.pipe(chatModel).pipe(outputParser); +const supervisorConfigRunTime = await createAgentConfigRuntimeFromOutputWithId({...supervisorAgentConfig, id: 'd5796090-5202-45d6-b0a3-554fc3db0185', user_id : 'd5796090-5202-45d6-b0a3-554fc3db0185'}) +if (!supervisorConfigRunTime) { + throw new Error( + `Failed to create runtime config for supervisor agent` + ); +} +const supervisorAgent = new SupervisorAgent(supervisorConfigRunTime) /** * Parse command line arguments */ diff --git a/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts b/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts index 001e13b2..6751e78d 100644 --- a/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts +++ b/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts @@ -64,7 +64,6 @@ function makeAgentConfigs(): AgentConfig.OutputWithId[] { description: 'Handles blockchain operations', group: 'test', }, - prompts_id: 'prompts1', graph: {} as any, memory: {} as any, rag: {} as any, @@ -80,7 +79,6 @@ function makeAgentConfigs(): AgentConfig.OutputWithId[] { description: 'Handles configuration management', group: 'test', }, - prompts_id: 'prompts2', graph: {} as any, memory: {} as any, rag: {} as any, @@ -96,7 +94,6 @@ function makeAgentConfigs(): AgentConfig.OutputWithId[] { description: 'Handles MCP operations', group: 'test', }, - prompts_id: 'prompts3', graph: {} as any, memory: {} as any, rag: {} as any, @@ -117,7 +114,6 @@ function makeAgentConfigsForMultipleUsers(): AgentConfig.OutputWithId[] { description: 'Handles blockchain operations', group: 'test', }, - prompts_id: 'prompts1', graph: {} as any, memory: {} as any, rag: {} as any, @@ -133,7 +129,6 @@ function makeAgentConfigsForMultipleUsers(): AgentConfig.OutputWithId[] { description: 'Handles configuration management', group: 'test', }, - prompts_id: 'prompts2', graph: {} as any, memory: {} as any, rag: {} as any, @@ -149,7 +144,6 @@ function makeAgentConfigsForMultipleUsers(): AgentConfig.OutputWithId[] { description: 'Handles blockchain operations for user2', group: 'test', }, - prompts_id: 'prompts3', graph: {} as any, memory: {} as any, rag: {} as any, @@ -165,7 +159,6 @@ function makeAgentConfigsForMultipleUsers(): AgentConfig.OutputWithId[] { description: 'Handles MCP operations for user2', group: 'test', }, - prompts_id: 'prompts4', graph: {} as any, memory: {} as any, rag: {} as any, @@ -233,8 +226,7 @@ describe('AgentSelector', () => { description: undefined as any, group: 'test', }, - prompts_id: 'prompts1', - graph: {} as any, + graph: {} as any, memory: {} as any, rag: {} as any, mcp_servers: [], @@ -484,7 +476,6 @@ describe('AgentSelector', () => { description: 'Handles special operations', group: 'test', }, - prompts_id: 'prompts-special', graph: {} as any, memory: {} as any, rag: {} as any, diff --git a/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts b/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts index e013bcfd..5d10a0f5 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts @@ -117,23 +117,18 @@ export function createAgentTool( notes.push(nameNote); } - const { id: promptId, created: promptsCreated } = await ensurePromptsId( - userId, - input.prompts_id - ); + const { created: promptsCreated } = await ensurePromptsExist(userId); if (promptsCreated) { notes.push('Default prompts initialized for the user.'); } - agentConfigData.prompts_id = promptId; - // Insert into database const payload: Record = { ...agentConfigData, }; const insertQuery = new Postgres.Query( - 'SELECT id, user_id, profile, mcp_servers, prompts_id, graph, memory, rag, created_at, updated_at, avatar_image, avatar_mime_type FROM insert_agent_from_json($1, $2)', + 'SELECT id, user_id, profile, mcp_servers, graph, memory, rag, created_at, updated_at, avatar_image, avatar_mime_type FROM insert_agent_from_json($1, $2)', [userId, JSON.stringify(payload)] ); @@ -233,8 +228,6 @@ function buildAgentConfigFromInput(input: CreateAgentInput): AgentConfig.Input { if (input.rag) partialConfig.rag = input.rag; - if (input.prompts_id) partialConfig.prompts_id = input.prompts_id; - // Apply normalization using the centralized function - it handles all defaults and validation const { normalizedConfig, appliedDefaults } = normalizeNumericValues(partialConfig); @@ -298,21 +291,16 @@ async function resolveUniqueAgentName( }; } -async function ensurePromptsId( - userId: string, - providedId?: string | null -): Promise<{ id: string; created: boolean }> { - if (providedId) { - return { id: providedId, created: false }; - } - +async function ensurePromptsExist( + userId: string +): Promise<{ created: boolean }> { const existingQuery = new Postgres.Query( 'SELECT id FROM prompts WHERE user_id = $1 LIMIT 1', [userId] ); const existing = await Postgres.query<{ id: string }>(existingQuery); if (existing.length > 0) { - return { id: existing[0].id, created: false }; + return { created: false }; } const insertQuery = new Postgres.Query( @@ -340,5 +328,5 @@ async function ensurePromptsId( throw new Error('Failed to create default prompts for the user'); } - return { id: created[0].id, created: true }; + return { created: true }; } diff --git a/packages/agent/src/agents/operators/supervisor/tools/listAgentsTool.ts b/packages/agent/src/agents/operators/supervisor/tools/listAgentsTool.ts index 00ad0a01..c925c1fa 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/listAgentsTool.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/listAgentsTool.ts @@ -19,7 +19,6 @@ export function listAgentsTool( 'id', 'row_to_json(profile) as profile', 'mcp_servers as "mcp_servers"', - 'prompts_id', 'row_to_json(graph) as graph', 'row_to_json(memory) as memory', 'row_to_json(rag) as rag', diff --git a/packages/agent/src/agents/operators/supervisor/tools/readAgentTool.ts b/packages/agent/src/agents/operators/supervisor/tools/readAgentTool.ts index 766593d8..40eb4e13 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/readAgentTool.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/readAgentTool.ts @@ -23,7 +23,6 @@ export function readAgentTool( 'id', 'row_to_json(profile) as profile', 'mcp_servers as "mcp_servers"', - 'prompts_id', 'row_to_json(graph) as graph', 'row_to_json(memory) as memory', 'row_to_json(rag) as rag', diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index f9f0cd42..62791334 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -246,15 +246,6 @@ export const McpServersArraySchema = z .max(mcpServersGuardsValues.max_servers) .default([]); -// Schema for PromptsConfig -export const PromptsConfigSchema = z.object({ - id: z - .string() - .max(getGuardValue('agents.prompts_id_max_length')) - .optional() - .describe('Prompts ID'), -}); - // Schema for selecting an agent export const SelectAgentSchema = z.object({ identifier: z diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts index 8fa20131..69d027f3 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts @@ -16,11 +16,6 @@ export const CreateAgentSchema = z ), memory: MemoryConfigSchema.optional().describe('Memory configuration'), rag: RAGConfigSchema.optional().describe('RAG configuration'), - prompts_id: z - .string() - .uuid() - .optional() - .describe('Existing prompts configuration identifier'), graph: GraphConfigSchema.optional().describe('Graph configuration'), }) .strict(); diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts index 4033ec15..3673152a 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts @@ -23,11 +23,6 @@ export const UpdateAgentSchema = SelectAgentSchema.extend({ ), memory: MemoryConfigSchema.optional().describe('Memory configuration'), rag: RAGConfigSchema.optional().describe('RAG configuration'), - prompts_id: z - .string() - .uuid() - .optional() - .describe('Existing prompts configuration identifier'), graph: GraphConfigSchema.optional().describe('Graph configuration'), }) .describe('Object containing only the fields that need to be updated'), diff --git a/packages/agent/src/agents/operators/supervisor/tools/updateAgentTool.ts b/packages/agent/src/agents/operators/supervisor/tools/updateAgentTool.ts index 63ff097f..d88b2193 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/updateAgentTool.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/updateAgentTool.ts @@ -61,7 +61,7 @@ export function updateAgentTool( if (searchBy === 'id') { findQuery = new Postgres.Query( - `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, prompts_id, + `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, created_at, updated_at, avatar_image, avatar_mime_type FROM agents WHERE id = $1 AND user_id = $2`, @@ -69,7 +69,7 @@ export function updateAgentTool( ); } else { findQuery = new Postgres.Query( - `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, prompts_id, + `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, created_at, updated_at, avatar_image, avatar_mime_type FROM agents WHERE (profile).name = $1 AND user_id = $2`, @@ -228,7 +228,7 @@ export function updateAgentTool( updateValues.push(graph?.max_retries ?? null); updateValues.push(graph?.execution_timeout_ms ?? null); updateValues.push(graph?.max_token_usage ?? null); - updateValues.push(graph?.model?.provider ?? null); + updateValues.push(graph?.model?.model_provider ?? null); updateValues.push(graph?.model?.model_name ?? null); updateValues.push(graph?.model?.temperature ?? null); updateValues.push(graph?.model?.max_tokens ?? null); @@ -293,7 +293,7 @@ export function updateAgentTool( updateValues.push(rag?.top_k ?? null); paramIndex += 2; } - // Handle regular fields (prompts_id, mcp_servers, plugins, etc.) + // Handle regular fields (mcp_servers, etc.) else { updateFields.push(`"${key}" = $${paramIndex}`); updateValues.push(value); @@ -331,7 +331,6 @@ export function updateAgentTool( user_id, row_to_json(profile) AS profile, mcp_servers, - prompts_id, row_to_json(graph) AS graph, row_to_json(memory) AS memory, row_to_json(rag) AS rag, diff --git a/packages/agent/src/agents/operators/supervisor/utils/normalizeAgentValues.ts b/packages/agent/src/agents/operators/supervisor/utils/normalizeAgentValues.ts index 03f9293a..f41d3059 100644 --- a/packages/agent/src/agents/operators/supervisor/utils/normalizeAgentValues.ts +++ b/packages/agent/src/agents/operators/supervisor/utils/normalizeAgentValues.ts @@ -110,7 +110,7 @@ function normalizeModelConfig( if (model && isPlainObject(model)) { const config: AgentConfig.Input['graph']['model'] = { - provider: DEFAULT_AGENT_CONFIG.graph.model.provider, + model_provider: DEFAULT_AGENT_CONFIG.graph.model.model_provider, model_name: DEFAULT_AGENT_CONFIG.graph.model.model_name, temperature: DEFAULT_AGENT_CONFIG.graph.model.temperature, max_tokens: DEFAULT_AGENT_CONFIG.graph.model.max_tokens, @@ -118,11 +118,11 @@ function normalizeModelConfig( // Normalize provider const providerResult = normalizeStringValue( - model.provider, - DEFAULT_AGENT_CONFIG.graph.model.provider, + model.model_provider, + DEFAULT_AGENT_CONFIG.graph.model.model_provider, 'model.provider' ); - config.provider = providerResult.value; + config.model_provider = providerResult.value; if (providerResult.appliedDefault) { appliedDefaults.push(providerResult.appliedDefault); } @@ -664,7 +664,6 @@ export function normalizeNumericValues( graph: deepClone(DEFAULT_AGENT_CONFIG.graph), memory: deepClone(DEFAULT_AGENT_CONFIG.memory), rag: deepClone(DEFAULT_AGENT_CONFIG.rag), - prompts_id: config.prompts_id || undefined, }; const appliedDefaults: string[] = []; diff --git a/packages/agent/src/index.ts b/packages/agent/src/index.ts index b071de4d..b0bdc21c 100644 --- a/packages/agent/src/index.ts +++ b/packages/agent/src/index.ts @@ -13,7 +13,6 @@ export { BaseAgent } from './agents/core/baseAgent.js'; export { initializeModels, createAgentConfigRuntimeFromOutputWithId, - type AgentInitializationDatabase, } from './utils/agent-initialization.utils.js'; // Core agent utilities export { initializeToolsList } from './tools/tools.js'; diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 02f280d5..653f2c41 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -123,7 +123,6 @@ Only include if user specifies: - **memory**: Memory settings (ltm_enabled, size_limits, thresholds, timeouts, strategy) - **rag**: RAG configuration (enabled, top_k) - **graph**: Execution configuration (max_steps, model settings, etc.) -- **prompts_id**: Existing prompts UUID ### Important Constraints - ❌ Cannot use name "supervisor agent" diff --git a/packages/agent/src/shared/types/graph.types.ts b/packages/agent/src/shared/types/graph.types.ts index 37d19f4a..6ba8cf50 100644 --- a/packages/agent/src/shared/types/graph.types.ts +++ b/packages/agent/src/shared/types/graph.types.ts @@ -1,3 +1,4 @@ + export enum GraphErrorTypeEnum { TASK_ERROR = 'task_error', TOOL_ERROR = 'tool_error', diff --git a/packages/agent/src/utils/agent-initialization.utils.ts b/packages/agent/src/utils/agent-initialization.utils.ts index dc38266c..eb92595d 100644 --- a/packages/agent/src/utils/agent-initialization.utils.ts +++ b/packages/agent/src/utils/agent-initialization.utils.ts @@ -2,8 +2,19 @@ import { ChatAnthropic } from '@langchain/anthropic'; import { BaseChatModel } from '@langchain/core/language_models/chat_models'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; import { ChatOpenAI } from '@langchain/openai'; -import { ModelConfig, AgentConfig, AgentPromptsInitialized } from '@snakagent/core'; +import { + TASK_EXECUTOR_SYSTEM_PROMPT, + TASK_MANAGER_SYSTEM_PROMPT, + TASK_MEMORY_MANAGER_SYSTEM_PROMPT, + TASK_VERIFIER_SYSTEM_PROMPT, +} from '@prompts/index.js'; +import { + ModelConfig, + AgentConfig, + AgentPromptsInitialized, +} from '@snakagent/core'; import { logger } from '@snakagent/core'; +import { agents } from '@snakagent/database/queries'; /** * Initializes model instances based on the loaded configuration. @@ -15,7 +26,7 @@ export function initializeModels(model: ModelConfig): BaseChatModel | null { if (!model) { throw new Error('Model configuration is not defined'); } - if (!model.provider) { + if (!model.model_provider) { throw new Error('Model provider is not defined'); } let modelInstance: BaseChatModel | null = null; @@ -24,7 +35,7 @@ export function initializeModels(model: ModelConfig): BaseChatModel | null { verbose: false, temperature: model.temperature, }; - switch (model.provider.toLowerCase()) { + switch (model.model_provider.toLowerCase()) { case 'openai': modelInstance = new ChatOpenAI({ ...commonConfig, @@ -52,63 +63,61 @@ export function initializeModels(model: ModelConfig): BaseChatModel | null { return modelInstance; } catch (error) { logger.error( - `Failed to initialize model ${model.provider}: ${model.model_name}: ${error}` + `Failed to initialize model ${model.model_provider}: ${model.model_name}: ${error}` ); return null; } } -/** - * Interface for database operations required for agent initialization - * This interface should be implemented by the database layer - */ -export interface AgentInitializationDatabase { - getPromptsById(promptId: string): Promise | null>; - getModelFromUser(userId: string): Promise; -} - /** * Creates an AgentConfig.Runtime from an AgentConfig.OutputWithId * This function handles the full initialization of an agent's runtime configuration * including model initialization and prompts loading * * @param {AgentConfig.OutputWithId} agentConfigOutputWithId - The agent configuration with ID from database - * @param {AgentInitializationDatabase} database - Database interface for fetching prompts and model config * @returns {Promise} The runtime configuration or undefined if initialization fails */ export async function createAgentConfigRuntimeFromOutputWithId( - agentConfigOutputWithId: AgentConfig.OutputWithId, - database: AgentInitializationDatabase + agentConfigOutputWithId: AgentConfig.OutputWithId ): Promise { try { - // Get model configuration for the user - const model = await database.getModelFromUser(agentConfigOutputWithId.user_id); - if (!model) { + // Get model configuration from the agent's graph configuration + const dbModel = agentConfigOutputWithId.graph.model; + if (!dbModel) { throw new Error( - `Failed to get model configuration for user ${agentConfigOutputWithId.user_id}` + `Failed to get model configuration from agent ${agentConfigOutputWithId.id}` ); } + // Map database fields to TypeScript interface + // Database uses: model_provider, model_name, temperature, max_tokens + // TypeScript expects: provider, model_name, temperature, max_tokens + const model: ModelConfig = { + model_provider: dbModel.model_provider || dbModel.model_provider, + model_name: dbModel.model_name, + temperature: dbModel.temperature, + max_tokens: dbModel.max_tokens, + }; + + console.log('Model config:', dbModel); // Initialize model instance const modelInstance = initializeModels(model); if (!modelInstance) { throw new Error('Failed to initialize model for agent'); } - // Get prompts from database - const promptsFromDb = await database.getPromptsById( - agentConfigOutputWithId.prompts_id - ); - if (!promptsFromDb) { - throw new Error( - `Failed to load prompts for agent ${agentConfigOutputWithId.id}, prompts ID: ${agentConfigOutputWithId.prompts_id}` - ); - } + // Parse to proper format + const prompts: AgentPromptsInitialized = { + task_executor_prompt: TASK_EXECUTOR_SYSTEM_PROMPT, + task_manager_prompt: TASK_MANAGER_SYSTEM_PROMPT, + task_memory_manager_prompt: TASK_MEMORY_MANAGER_SYSTEM_PROMPT, + task_verifier_prompt: TASK_VERIFIER_SYSTEM_PROMPT, + }; // Construct runtime configuration const agentConfigRuntime: AgentConfig.Runtime = { ...agentConfigOutputWithId, - prompts: promptsFromDb, + prompts: prompts, graph: { ...agentConfigOutputWithId.graph, model: modelInstance, diff --git a/packages/core/src/common/agent.ts b/packages/core/src/common/agent.ts index 0cf4a993..a6f571e2 100644 --- a/packages/core/src/common/agent.ts +++ b/packages/core/src/common/agent.ts @@ -14,7 +14,7 @@ export interface StarknetTool

{ } export interface ModelConfig { - provider: string; + model_provider: string; model_name: string; description?: string; temperature: number; @@ -154,7 +154,6 @@ export namespace AgentConfig { * Input configuration for creating agents */ export interface Input extends Base { - prompts_id?: string; graph: GraphConfig; } @@ -171,7 +170,6 @@ export namespace AgentConfig { */ export interface OutputWithId extends Input { id: string; - prompts_id: string; user_id: string; } diff --git a/packages/core/src/common/constant/agents.constants.ts b/packages/core/src/common/constant/agents.constants.ts index 35360407..38d2e0db 100644 --- a/packages/core/src/common/constant/agents.constants.ts +++ b/packages/core/src/common/constant/agents.constants.ts @@ -24,7 +24,7 @@ export const agentSelectorConfig: AgentConfig.Input = { execution_timeout_ms: 30000, max_token_usage: 4000, model: { - provider: 'gemini-2.5-flash', + model_provider: 'gemini-2.5-flash', model_name: 'gemini', temperature: 0.7, max_tokens: 8192, @@ -86,7 +86,7 @@ export const supervisorAgentConfig: AgentConfig.Input = { execution_timeout_ms: 120000, max_token_usage: 16000, model: { - provider: 'gemini-2.5-flash', + model_provider: 'gemini-2.5-flash', model_name: 'gemini', temperature: 0.7, max_tokens: 8192, diff --git a/packages/core/src/common/constant/default-agent.constant.ts b/packages/core/src/common/constant/default-agent.constant.ts index 3b59a851..531f965e 100644 --- a/packages/core/src/common/constant/default-agent.constant.ts +++ b/packages/core/src/common/constant/default-agent.constant.ts @@ -1,7 +1,7 @@ import { AgentConfig, MemoryStrategy, ModelConfig } from '@common/agent.js'; export const DEFAULT_AGENT_MODEL: ModelConfig = { - provider: 'gemini', + model_provider: 'gemini', model_name: 'gemini-2.5-flash', temperature: 0.7, max_tokens: 4096, diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index 34b03b65..bc7e00fb 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -87,7 +87,7 @@ export class UpdateModelConfigDTO { message: 'Provider must contain only alphanumeric characters, hyphens, and underscores', }) - provider: string; + model_provider: string; @IsNotEmpty() @IsString() diff --git a/packages/core/src/common/server/dto/agents.ts b/packages/core/src/common/server/dto/agents.ts index db1a4b96..772fdeef 100644 --- a/packages/core/src/common/server/dto/agents.ts +++ b/packages/core/src/common/server/dto/agents.ts @@ -107,7 +107,7 @@ export class UpdateModelConfigDTO { message: 'Provider must contain only alphanumeric characters, hyphens, and underscores', }) - provider: string; + model_provider: string; @IsNotEmpty() @IsString() diff --git a/packages/core/src/services/agent-validation.service.ts b/packages/core/src/services/agent-validation.service.ts index 572df9dd..42dc25fc 100644 --- a/packages/core/src/services/agent-validation.service.ts +++ b/packages/core/src/services/agent-validation.service.ts @@ -1,5 +1,5 @@ import { getGuardValue } from './guards.service.js'; -import { AgentConfig } from '../common/agent.js'; +import { AgentConfig, ModelConfig } from '../common/agent.js'; import logger from '../logger/logger.js'; /** @@ -76,7 +76,7 @@ export class AgentValidationService { this.validateMCPServers(agent_config.mcp_servers); } - // Validate identifiers (chatId and prompts_id) + // Validate identifiers (chatId) this.validateIdentifiers(agent_config); logger.debug( @@ -265,7 +265,7 @@ export class AgentValidationService { * @param model - Model configuration to validate * @private */ - private validateModelConfig(model: any): void { + private validateModelConfig(model: ModelConfig): void { // Load guard values once for performance const providerMaxLength = getGuardValue( 'agents.graph.model.provider_max_length' @@ -283,13 +283,13 @@ export class AgentValidationService { const maxTokens = getGuardValue('agents.graph.model.max_tokens'); // Validate provider - if (model.provider) { - if (model.provider.length > providerMaxLength) { + if (model.model_provider) { + if (model.model_provider.length > providerMaxLength) { throw new Error( `Model provider too long. Maximum length: ${providerMaxLength}` ); } - if (model.provider.length < providerMinLength) { + if (model.model_provider.length < providerMinLength) { throw new Error( `Model provider too short. Minimum length: ${providerMinLength}` ); @@ -554,8 +554,8 @@ export class AgentValidationService { } /** - * Validate only the chatId and prompts_id fields - * @param agent_config - Agent configuration containing chatId and prompts_id + * Validate only the chatId field + * @param agent_config - Agent configuration containing chatId * @public */ public validateIdentifiers(agent_config: any): void { @@ -572,18 +572,6 @@ export class AgentValidationService { ); } } - - if ( - 'prompts_id' in agent_config && - agent_config.prompts_id && - typeof agent_config.prompts_id === 'string' - ) { - if (agent_config.prompts_id.length > promptsIdMaxLength) { - throw new Error( - `Agent prompts_id too long. Maximum length: ${promptsIdMaxLength}` - ); - } - } } /** @@ -787,8 +775,8 @@ export function validateMCPServers(mcpServers: Record): void { } /** - * Validate only the chatId and prompts_id fields - * @param agent_config - Agent configuration containing chatId and prompts_id + * Validate only the chatId field + * @param agent_config - Agent configuration containing chatId */ export function validateIdentifiers(agent_config: any): void { const validationService = new AgentValidationService(); diff --git a/packages/database/functions/add_agent_with_json.sql b/packages/database/functions/add_agent_with_json.sql index 032174a9..83dab18d 100644 --- a/packages/database/functions/add_agent_with_json.sql +++ b/packages/database/functions/add_agent_with_json.sql @@ -10,7 +10,6 @@ CREATE OR REPLACE FUNCTION add_agent_with_json( p_mode agent_mode, p_mcp_servers JSONB, p_plugins TEXT[], - p_prompts_id VARCHAR(255), p_graph_max_steps INTEGER, p_graph_max_iterations INTEGER, p_graph_max_retries INTEGER, @@ -49,7 +48,6 @@ BEGIN mode, mcp_servers, plugins, - prompts, graph, memory, rag @@ -60,7 +58,6 @@ BEGIN p_mode, p_mcp_servers, p_plugins, - ROW(p_prompts_id)::agent_prompts, ROW(p_graph_max_steps, p_graph_max_iterations, p_graph_max_retries, p_graph_execution_timeout_ms, p_graph_max_token_usage, ROW(p_model_provider, p_model_name, p_model_temperature, p_model_max_tokens)::model_config)::graph_config, ROW(p_memory_ltm_enabled, p_memory_summarization_threshold, @@ -80,7 +77,6 @@ BEGIN 'mode', mode, 'mcp_servers', mcp_servers, 'plugins', plugins, - 'prompts', row_to_json(prompts), 'graph', row_to_json(graph), 'memory', row_to_json(memory), 'rag', row_to_json(rag), diff --git a/packages/database/initdb/03-agents.sql b/packages/database/initdb/03-agents.sql index e7cbf249..81465019 100644 --- a/packages/database/initdb/03-agents.sql +++ b/packages/database/initdb/03-agents.sql @@ -99,10 +99,7 @@ CREATE TABLE agents ( -- MCP Servers configurations (using JSONB as per manual 8.14) - MANDATORY mcp_servers JSONB NOT NULL, - - -- Prompt configurations (composite type) - MANDATORY - prompts_id UUID NOT NULL, - + -- Graph execution settings (composite type) - MANDATORY graph graph_config NOT NULL, @@ -122,8 +119,7 @@ CREATE TABLE agents ( -- Constraints (WITHOUT the problematic UNIQUE constraints) CONSTRAINT agents_name_not_empty CHECK (length(trim((profile).name)) > 0), - CONSTRAINT agents_mcp_servers_not_null CHECK (mcp_servers IS NOT NULL), - CONSTRAINT fk_agents_prompts_id FOREIGN KEY (prompts_id) REFERENCES prompts(id) ON DELETE CASCADE + CONSTRAINT agents_mcp_servers_not_null CHECK (mcp_servers IS NOT NULL) ); @@ -135,7 +131,6 @@ CREATE INDEX idx_agents_user_id ON agents (user_id); CREATE INDEX idx_agents_name ON agents (((profile).name)); CREATE INDEX idx_agents_group ON agents (((profile)."group")); CREATE INDEX idx_agents_created_at ON agents (created_at); -CREATE INDEX idx_agents_prompts_id ON agents (prompts_id); -- GIN index for JSONB mcp_servers for efficient queries CREATE INDEX idx_agents_mcp_servers ON agents USING GIN (mcp_servers); @@ -197,13 +192,7 @@ BEGIN IF NEW.mcp_servers IS NULL THEN RAISE EXCEPTION 'Agent mcp_servers is required (can be empty object {})'; END IF; - - - -- Check prompts_id - IF NEW.prompts_id IS NULL THEN - RAISE EXCEPTION 'Agent prompts_id is required'; - END IF; - + -- Check graph configuration IF NEW.graph IS NULL THEN RAISE EXCEPTION 'Agent graph configuration is required'; @@ -315,7 +304,6 @@ BEGIN ELSE profile END, mcp_servers = COALESCE(p_config->'mcp_servers', mcp_servers), - prompts_id = COALESCE((p_config->>'prompts_id')::UUID, prompts_id), graph = CASE WHEN p_config->'graph' IS NOT NULL THEN ROW( @@ -325,7 +313,7 @@ BEGIN COALESCE((p_config->'graph'->>'execution_timeout_ms')::bigint, (graph).execution_timeout_ms), COALESCE((p_config->'graph'->>'max_token_usage')::integer, (graph).max_token_usage), ROW( - COALESCE(p_config->'graph'->'model'->>'provider', ((graph).model).model_provider), + COALESCE(p_config->'graph'->'model'->>'model_provider', ((graph).model).model_provider), COALESCE(p_config->'graph'->'model'->>'model_name', ((graph).model).model_name), COALESCE((p_config->'graph'->'model'->>'temperature')::numeric(3,2), ((graph).model).temperature), COALESCE((p_config->'graph'->'model'->>'max_tokens')::integer, ((graph).model).max_tokens) @@ -394,7 +382,6 @@ CREATE OR REPLACE FUNCTION replace_agent_complete( p_user_id UUID, p_profile agent_profile, p_mcp_servers JSONB, - p_prompts_id UUID, p_graph graph_config, p_memory memory_config, p_rag rag_config, @@ -423,7 +410,6 @@ BEGIN UPDATE agents SET profile = p_profile, mcp_servers = p_mcp_servers, - prompts_id = p_prompts_id, graph = p_graph, memory = p_memory, rag = p_rag, @@ -477,7 +463,6 @@ CREATE OR REPLACE FUNCTION insert_agent_from_json( user_id UUID, profile JSONB, mcp_servers JSONB, - prompts_id UUID, graph JSONB, memory JSONB, rag JSONB, @@ -487,22 +472,13 @@ CREATE OR REPLACE FUNCTION insert_agent_from_json( avatar_mime_type VARCHAR(50) ) AS $$ DECLARE - v_prompts_id UUID; v_inserted_id UUID; BEGIN - -- Extract prompts_id, use NULL if not present - v_prompts_id := (p_config->>'prompts_id')::UUID; - - -- If NULL, initialize default prompts - IF v_prompts_id IS NULL THEN - RAISE EXCEPTION 'prompts_id is required in the configuration JSON'; - END IF; INSERT INTO agents ( user_id, profile, mcp_servers, - prompts_id, graph, memory, rag, @@ -517,7 +493,6 @@ BEGIN ARRAY(SELECT jsonb_array_elements_text(p_config->'profile'->'contexts')) )::agent_profile, p_config->'mcp_servers', - v_prompts_id, ROW( (p_config->'graph'->>'max_steps')::integer, (p_config->'graph'->>'max_iterations')::integer, @@ -525,7 +500,7 @@ BEGIN (p_config->'graph'->>'execution_timeout_ms')::bigint, (p_config->'graph'->>'max_token_usage')::integer, ROW( - p_config->'graph'->'model'->>'provider', + COALESCE(p_config->'graph'->'model'->>'model_provider', p_config->'graph'->'model'->>'model_provider'), p_config->'graph'->'model'->>'model_name', (p_config->'graph'->'model'->>'temperature')::numeric(3,2), (p_config->'graph'->'model'->>'max_tokens')::integer @@ -568,12 +543,11 @@ BEGIN SELECT a.id, a.user_id, - to_jsonb(a.profile) as profile, + to_jsonb(a.profile) as profile, a.mcp_servers as mcp_servers, - a.prompts_id, - to_jsonb(a.graph) as graph, - to_jsonb(a.memory) as memory, - to_jsonb(a.rag) as rag, + to_jsonb(a.graph) as graph, + to_jsonb(a.memory) as memory, + to_jsonb(a.rag) as rag, a.created_at, a.updated_at, a.avatar_image, @@ -587,93 +561,8 @@ $$ LANGUAGE plpgsql; -- USAGE EXAMPLES -- ============================================================================ --- Example 1: Creating a new agent with COMPLETE configuration (ALL FIELDS REQUIRED) -/* -INSERT INTO agents ( - user_id, - name, - "group", - profile, - mcp_servers, - plugins, - prompts_id, - graph, - memory, - rag -) VALUES ( - '123e4567-e89b-12d3-a456-426614174000'::UUID, -- user_id (required) - 'Customer Service Bot', - 'support', - ROW( - 'Handles customer inquiries and support tickets', - ARRAY['Friendly and helpful', 'Patient with customers'], - ARRAY['Resolve customer issues', 'Provide accurate information'], - ARRAY['product-catalog', 'return-policy', 'shipping-info'], - NULL - )::agent_profile, - '{"slack": {"url": "https://slack.api", "token": "xxx"}}'::jsonb, - ARRAY['email-plugin', 'calendar-plugin'], - '550e8400-e29b-41d4-a716-446655440001'::UUID, - ROW( - 200, 30, 5, 600000, 150000, - ROW('gpt-4-turbo', 0.8, 8192, 0.9, 0.1, 0.1)::model_config - )::graph_config, - ROW( - true, 0.85, - ROW(15, 100, 100, 30)::memory_size_limits, - ROW(0.75, 0.65, 0.55, 0.85)::memory_thresholds, - ROW(10000, 5000)::memory_timeouts, - 'categorized'::memory_strategy - )::memory_config, - ROW(true, 10, 'text-embedding-3-large')::rag_config -); -*/ - --- Example 2: This will FAIL - missing required fields -/* -INSERT INTO agents (name) VALUES ('Test Bot'); --- ERROR: Agent profile is required -*/ - --- Example 3: Minimal valid agent with empty arrays/objects where allowed -/* -INSERT INTO agents ( - user_id, - name, - profile, - mcp_servers, - plugins, - prompts_id, - graph, - memory, - rag -) VALUES ( - '123e4567-e89b-12d3-a456-426614174000'::UUID, -- user_id (required) - 'Minimal Bot', - ROW( - 'A minimal agent configuration', - ARRAY[]::TEXT[], -- empty lore - ARRAY[]::TEXT[], -- empty objectives - ARRAY[]::TEXT[], -- empty knowledge - NULL - )::agent_profile, - '{}'::jsonb, -- empty mcp_servers - ARRAY[]::TEXT[], -- empty plugins - '550e8400-e29b-41d4-a716-446655440002'::UUID, - ROW( - 100, 15, 3, 300000, 100000, - ROW('gpt-4', 0.7, 4096, 0.95, 0.0, 0.0)::model_config - )::graph_config, - ROW( - false, 0.8, - ROW(10, 50, 50, 20)::memory_size_limits, - ROW(0.7, 0.6, 0.5, 0.8)::memory_thresholds, - ROW(5000, 3000)::memory_timeouts, - 'holistic'::memory_strategy - )::memory_config, - ROW(false, 5, 'text-embedding-ada-002')::rag_config -); -*/ +-- Use the insert_agent_from_json function to create new agents +-- See documentation for proper usage -- Example 4: Querying agents by memory strategy for a specific user /* diff --git a/packages/database/src/queries/agents/queries.ts b/packages/database/src/queries/agents/queries.ts index 76a1e803..0dfdb4bc 100644 --- a/packages/database/src/queries/agents/queries.ts +++ b/packages/database/src/queries/agents/queries.ts @@ -1,4 +1,4 @@ -import { supervisorAgentConfig } from '@snakagent/core'; +import { AgentConfig, supervisorAgentConfig } from '@snakagent/core'; import { Postgres } from '../../database.js'; export namespace agents { @@ -78,7 +78,6 @@ export namespace agents { id, row_to_json(profile) as profile, mcp_servers, - prompts_id, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, @@ -105,7 +104,6 @@ export namespace agents { id, row_to_json(profile) as profile, mcp_servers as "mcp_servers", - prompts_id, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, @@ -273,7 +271,7 @@ export namespace agents { */ export async function insertAgentFromJson( userId: string, - agentConfig: any + agentConfig: AgentConfig.Input ): Promise { const query = new Postgres.Query( 'SELECT * FROM insert_agent_from_json($1, $2)', @@ -295,7 +293,6 @@ export namespace agents { user_id, row_to_json(profile) as profile, mcp_servers as "mcp_servers", - prompts_id, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, @@ -321,7 +318,7 @@ export namespace agents { params: any[] ): Promise { const query = new Postgres.Query( - `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, prompts_id, + `SELECT id, user_id, row_to_json(profile) as profile, mcp_servers, row_to_json(graph) as graph, row_to_json(memory) as memory, row_to_json(rag) as rag, created_at, updated_at, avatar_image, avatar_mime_type FROM agents WHERE ${whereClause}`, @@ -363,7 +360,7 @@ export namespace agents { * Model configuration data */ export interface ModelConfig { - provider: string; + model_provider: string; model_name: string; temperature: number; max_tokens: number; @@ -402,14 +399,14 @@ export namespace agents { */ export async function createModelConfig( userId: string, - provider: string, + model_provider: string, modelName: string, temperature: number, maxTokens: number ): Promise { const query = new Postgres.Query( 'INSERT INTO models_config (user_id,model) VALUES ($1,ROW($2, $3, $4, $5)::model_config)', - [userId, provider, modelName, temperature, maxTokens] + [userId, model_provider, modelName, temperature, maxTokens] ); await Postgres.query(query); @@ -426,113 +423,17 @@ export namespace agents { */ export async function updateModelConfig( userId: string, - provider: string, + model_provider: string, modelName: string, temperature: number, maxTokens: number ): Promise { const query = new Postgres.Query( `UPDATE models_config SET model = ROW($1, $2, $3, $4)::model_config WHERE user_id = $5`, - [provider, modelName, temperature, maxTokens, userId] + [model_provider, modelName, temperature, maxTokens, userId] ); const result = await Postgres.query(query); return result; } - - /** - * Prompts data - */ - export interface PromptsData { - task_executor_prompt: string; - task_manager_prompt: string; - task_verifier_prompt: string; - task_memory_manager_prompt: string; - } - - /** - * Get prompts by ID - * @param promptId - Prompt ID (UUID) - * @returns Promise - */ - export async function getPromptsById( - promptId: string - ): Promise { - const query = new Postgres.Query( - `SELECT json_build_object( - 'task_executor_prompt', task_executor_prompt, - 'task_manager_prompt', task_manager_prompt, - 'task_verifier_prompt', task_verifier_prompt, - 'task_memory_manager_prompt', task_memory_manager_prompt - ) as prompts_json - FROM prompts - WHERE id = $1`, - [promptId] - ); - - const result = await Postgres.query<{ prompts_json: PromptsData }>(query); - return result.length > 0 ? result[0].prompts_json : null; - } - - /** - * Get existing prompts for a user - * @param userId - User ID - * @returns Promise<{id: string} | null> - */ - export async function getExistingPromptsForUser( - userId: string - ): Promise<{ id: string } | null> { - const query = new Postgres.Query( - `SELECT id FROM prompts WHERE user_id = $1 LIMIT 1`, - [userId] - ); - - const result = await Postgres.query<{ id: string }>(query); - return result.length > 0 ? result[0] : null; - } - - /** - * Create default prompts for a user - * @param userId - User ID - * @param taskExecutorPrompt - Task executor system prompt - * @param taskManagerPrompt - Task manager system prompt - * @param taskVerifierPrompt - Task verifier system prompt - * @param taskMemoryManagerPrompt - Task memory manager system prompt - * @param isPublic - Whether prompts are public - * @returns Promise - The created prompt ID - */ - export async function createDefaultPrompts( - userId: string, - taskExecutorPrompt: string, - taskManagerPrompt: string, - taskVerifierPrompt: string, - taskMemoryManagerPrompt: string, - isPublic: boolean = false - ): Promise { - const query = new Postgres.Query( - `INSERT INTO prompts ( - user_id, - task_executor_prompt, - task_manager_prompt, - task_verifier_prompt, - task_memory_manager_prompt, - public - ) VALUES ($1, $2, $3, $4, $5, $6) - RETURNING id`, - [ - userId, - taskExecutorPrompt, - taskManagerPrompt, - taskVerifierPrompt, - taskMemoryManagerPrompt, - isPublic, - ] - ); - - const result = await Postgres.query<{ id: string }>(query); - if (result.length === 0) { - throw new Error('Failed to create default prompts - no ID returned'); - } - return result[0].id; - } } diff --git a/packages/server/src/agents.storage.ts b/packages/server/src/agents.storage.ts index 42153596..9556ba59 100644 --- a/packages/server/src/agents.storage.ts +++ b/packages/server/src/agents.storage.ts @@ -8,7 +8,6 @@ import { AgentConfig, ModelConfig, StarknetConfig, - AgentPromptsInitialized, DEFAULT_AGENT_MODEL, AgentValidationService, DatabaseConfigService, @@ -27,7 +26,6 @@ import { SupervisorAgent, initializeModels, createAgentConfigRuntimeFromOutputWithId, - AgentInitializationDatabase, } from '@snakagent/agents'; const logger = new Logger('AgentStorage'); @@ -38,7 +36,7 @@ const logger = new Logger('AgentStorage'); * Service responsible for managing agent storage, configuration, and lifecycle */ @Injectable() -export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { +export class AgentStorage implements OnModuleInit { private agentSelector: AgentSelector; private initialized: boolean = false; private initializationPromise: Promise | null = null; @@ -196,7 +194,7 @@ export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { if (!result) { await agents.createModelConfig( userId, - DEFAULT_AGENT_MODEL.provider, + DEFAULT_AGENT_MODEL.model_provider, DEFAULT_AGENT_MODEL.model_name, DEFAULT_AGENT_MODEL.temperature, DEFAULT_AGENT_MODEL.max_tokens @@ -258,15 +256,13 @@ export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { } } - const prompt_id = - agentConfig.prompts_id ?? (await this.initializeDefaultPrompts(userId)); - - agentConfig.prompts_id = prompt_id; agentConfig.profile.name = finalName; await this.agentValidationService.validateAgent( { ...agentConfig, user_id: userId }, true ); + + console.log(agentConfig) const newAgentDbRecord = await agents.insertAgentFromJson( userId, agentConfig @@ -392,7 +388,7 @@ export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { // const model = await this.getModelFromUser(userId); // Need to be used when user_id table will be created const model: ModelConfig = { - provider: process.env.DEFAULT_MODEL_PROVIDER as string, + model_provider: process.env.DEFAULT_MODEL_PROVIDER as string, model_name: process.env.DEFAULT_MODEL_NAME as string, temperature: parseFloat(process.env.DEFAULT_TEMPERATURE ?? '0.7'), max_tokens: parseInt(process.env.DEFAULT_MAX_TOKENS ?? '4096'), @@ -526,7 +522,7 @@ export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { accountPublicKey: this.config.starknet.publicKey, }; const AgentConfigRuntime = - await createAgentConfigRuntimeFromOutputWithId(agentConfig, this); + await createAgentConfigRuntimeFromOutputWithId(agentConfig); if (!AgentConfigRuntime) { throw new Error( `Failed to create runtime config for agent ${agentConfig.id}` @@ -546,75 +542,6 @@ export class AgentStorage implements OnModuleInit, AgentInitializationDatabase { throw error; } } - - /** - * Get prompts from database by prompt ID - * Implementation of AgentInitializationDatabase interface - * @param promptId - UUID of the prompt configuration - * @returns Promise - Parsed prompts or null if not found - */ - public async getPromptsById( - promptId: string - ): Promise | null> { - try { - const promptData = await agents.getPromptsById(promptId); - - if (!promptData) { - logger.warn(`No prompts found for ID: ${promptId}`); - return null; - } - - // Validate that we have valid prompt data - if (typeof promptData !== 'object') { - logger.warn(`Invalid prompt data structure for ID: ${promptId}`); - return null; - } - - // Parse to proper format and return as SystemMessage objects - return { - task_executor_prompt: promptData.task_executor_prompt, - task_manager_prompt: promptData.task_manager_prompt, - task_memory_manager_prompt: promptData.task_memory_manager_prompt, - task_verifier_prompt: promptData.task_verifier_prompt, - }; - } catch (error) { - logger.error(`Failed to fetch prompts from database: ${error.message}`); - return null; - } - } - - private async initializeDefaultPrompts(userId: string): Promise { - try { - // First, check if prompts already exist for this user - const existing = await agents.getExistingPromptsForUser(userId); - - if (existing) { - logger.debug( - `Default prompts already exist for user ${userId}, returning existing ID` - ); - return existing.id; - } - - // Insert new default prompts for the user - const promptId = await agents.createDefaultPrompts( - userId, - TASK_EXECUTOR_SYSTEM_PROMPT, - TASK_MANAGER_SYSTEM_PROMPT, - TASK_VERIFIER_SYSTEM_PROMPT, - TASK_MEMORY_MANAGER_SYSTEM_PROMPT, - false - ); - - logger.debug( - `Default prompts created successfully for user ${userId} with ID: ${promptId}` - ); - return promptId; - } catch (error) { - logger.error('Failed to initialize default prompts:', error); - throw error; - } - } - /** * Validate agent configuration * @param agentConfig - Agent configuration to validate diff --git a/packages/server/src/services/agent.service.ts b/packages/server/src/services/agent.service.ts index c5fe467a..d56ee0f5 100644 --- a/packages/server/src/services/agent.service.ts +++ b/packages/server/src/services/agent.service.ts @@ -254,7 +254,7 @@ export class AgentService implements IAgentService { try { const res = await agents.updateModelConfig( userId, - model.provider, + model.model_provider, model.modelName, model.temperature || 0.7, model.maxTokens || 4096 diff --git a/packages/server/src/utils/agents.utils.ts b/packages/server/src/utils/agents.utils.ts new file mode 100644 index 00000000..ee1850de --- /dev/null +++ b/packages/server/src/utils/agents.utils.ts @@ -0,0 +1,58 @@ +import { ChatAnthropic } from '@langchain/anthropic'; +import { BaseChatModel } from '@langchain/core/language_models/chat_models'; +import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; +import { ChatOpenAI } from '@langchain/openai'; +import { ModelConfig } from '@snakagent/core'; +import { logger } from 'starknet'; + +/** + * Initializes model instances based on the loaded configuration. + * @returns {BaseChatModel | null} Model instance or null if initialization fails. + */ +export function initializeModels(model: ModelConfig): BaseChatModel | null { + try { + if (!model) { + throw new Error('Model configuration is not defined'); + } + if (!model.model_provider) { + throw new Error('Model provider is not defined'); + } + let modelInstance: BaseChatModel | null = null; + const commonConfig = { + modelName: model.model_name, + verbose: false, + temperature: model.temperature, + }; + switch (model.model_provider.toLowerCase()) { + case 'openai': + modelInstance = new ChatOpenAI({ + ...commonConfig, + openAIApiKey: process.env.OPENAI_API_KEY, + }); + break; + case 'anthropic': + modelInstance = new ChatAnthropic({ + ...commonConfig, + anthropicApiKey: process.env.ANTHROPIC_API_KEY, + }); + break; + case 'gemini': + modelInstance = new ChatGoogleGenerativeAI({ + model: model.model_name, // Updated to valid Gemini model name + verbose: false, + temperature: model.temperature, + apiKey: process.env.GEMINI_API_KEY, + }); + break; + // Add case for 'deepseek' if a Langchain integration exists or becomes available + default: + throw new Error('No valid model provided'); + } + return modelInstance; + } catch (error) { + logger.error( + `Failed to initialize model ${model.model_provider}: ${model.model_name}: ${error}` + ); + return null; + } +} From edaa271c4df5fb50b455aeb39d1675381e97d7b9 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 20:46:58 +0100 Subject: [PATCH 05/44] working version just there is no all the examples during the run and need to be clean + add UX of the test --- package.json | 4 +- .../agent/src/agents/core/supervisorAgent.ts | 1 - .../agent/src/agents/langsmith/datasets.ts | 18 ++++ .../src/agents/langsmith/run-datasets.ts | 46 ++++----- .../src/common/constant/agents.constants.ts | 10 +- .../common/constant/default-agent.constant.ts | 2 +- pnpm-lock.yaml | 96 +++++++++++++++++++ pnpm-workspace.yaml | 1 - 8 files changed, 143 insertions(+), 35 deletions(-) diff --git a/package.json b/package.json index d42571bf..648097d7 100755 --- a/package.json +++ b/package.json @@ -50,7 +50,7 @@ "node:server": "node ./mcps/snak/dist/index.js", "start:prod": "lerna run start --scope \"@snakagent/server\"; ECODE=$? ; exit $ECODE", "test_metrics": "jest packages/metrics/src/__tests__/metrics.test.ts", - "datasets": "tsx --env-file=.env packages/agent/src/agents/langsmith/run-datasets.ts", + "datasets": "tsx --tsconfig=packages/agent/tsconfig.json --env-file=.env packages/agent/src/agents/langsmith/run-datasets.ts", "format": "prettier --write \"packages/**/*.{ts,tsx,js,jsx,json,md}\"" }, "dependencies": { @@ -101,6 +101,7 @@ "@types/yargs": "^17.0.33", "@typescript-eslint/eslint-plugin": "^8.46.0", "@typescript-eslint/parser": "^8.46.0", + "concurrently": "^9.2.1", "eslint": "^9.37.0", "eslint-config-prettier": "^9.1.2", "eslint-plugin-prettier": "^5.5.4", @@ -119,6 +120,7 @@ "turbo": "^2.5.8", "typescript": "^5.9.3", "typescript-eslint": "^8.46.0", + "wait-on": "^9.0.1", "zod-to-json-schema": "^3.24.6" }, "engines": { diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 60e4bbe9..76e86f99 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -36,7 +36,6 @@ export class SupervisorAgent extends BaseAgent { if (!this.agentConfig) { throw new Error('Agent configuration is required for initialization'); } - this.pgCheckpointer = await CheckpointerService.getInstance(); if (!this.pgCheckpointer) { throw new Error('Failed to initialize Postgres checkpointer'); diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 34dd0fff..8140bc4b 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -1,3 +1,21 @@ +import { + DatabaseConfigService, + GuardsService, + initializeGuards, +} from '@snakagent/core'; +import { LanggraphDatabase, Postgres } from '@snakagent/database'; + +const guardsConfigPath = path.resolve( + process.cwd(), + process.env.GUARDS_CONFIG_PATH || 'config/guards/default.guards.json' +); + +initializeGuards(guardsConfigPath); +DatabaseConfigService.getInstance().initialize(); +const databaseConfig = DatabaseConfigService.getInstance().getCredentials(); + +await Postgres.connect(databaseConfig); +await LanggraphDatabase.getInstance().connect(databaseConfig); import { evaluate } from 'langsmith/evaluation'; import { Client } from 'langsmith'; import * as fs from 'fs'; diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 61aa0446..913a7022 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -9,31 +9,10 @@ import { EvaluationResult } from 'langsmith/evaluation'; import * as path from 'path'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; import { SUPERVISOR_SYSTEM_PROMPT } from '../../shared/prompts/agents/supervisor/supervisor.prompt.js'; -import { SupervisorAgent } from '@agents/core/supervisorAgent.js'; -import { createAgentConfigRuntimeFromOutputWithId } from 'utils/agent-initialization.utils.js'; -import { AgentConfig, supervisorAgentConfig } from '@snakagent/core'; +import { SupervisorAgent } from '../core/supervisorAgent.js'; +import { createAgentConfigRuntimeFromOutputWithId } from '../../utils/agent-initialization.utils.js'; +import { DatabaseConfigService, supervisorAgentConfig } from '@snakagent/core'; -const prompt = ChatPromptTemplate.fromMessages([ - ['system', SUPERVISOR_SYSTEM_PROMPT], - new MessagesPlaceholder('messages'), -]); - -const chatModel = new ChatGoogleGenerativeAI({ - model: 'gemini-2.5-flash', // Updated to valid Gemini model name - verbose: false, - temperature: 0.7, - apiKey: process.env.GEMINI_API_KEY, -}); -const outputParser = new StringOutputParser(); -const chain = prompt.pipe(chatModel).pipe(outputParser); - -const supervisorConfigRunTime = await createAgentConfigRuntimeFromOutputWithId({...supervisorAgentConfig, id: 'd5796090-5202-45d6-b0a3-554fc3db0185', user_id : 'd5796090-5202-45d6-b0a3-554fc3db0185'}) -if (!supervisorConfigRunTime) { - throw new Error( - `Failed to create runtime config for supervisor agent` - ); -} -const supervisorAgent = new SupervisorAgent(supervisorConfigRunTime) /** * Parse command line arguments */ @@ -69,14 +48,29 @@ async function main() { const datasetName = args.name; console.log(`\n🚀 Running evaluation for dataset: ${datasetName}\n`); - // Define the datasets directory path const datasetsPath = path.join(process.cwd(), 'datasets'); try { + const supervisorConfigRunTime = + await createAgentConfigRuntimeFromOutputWithId({ + ...supervisorAgentConfig, + id: 'd5796090-5202-45d6-b0a3-554fc3db0185', + user_id: 'd5796090-5202-45d6-b0a3-554fc3db0185', + }); + if (!supervisorConfigRunTime) { + throw new Error(`Failed to create runtime config for supervisor agent`); + } + const supervisorAgent = new SupervisorAgent(supervisorConfigRunTime); + if (!supervisorAgent) { + throw new Error(`Failed to create supervisor agent`); + } + await supervisorAgent.init(); + const supervisorNode = + supervisorAgent.getCompiledStateGraph()?.nodes['supervisor']; // Run evaluation // If dataset doesn't exist, it will try to create it from CSV - const results = await Dataset.runEvaluation(datasetName, chain, { + const results = await Dataset.runEvaluation(datasetName, supervisorNode, { // These are only needed if the dataset doesn't exist and needs to be created from CSV inputKeys: ['messages'], outputKeys: ['output'], diff --git a/packages/core/src/common/constant/agents.constants.ts b/packages/core/src/common/constant/agents.constants.ts index 38d2e0db..812219bc 100644 --- a/packages/core/src/common/constant/agents.constants.ts +++ b/packages/core/src/common/constant/agents.constants.ts @@ -1,4 +1,4 @@ -import { AgentConfig, MemoryStrategy } from '@common/agent.js'; +import { AgentConfig, MemoryStrategy } from '../../common/agent.js'; /** * Agent Selector Configuration @@ -24,8 +24,8 @@ export const agentSelectorConfig: AgentConfig.Input = { execution_timeout_ms: 30000, max_token_usage: 4000, model: { - model_provider: 'gemini-2.5-flash', - model_name: 'gemini', + model_provider: 'gemini', + model_name: 'gemini-2.5-flash', temperature: 0.7, max_tokens: 8192, }, @@ -86,8 +86,8 @@ export const supervisorAgentConfig: AgentConfig.Input = { execution_timeout_ms: 120000, max_token_usage: 16000, model: { - model_provider: 'gemini-2.5-flash', - model_name: 'gemini', + model_provider: 'gemini', + model_name: 'gemini-2.5-flash', temperature: 0.7, max_tokens: 8192, }, diff --git a/packages/core/src/common/constant/default-agent.constant.ts b/packages/core/src/common/constant/default-agent.constant.ts index 531f965e..86e8a1b6 100644 --- a/packages/core/src/common/constant/default-agent.constant.ts +++ b/packages/core/src/common/constant/default-agent.constant.ts @@ -1,4 +1,4 @@ -import { AgentConfig, MemoryStrategy, ModelConfig } from '@common/agent.js'; +import { AgentConfig, MemoryStrategy, ModelConfig } from '../../common/agent.js'; export const DEFAULT_AGENT_MODEL: ModelConfig = { model_provider: 'gemini', diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 243052b1..69b8dbeb 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -153,6 +153,9 @@ importers: '@typescript-eslint/parser': specifier: ^8.46.0 version: 8.46.0(eslint@9.37.0)(typescript@5.9.3) + concurrently: + specifier: ^9.2.1 + version: 9.2.1 eslint: specifier: ^9.37.0 version: 9.37.0 @@ -207,6 +210,9 @@ importers: typescript-eslint: specifier: ^8.46.0 version: 8.46.0(eslint@9.37.0)(typescript@5.9.3) + wait-on: + specifier: ^9.0.1 + version: 9.0.1 zod-to-json-schema: specifier: ^3.24.6 version: 3.24.6(zod@3.25.76) @@ -1169,12 +1175,32 @@ packages: engines: {node: '>=6'} hasBin: true + '@hapi/address@5.1.1': + resolution: {integrity: sha512-A+po2d/dVoY7cYajycYI43ZbYMXukuopIsqCjh5QzsBCipDtdofHntljDlpccMjIfTy6UOkg+5KPriwYch2bXA==} + engines: {node: '>=14.0.0'} + + '@hapi/formula@3.0.2': + resolution: {integrity: 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'@hapi/hoek@11.0.7': {} + '@hapi/hoek@9.3.0': {} + '@hapi/pinpoint@2.0.1': {} + + '@hapi/tlds@1.1.3': {} + '@hapi/topo@5.1.0': dependencies: '@hapi/hoek': 9.3.0 + '@hapi/topo@6.0.2': + dependencies: + '@hapi/hoek': 11.0.7 + '@huggingface/jinja@0.5.1': {} '@huggingface/transformers@3.7.2': @@ -10196,6 +10259,8 @@ snapshots: '@socket.io/component-emitter@3.1.2': {} + '@standard-schema/spec@1.0.0': {} + '@starknet-io/types-js@0.7.10': {} '@tokenizer/inflate@0.2.7': @@ -11297,6 +11362,15 @@ snapshots: readable-stream: 3.6.2 typedarray: 0.0.6 + concurrently@9.2.1: + dependencies: + chalk: 4.1.2 + rxjs: 7.8.2 + shell-quote: 1.8.3 + supports-color: 8.1.1 + tree-kill: 1.2.2 + yargs: 17.7.2 + confbox@0.1.8: {} connect-pause@0.1.1: {} @@ -13280,6 +13354,16 @@ snapshots: '@sideway/formula': 3.0.1 '@sideway/pinpoint': 2.0.0 + joi@18.0.1: + dependencies: + '@hapi/address': 5.1.1 + '@hapi/formula': 3.0.2 + '@hapi/hoek': 11.0.7 + '@hapi/pinpoint': 2.0.1 + '@hapi/tlds': 1.1.3 + '@hapi/topo': 6.0.2 + '@standard-schema/spec': 1.0.0 + joycon@3.1.1: {} js-tiktoken@1.0.21: @@ -15285,6 +15369,8 @@ snapshots: shebang-regex@3.0.0: {} + shell-quote@1.8.3: {} + side-channel-list@1.0.0: dependencies: es-errors: 1.3.0 @@ -16108,6 +16194,16 @@ snapshots: xml-name-validator: 5.0.0 optional: true + wait-on@9.0.1: + dependencies: + axios: 1.12.2(debug@4.4.3) + joi: 18.0.1 + lodash: 4.17.21 + minimist: 1.2.8 + rxjs: 7.8.2 + transitivePeerDependencies: + - debug + walk-up-path@3.0.1: {} walker@1.0.8: diff --git a/pnpm-workspace.yaml b/pnpm-workspace.yaml index 4e699c37..22f37791 100644 --- a/pnpm-workspace.yaml +++ b/pnpm-workspace.yaml @@ -1,4 +1,3 @@ packages: - 'packages/*' - - 'plugins/*' - 'mcps/*' From ae9066885a3940c04228bbc20ebec884039ebe08 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 23:09:55 +0100 Subject: [PATCH 06/44] version working --- datasets/README.md | 49 ++++++-- packages/agent/src/agents/langsmith/README.md | 113 +++++++++++++----- .../src/agents/langsmith/datasets.test.ts | 22 ++++ .../agent/src/agents/langsmith/datasets.ts | 16 ++- .../src/agents/langsmith/run-datasets.ts | 112 ++++++++++++----- 5 files changed, 241 insertions(+), 71 deletions(-) create mode 100644 packages/agent/src/agents/langsmith/datasets.test.ts diff --git a/datasets/README.md b/datasets/README.md index a0523b0a..fe0b199a 100644 --- a/datasets/README.md +++ b/datasets/README.md @@ -6,12 +6,16 @@ This directory contains CSV files used to create and populate LangSmith datasets All CSV files in this directory should follow the naming pattern: ``` -.dataset.csv +..dataset.csv ``` For example: -- `my-test.dataset.csv` → Creates a dataset named `my-test` -- `production-eval.dataset.csv` → Creates a dataset named `production-eval` +- `supervisor.supervisor.dataset.csv` → Dataset for supervisor node in supervisor graph +- `supervisor.agentConfigurationHelper.dataset.csv` → Dataset for agentConfigurationHelper node +- `supervisor.mcpConfigurationHelper.dataset.csv` → Dataset for mcpConfigurationHelper node +- `supervisor.snakRagAgentHelper.dataset.csv` → Dataset for snakRagAgentHelper node + +You can also use custom CSV file names by specifying the `--csv_path` parameter. ## CSV Format @@ -37,24 +41,45 @@ In this example: To run an evaluation using a dataset from this directory: ```bash -pnpm datasets --name= +pnpm datasets --graph= --node= [--csv_path=] ``` -For example, to use `example-dataset.dataset.csv`: +**Required Parameters:** +- `--graph`: The graph name (currently only `supervisor` is supported) +- `--node`: The node name (`mcpConfigurationHelper`, `snakRagAgentHelper`, `agentConfigurationHelper`, or `supervisor`) + +**Optional Parameters:** +- `--csv_path`: Custom CSV file path (defaults to `..dataset.csv`) + +### Examples + ```bash -pnpm datasets --name=example-dataset +# Use default CSV file naming +pnpm datasets --graph=supervisor --node=supervisor +# Looks for: supervisor.supervisor.dataset.csv + +# Evaluate a helper node +pnpm datasets --graph=supervisor --node=agentConfigurationHelper +# Looks for: supervisor.agentConfigurationHelper.dataset.csv + +# Use custom CSV file +pnpm datasets --graph=supervisor --node=supervisor --csv_path=my-custom-test.csv +# Uses: my-custom-test.csv ``` ## What Happens -1. The system searches for `.dataset.csv` in this directory -2. If the dataset doesn't exist in LangSmith, it creates it from the CSV -3. The evaluation runs on the dataset -4. Results are displayed with a link to view them in LangSmith +1. The system validates the graph and node names +2. It retrieves the specified node from the compiled state graph +3. The system searches for the CSV file (either default naming or custom path) +4. If the dataset doesn't exist in LangSmith, it creates it from the CSV +5. The evaluation runs on the specified node +6. Results are displayed with a link to view them in LangSmith ## Tips - Keep your CSV files well-organized in this directory -- Use descriptive names for your datasets -- The example file (`example-dataset.dataset.csv`) is included as a reference +- Use the naming convention `..dataset.csv` for default behavior +- Valid nodes are: `mcpConfigurationHelper`, `snakRagAgentHelper`, `agentConfigurationHelper`, `supervisor` +- You can use custom file names with the `--csv_path` parameter - You can customize input/output keys in `run-datasets.ts` diff --git a/packages/agent/src/agents/langsmith/README.md b/packages/agent/src/agents/langsmith/README.md index 75d6bfc0..ae8ea4fb 100644 --- a/packages/agent/src/agents/langsmith/README.md +++ b/packages/agent/src/agents/langsmith/README.md @@ -11,30 +11,50 @@ This directory contains tools for managing and evaluating datasets with LangSmit ### Running Evaluations -To run an evaluation on a dataset, use: +To run an evaluation on a specific node in a graph: ```bash -pnpm datasets --name= +pnpm datasets --graph= --node= [--csv_path=] ``` -Or alternatively: +**Required Parameters:** +- `--graph`: The graph name (currently only `supervisor` is supported) +- `--node`: The node name to evaluate. Valid nodes are: + - `mcpConfigurationHelper` + - `snakRagAgentHelper` + - `agentConfigurationHelper` + - `supervisor` -```bash -pnpm datasets name= -``` +**Optional Parameters:** +- `--csv_path`: Custom path to CSV file (defaults to `..dataset.csv`) -**Example:** +**Examples:** ```bash -pnpm datasets --name=my-dataset +# Evaluate the supervisor node with default CSV +pnpm datasets --graph=supervisor --node=supervisor +# Uses: supervisor.supervisor.dataset.csv + +# Evaluate a helper node with default CSV +pnpm datasets --graph=supervisor --node=agentConfigurationHelper +# Uses: supervisor.agentConfigurationHelper.dataset.csv + +# Evaluate with custom CSV file +pnpm datasets --graph=supervisor --node=supervisor --csv_path=custom-test.csv +# Uses: custom-test.csv ``` ### How It Works -1. **The command will first try to find an existing dataset** in LangSmith with the provided name -2. **If the dataset doesn't exist**, it will attempt to create it from a CSV file -3. **The CSV file must be named:** `.dataset.csv` (e.g., `my-dataset.dataset.csv`) -4. **The CSV file must be located in the `datasets/` directory** at the project root -5. If the CSV file doesn't exist, the command will fail with a helpful error message +1. **Validates the graph name** - Only `supervisor` graph is currently supported +2. **Validates the node name** - Checks if the node exists in the list of valid nodes +3. **Retrieves the node** from the compiled state graph +4. **Determines the CSV file**: + - If `--csv_path` is provided, uses that file + - Otherwise, looks for `..dataset.csv` (e.g., `supervisor.supervisor.dataset.csv`) +5. **The command will first try to find an existing dataset** in LangSmith +6. **If the dataset doesn't exist**, it will attempt to create it from the CSV file +7. **The CSV file must be located in the `datasets/` directory** at the project root +8. If the CSV file doesn't exist, the command will fail with a helpful error message ### CSV File Format @@ -44,7 +64,7 @@ By default, the runner expects: - **Input columns:** `messages` - **Output columns:** `output` -**Example CSV (`my-dataset.dataset.csv`):** +**Example CSV (`supervisor.supervisor.dataset.csv`):** ```csv messages,output @@ -159,15 +179,25 @@ OPENAI_API_KEY=your_openai_key_here ## Examples -### Example 1: Run evaluation with existing dataset +### Example 1: Evaluate the supervisor node + +```bash +pnpm datasets --graph=supervisor --node=supervisor +``` + +This will look for `supervisor.supervisor.dataset.csv` in the datasets directory. + +### Example 2: Evaluate a helper node ```bash -pnpm datasets --name=production-dataset +pnpm datasets --graph=supervisor --node=agentConfigurationHelper ``` -### Example 2: Create and run evaluation from CSV +This will look for `supervisor.agentConfigurationHelper.dataset.csv`. + +### Example 3: Evaluate with custom CSV -1. Create a CSV file named `toxicity-test.dataset.csv` in the `datasets/` directory: +1. Create a CSV file named `custom-test.csv` in the `datasets/` directory: ```csv messages,output "Hello, how are you?","Not toxic" @@ -176,30 +206,57 @@ messages,output 2. Run the evaluation: ```bash -pnpm datasets --name=toxicity-test +pnpm datasets --graph=supervisor --node=supervisor --csv_path=custom-test.csv ``` The system will: -- Check if `toxicity-test` exists in LangSmith -- If not, create it from `datasets/toxicity-test.dataset.csv` -- Run the evaluation with your chain and evaluators +- Validate the graph and node names +- Retrieve the node from the compiled state graph +- Check if the dataset exists in LangSmith +- If not, create it from the specified CSV file +- Run the evaluation on the node - Display the results ## Troubleshooting -### Error: Dataset name is required +### Error: --graph parameter is required -You forgot to provide the `--name` argument. Use: +You forgot to provide the `--graph` argument. Use: ```bash -pnpm datasets --name=your-dataset +pnpm datasets --graph=supervisor --node= ``` +### Error: --node parameter is required + +You forgot to provide the `--node` argument. Use: +```bash +pnpm datasets --graph=supervisor --node=supervisor +``` + +### Error: Graph not found + +Currently, only the `supervisor` graph is supported. Make sure you use: +```bash +pnpm datasets --graph=supervisor --node= +``` + +### Error: Node is not valid + +The node name must be one of: +- `mcpConfigurationHelper` +- `snakRagAgentHelper` +- `agentConfigurationHelper` +- `supervisor` + ### Error: CSV file not found The CSV file with the expected name doesn't exist. Make sure you have: -- A file named `.dataset.csv` +- A file named `..dataset.csv` (e.g., `supervisor.supervisor.dataset.csv`) +- Or specify a custom path with `--csv_path` - Located in the `datasets/` directory at the project root -### Error: Dataset does not exist and inputKeys/outputKeys are required +### Error: Node not found in the graph -The dataset doesn't exist in LangSmith, and the system needs to create it from CSV. Make sure the CSV file exists and has the correct format. +The specified node doesn't exist in the compiled state graph. This could indicate: +- The supervisor agent wasn't initialized correctly +- The node name is valid but not present in the current graph configuration diff --git a/packages/agent/src/agents/langsmith/datasets.test.ts b/packages/agent/src/agents/langsmith/datasets.test.ts new file mode 100644 index 00000000..d1821cec --- /dev/null +++ b/packages/agent/src/agents/langsmith/datasets.test.ts @@ -0,0 +1,22 @@ +import * as ls from "langsmith/vitest"; +import { Client } from "langsmith"; + +const client = new Client(); +const examples = await client.listExamples({ datasetName: "my-dataset" }); + +ls.describe("Correctness with dataset", () => { + for (const example of examples) { + ls.test(example.id, { + inputs: example.inputs, + referenceOutputs: example.outputs + }, async ({ inputs, referenceOutputs }) => { + const outputs = await myLLMApp(inputs); + ls.logOutputs({ answer: outputs }); + await correctnessEvaluator({ + inputs, + outputs, + referenceOutputs, + }); + }); + } +}); diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 8140bc4b..762dfc5e 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -24,6 +24,7 @@ import { File } from 'buffer'; import * as ls from 'langsmith/vitest'; // import * as ls from "langsmith/jest"; import { createLLMAsJudge, CORRECTNESS_PROMPT } from 'openevals'; +import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; /** * Static Dataset class for managing LangSmith datasets with CSV integration @@ -108,9 +109,22 @@ export class Dataset { } static async getEvaluator(): Promise { + console.log(process.env.GEMINI_API_KEY); + if (!process.env.GEMINI_API_KEY) { + throw new Error('GEMINI_API_KEY environment variable is not set'); + } + const model = new ChatGoogleGenerativeAI({ + model: 'gemini-2.5-flash', + temperature: 0.7, + apiKey: process.env.GEMINI_API_KEY, + verbose: false, + }); + const correctnessEvaluator = createLLMAsJudge({ prompt: CORRECTNESS_PROMPT, - feedbackKey: ' ', + judge: model, + useReasoning: true, + continuous: true, model: 'gemini-2.5-flash', }); return correctnessEvaluator; diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 913a7022..1d827ce7 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -1,30 +1,23 @@ import { Dataset } from './datasets.js'; -import { ChatOpenAI } from '@langchain/openai'; -import { - ChatPromptTemplate, - MessagesPlaceholder, -} from '@langchain/core/prompts'; -import { StringOutputParser } from '@langchain/core/output_parsers'; -import { EvaluationResult } from 'langsmith/evaluation'; import * as path from 'path'; -import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; -import { SUPERVISOR_SYSTEM_PROMPT } from '../../shared/prompts/agents/supervisor/supervisor.prompt.js'; import { SupervisorAgent } from '../core/supervisorAgent.js'; import { createAgentConfigRuntimeFromOutputWithId } from '../../utils/agent-initialization.utils.js'; -import { DatabaseConfigService, supervisorAgentConfig } from '@snakagent/core'; +import { supervisorAgentConfig } from '@snakagent/core'; /** * Parse command line arguments */ -function parseArgs(): { name?: string } { +function parseArgs(): { graph?: string; node?: string; csv_path?: string } { const args = process.argv.slice(2); - const result: { name?: string } = {}; + const result: { graph?: string; node?: string; csv_path?: string } = {}; for (const arg of args) { - if (arg.startsWith('--name=')) { - result.name = arg.split('=')[1]; - } else if (arg.startsWith('name=')) { - result.name = arg.split('=')[1]; + if (arg.startsWith('--graph=')) { + result.graph = arg.split('=')[1]; + } else if (arg.startsWith('--node=')) { + result.node = arg.split('=')[1]; + } else if (arg.startsWith('--csv_path=')) { + result.csv_path = arg.split('=')[1]; } } @@ -37,17 +30,70 @@ function parseArgs(): { name?: string } { async function main() { const args = parseArgs(); - if (!args.name) { - console.error('❌ Error: Dataset name is required!'); - console.log('\nUsage: pnpm datasets --name='); - console.log(' or: pnpm datasets name='); - console.log('\nExample: pnpm datasets --name=my-dataset'); + // Validate required arguments + if (!args.graph) { + console.error('Error: --graph parameter is required!'); + console.log( + '\nUsage: pnpm datasets --graph= --node= [--csv_path=]' + ); + console.log( + '\nExample: pnpm datasets --graph=supervisor --node=supervisor' + ); + console.log( + 'Example: pnpm datasets --graph=supervisor --node=agentConfigurationHelper --csv_path=my-custom.csv' + ); process.exit(1); } - const datasetName = args.name; + if (!args.node) { + console.error('Error: --node parameter is required!'); + console.log( + '\nUsage: pnpm datasets --graph= --node= [--csv_path=]' + ); + console.log( + '\nExample: pnpm datasets --graph=supervisor --node=supervisor' + ); + process.exit(1); + } + + const graphName = args.graph; + const nodeName = args.node; + + // Validate graph name + if (graphName !== 'supervisor') { + console.error( + `Error: Graph '${graphName}' not found. Only 'supervisor' graph is supported.` + ); + process.exit(1); + } + + // Validate node name + const validNodes = [ + 'mcpConfigurationHelper', + 'snakRagAgentHelper', + 'agentConfigurationHelper', + 'supervisor', + ]; + if (!validNodes.includes(nodeName)) { + console.error( + `Error: Node '${nodeName}' is not valid. Valid nodes are: ${validNodes.join(', ')}` + ); + process.exit(1); + } + + // Generate dataset name from graph and node if csv_path is not provided + const datasetName = args.csv_path + ? args.csv_path.replace('.dataset.csv', '').replace('.csv', '') + : `${graphName}-${nodeName}`; + + const csvFileName = args.csv_path || `${graphName}.${nodeName}.dataset.csv`; + + console.log(`\nRunning evaluation for:`); + console.log(` Graph: ${graphName}`); + console.log(` Node: ${nodeName}`); + console.log(` Dataset: ${datasetName}`); + console.log(` CSV: ${csvFileName}\n`); - console.log(`\n🚀 Running evaluation for dataset: ${datasetName}\n`); // Define the datasets directory path const datasetsPath = path.join(process.cwd(), 'datasets'); @@ -66,11 +112,17 @@ async function main() { throw new Error(`Failed to create supervisor agent`); } await supervisorAgent.init(); - const supervisorNode = - supervisorAgent.getCompiledStateGraph()?.nodes['supervisor']; + + // Get the specified node from the compiled state graph + const targetNode = supervisorAgent.getCompiledStateGraph()?.nodes[nodeName]; + + if (!targetNode) { + throw new Error(`Node '${nodeName}' not found in the ${graphName} graph`); + } + // Run evaluation // If dataset doesn't exist, it will try to create it from CSV - const results = await Dataset.runEvaluation(datasetName, supervisorNode, { + const results = await Dataset.runEvaluation(datasetName, targetNode, { // These are only needed if the dataset doesn't exist and needs to be created from CSV inputKeys: ['messages'], outputKeys: ['output'], @@ -78,17 +130,17 @@ async function main() { experimentPrefix: `evaluation-${datasetName}`, }); - console.log('\n✅ Evaluation completed successfully!'); + console.log('\nEvaluation completed successfully!'); console.log('\nResults:', results); } catch (error) { - console.error('\n❌ Error running evaluation:'); + console.error('\nError running evaluation:'); if (error instanceof Error) { console.error(error.message); // Provide helpful error message if CSV is missing if (error.message.includes('CSV file not found')) { - console.log('\n💡 Tip: Make sure you have a CSV file named:'); - console.log(` ${datasetName}.dataset.csv`); + console.log('\nTip: Make sure you have a CSV file named:'); + console.log(` ${csvFileName}`); console.log(` in the datasets directory: ${datasetsPath}`); } } else { From f76d52c52e2ffc57264bc8fafe9366055daf3233 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 23:11:03 +0100 Subject: [PATCH 07/44] version working --- .../supervisor-create-agent_1.dataset.csv | 42 +++++++++++++++++++ .../supervisor-create-agent_2.dataset.csv | 16 +++++++ ...visor.agentConfigurationHelper.dataset.csv | 4 ++ ...ervisor.mcpConfigurationHelper.dataset.csv | 4 ++ .../supervisor.snakRagAgentHelper.dataset.csv | 4 ++ datasets/supervisor.supervisor.dataset.csv | 4 ++ datasets/test-dataset-v2.dataset.csv | 6 +++ 7 files changed, 80 insertions(+) create mode 100644 datasets/supervisor-create-agent_1.dataset.csv create mode 100644 datasets/supervisor-create-agent_2.dataset.csv create mode 100644 datasets/supervisor.agentConfigurationHelper.dataset.csv create mode 100644 datasets/supervisor.mcpConfigurationHelper.dataset.csv create mode 100644 datasets/supervisor.snakRagAgentHelper.dataset.csv create mode 100644 datasets/supervisor.supervisor.dataset.csv create mode 100644 datasets/test-dataset-v2.dataset.csv diff --git a/datasets/supervisor-create-agent_1.dataset.csv b/datasets/supervisor-create-agent_1.dataset.csv new file mode 100644 index 00000000..149a8db6 --- /dev/null +++ b/datasets/supervisor-create-agent_1.dataset.csv @@ -0,0 +1,42 @@ +messages,output +"[{""role"": ""user"", ""content"": ""I want to configure something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Configure an agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""Perfect! Connecting you with the **Agent Configuration Helper**.""}" +"[{""role"": ""user"", ""content"": ""What can you do?""}]","{""action"": {""type"": ""direct_response""}, ""response"": ""I can help you with:\n\n- **Agent management** - Create, configure, update, or delete agents\n- **MCP server setup** - Add and configure MCP integrations\n- **Snak information** - Learn about features and capabilities\n\nWhat would you like to work on?""}" +"[{""role"": ""user"", ""content"": ""What is Snak?""}]","{""action"": {""tool"": ""transfer_to_snakragagenthelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Snak Information Helper** who can explain Snak's features and capabilities.""}" +"[{""role"": ""user"", ""content"": ""What are the current settings for the Trading Assistant?""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to retrieve those settings.""}" +"[{""role"": ""user"", ""content"": ""Update the Trading Assistant - change the temperature to 0.8 and max tokens to 8000""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to update those settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Trading Assistant` has been updated:\n- **Temperature**: 0.8 (was 0.7)\n- **Max Tokens**: 8000 (was 4000)\n\nBoth changes are now active."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Trading Assistant has been updated with the new temperature and max tokens settings.""}" +"[{""role"": ""user"", ""content"": ""Show me all my trading agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to find your trading agents.""}" +"[{""role"": ""user"", ""content"": ""Create a Code Reviewer agent in development group and enable its long-term memory""}, {""role"": ""assistant"", ""content"": ""I'll start by creating the Code Reviewer agent, then configure its memory settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ Complete! The **Code Reviewer** agent has been created with:\n- **Group**: development\n- **Memory**: Long-term memory enabled (holistic strategy)\n\nThe agent is now active and ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Code Reviewer** agent has been created successfully with long-term memory enabled.""}" +"[{""role"": ""user"", ""content"": ""Add a GitHub MCP server""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **MCP Configuration Helper** who specializes in setting up MCP servers.""}" +"[{""role"": ""user"", ""content"": ""create an agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" +"[{""role"": ""user"", ""content"": ""How do I add MCP servers?""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **MCP Configuration Helper** who can guide you through adding MCP servers.""}" +"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" +"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to find that agent.""}" +"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find that agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I found these agents with 'ethereum' in the name:\n- **Ethereum RPC Agent** (blockchain)\n- **Ethereum Analyzer** (analytics)\n\nWhich one would you like to see?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""I found multiple agents with 'ethereum' in the name:\n\n- **Ethereum RPC Agent** (blockchain group)\n- **Ethereum Analyzer** (analytics group)\n\nWhich one did you mean?""}" +"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll start with the MCP setup first, then configure your agent.""}" +"[{""role"": ""user"", ""content"": ""Can you help me update my agent's settings?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** who can help update your agent settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I can help you update your agent. Which agent would you like to modify?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""Which agent would you like to modify?""}" +"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}, {""role"": ""assistant"", ""content"": ""I'll let the Agent Configuration Helper proceed with sensible defaults."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ **Field Generator** has been created successfully in the `utility` group!\n\nThe agent is active and ready to use. Would you like to configure additional settings like memory or model parameters?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Field Generator** agent has been created successfully and is now active.""}" +"[{""role"": ""user"", ""content"": ""Change the temperature of my Trading Assistant to 0.9""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature.""}" +"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll start with the MCP setup first, then configure your agent."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""mcpConfigurationHelper"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""GitHub MCP server is now configured.\n\n**Next steps:** Connecting you with the **Agent Configuration Helper** to enable it for your dev agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ Your **Development Agent** is now configured with GitHub MCP access and ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Development Agent** is now configured with GitHub MCP access and ready to use.""}" +"[{""role"": ""user"", ""content"": ""list my agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to list your agents.""}" +"[{""role"": ""user"", ""content"": ""Rename the Trading Assistant to Market Analyzer""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to rename the agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The agent has been renamed from `Trading Assistant` to **Market Analyzer**. All configurations remain the same."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The agent has been successfully renamed to **Market Analyzer**.""}" +"[{""role"": ""user"", ""content"": ""Create a new agent called 'Trading Assistant' in the trading group. It should analyze market trends and provide trading insights.""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new trading agent.""}" +"[{""role"": ""user"", ""content"": ""Show me all my agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to list your agents.""}" +"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find that agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I found these agents with 'ethereum' in the name:\n- **Ethereum RPC Agent** (blockchain)\n- **Ethereum Analyzer** (analytics)\n\nWhich one would you like to see?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""I found multiple agents with 'ethereum' in the name:\n\n- **Ethereum RPC Agent** (blockchain group)\n- **Ethereum Analyzer** (analytics group)\n\nWhich one did you mean?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""The RPC one""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""Perfect! Connecting you back to the **Agent Configuration Helper** to show the Ethereum RPC Agent.""}" +"[{""role"": ""user"", ""content"": ""Rename the Trading Assistant to Market Analyzer""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to rename the agent.""}" +"[{""role"": ""user"", ""content"": ""delete agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion.""}" +"[{""role"": ""user"", ""content"": ""What are the current settings for the Trading Assistant?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to retrieve those settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""Here's the current configuration for **Trading Assistant**:\n\n### Profile\n- **Group**: trading\n- **Description**: Analyzes market trends\n\n### Model Settings\n- **Provider**: anthropic\n- **Model**: claude-sonnet-4\n- **Temperature**: 0.7\n- **Max Tokens**: 4000\n\nWould you like to modify any of these settings?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've retrieved the configuration for your **Trading Assistant** agent. Let me know if you'd like to make any changes.""}" +"[{""role"": ""user"", ""content"": ""hey""}]","{""action"": {""type"": ""direct_response""}, ""response"": ""Hello! How can I help you today? I can assist with agent configuration, MCP server setup, or answer questions about Snak.""}" +"[{""role"": ""user"", ""content"": ""Create a new agent called 'Trading Assistant' in the trading group. It should analyze market trends and provide trading insights.""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new trading agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The **Trading Assistant** agent has been created successfully in the `trading` group.\n\nThe agent is now active and ready to use. Would you like to configure additional settings like memory or specific model parameters?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Trading Assistant** agent has been created successfully and is now active in the trading group.""}" +"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?""}" +"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion.""}" +"[{""role"": ""user"", ""content"": ""Change the temperature of my Trading Assistant to 0.9""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Trading Assistant` now has a temperature of **0.9** (previously was 0.7). The change is active immediately."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Trading Assistant's temperature has been updated to **0.9**.""}" +"[{""role"": ""user"", ""content"": ""Update the Trading Assistant - change the temperature to 0.8 and max tokens to 8000""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to update those settings.""}" +"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Yes, delete it""}, {""role"": ""assistant"", ""content"": ""I'll proceed with the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Field Generator` has been permanently deleted."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Field Generator agent has been successfully deleted.""}" +"[{""role"": ""user"", ""content"": ""Create a Code Reviewer agent in development group and enable its long-term memory""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll start by creating the Code Reviewer agent, then configure its memory settings.""}" +"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll start with the MCP setup first, then configure your agent."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""mcpConfigurationHelper"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""GitHub MCP server is now configured.\n\n**Next steps:** Connecting you with the **Agent Configuration Helper** to enable it for your dev agent.""}" +"[{""role"": ""user"", ""content"": ""Show me all my trading agents""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find your trading agents."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""Found **1 agent** in the `trading` group:\n\n1. **Trading Assistant** - Analyzes market trends and provides trading insights\n\nWould you like to see details or make changes to this agent?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've found your trading agent. Let me know if you need more information about it.""}" +"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?""}" +"[{""role"": ""user"", ""content"": ""I want to configure something""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?""}" +"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll let the Agent Configuration Helper proceed with sensible defaults.""}" +"[{""role"": ""user"", ""content"": ""Show me all my agents""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to list your agents."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""You have **3 agents** configured:\n\n1. **Trading Assistant** (trading) - Analyzes market trends\n2. **Field Generator** (utility) - Generates various fields\n3. **Code Reviewer** (development) - Reviews code quality\n\nWould you like to see details for any of these or make changes?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've listed all your agents. Let me know if you'd like to view or modify any of them.""}" +"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Yes, delete it""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll proceed with the deletion.""}" diff --git a/datasets/supervisor-create-agent_2.dataset.csv b/datasets/supervisor-create-agent_2.dataset.csv new file mode 100644 index 00000000..3ad25a1b --- /dev/null +++ b/datasets/supervisor-create-agent_2.dataset.csv @@ -0,0 +1,16 @@ +messages,output +"[{""role"": ""user"", ""content"": ""create an agent""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" +"[{""role"": ""user"", ""content"": ""Hello! What can you help me with?""}]","{""response"": ""Hello! I can help you with:\n\n- **Agent management** (create, update, delete agents)\n- **MCP server setup** (integrate external tools)\n- **Snak information** (learn about features and capabilities)\n\nWhat would you like to work on?""}" +"[{""role"": ""user"", ""content"": ""Add GitHub MCP server""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""I'll connect you with the **MCP Configuration Helper** who specializes in setting up MCP servers. They'll guide you through adding your GitHub MCP.""}" +"[{""role"": ""user"", ""content"": ""What is Snak?""}]","{""tool"": ""transfer_to_snakragagenthelper"", ""response"": ""I'll connect you with the **Snak RAG Agent Helper** who can provide detailed information about Snak's features and capabilities.""}" +"[{""role"": ""user"", ""content"": ""update my agent""}]","{""tool"": ""message_ask_user"", ""response"": ""I found multiple agents in your workspace. Which agent would you like to update?\n\n- **Trading Assistant** (trading group)\n- **Code Reviewer** (development group)\n- **Data Analyzer** (analytics group)\n\nPlease specify which one.""}" +"[{""role"": ""user"", ""content"": ""Update the Trading Assistant temperature to 0.8""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature setting for your Trading Assistant.""}" +"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields.""}" +"[{""role"": ""user"", ""content"": ""delete my test agent""}]","{""tool"": ""message_ask_user"", ""response"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?""}" +"[{""role"": ""user"", ""content"": ""Show me all my agents""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to list all your agents.""}" +"[{""role"": ""user"", ""content"": ""Set up GitHub MCP and configure my dev agent to use it""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""I'll help you set this up in two steps. First, I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP server. Once that's complete, we'll configure your dev agent to use it.""}" +"[{""role"": ""user"", ""content"": ""I want to configure something""}]","{""tool"": ""message_ask_user"", ""response"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?""}" +"[{""role"": ""user"", ""content"": ""How do I use the API?""}]","{""response"": ""For comprehensive API documentation, please visit https://docs.claude.com. I can help you with:\n\n- Setting up agents through this interface\n- Configuring MCP integrations\n- Understanding Snak's features\n\nWould you like help with any of these?""}" +"[{""role"": ""user"", ""content"": ""rename the ethereum agent to ETH Analyzer""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to rename your ethereum agent to **ETH Analyzer**.""}" +"[{""role"": ""user"", ""content"": ""list agents in the trading group""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to show you all agents in the trading group.""}" +"[{""role"": ""user"", ""content"": ""thanks!""}]","{""response"": ""You're welcome! Let me know if you need anything else.""}" diff --git a/datasets/supervisor.agentConfigurationHelper.dataset.csv b/datasets/supervisor.agentConfigurationHelper.dataset.csv new file mode 100644 index 00000000..f1647705 --- /dev/null +++ b/datasets/supervisor.agentConfigurationHelper.dataset.csv @@ -0,0 +1,4 @@ +messages,output +"Help me configure a new agent","Agent configuration requires specifying the agent's name, objectives, capabilities, and behavior parameters." +"What are the required fields for agent configuration?","Required fields include agent name, description, objectives, model selection, and tool configurations." +"Update the configuration for agent X","To update an agent's configuration, provide the specific parameters you want to modify." diff --git a/datasets/supervisor.mcpConfigurationHelper.dataset.csv b/datasets/supervisor.mcpConfigurationHelper.dataset.csv new file mode 100644 index 00000000..056f4926 --- /dev/null +++ b/datasets/supervisor.mcpConfigurationHelper.dataset.csv @@ -0,0 +1,4 @@ +messages,output +"How do I configure MCP settings?","MCP configuration involves setting up the Model Context Protocol with appropriate parameters and endpoints." +"What MCP servers are available?","The available MCP servers can be listed through the configuration interface." +"Add a new MCP server configuration","To add a new MCP server, you need to provide the server URL, credentials, and configuration parameters." diff --git a/datasets/supervisor.snakRagAgentHelper.dataset.csv b/datasets/supervisor.snakRagAgentHelper.dataset.csv new file mode 100644 index 00000000..356253e8 --- /dev/null +++ b/datasets/supervisor.snakRagAgentHelper.dataset.csv @@ -0,0 +1,4 @@ +messages,output +"What information is stored in the RAG system?","The RAG system stores vectorized knowledge and documents for efficient retrieval." +"Search for documentation about agent creation","I'll search through the knowledge base for relevant documentation about agent creation." +"Add this document to the knowledge base","The document will be processed and added to the RAG knowledge base for future retrieval." diff --git a/datasets/supervisor.supervisor.dataset.csv b/datasets/supervisor.supervisor.dataset.csv new file mode 100644 index 00000000..0bc3bb5a --- /dev/null +++ b/datasets/supervisor.supervisor.dataset.csv @@ -0,0 +1,4 @@ +messages,output +"What agents are currently available in the system?","The system contains multiple specialized agents for different tasks." +"How can I create a new agent?","You can create a new agent by providing configuration details including name, objectives, and capabilities." +"Route this request to the appropriate helper","I'll analyze your request and route it to the most appropriate helper agent." diff --git a/datasets/test-dataset-v2.dataset.csv b/datasets/test-dataset-v2.dataset.csv new file mode 100644 index 00000000..29df55bd --- /dev/null +++ b/datasets/test-dataset-v2.dataset.csv @@ -0,0 +1,6 @@ +messages,output +"Hello, how are you?","Not toxic" +"You are an idiot!","Toxic" +"What's the weather like today?","Not toxic" +"I hope you fail miserably","Toxic" +"Thank you for your help","Not toxic" From b3f9fe940b4222a242cbbd7798aa6a39b07d5775 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 14 Oct 2025 23:36:19 +0100 Subject: [PATCH 08/44] version working with updated csv and the print log --- ...visor.agentConfigurationHelper.dataset.csv | 4 - ...ervisor.mcpConfigurationHelper.dataset.csv | 4 - .../supervisor.snakRagAgentHelper.dataset.csv | 4 - datasets/supervisor.supervisor.dataset.csv | 4 - .../agents/graphs/parser/memory/stm-parser.ts | 7 - .../src/agents/langsmith/datasets.test.ts | 22 --- .../agent/src/agents/langsmith/datasets.ts | 153 ++++++++++++++++++ .../src/agents/langsmith/run-datasets.ts | 5 +- .../src/utils/agent-initialization.utils.ts | 1 - packages/server/src/agents.storage.ts | 1 - 10 files changed, 156 insertions(+), 49 deletions(-) delete mode 100644 datasets/supervisor.agentConfigurationHelper.dataset.csv delete mode 100644 datasets/supervisor.mcpConfigurationHelper.dataset.csv delete mode 100644 datasets/supervisor.snakRagAgentHelper.dataset.csv delete mode 100644 datasets/supervisor.supervisor.dataset.csv delete mode 100644 packages/agent/src/agents/langsmith/datasets.test.ts diff --git a/datasets/supervisor.agentConfigurationHelper.dataset.csv b/datasets/supervisor.agentConfigurationHelper.dataset.csv deleted file mode 100644 index f1647705..00000000 --- a/datasets/supervisor.agentConfigurationHelper.dataset.csv +++ /dev/null @@ -1,4 +0,0 @@ -messages,output -"Help me configure a new agent","Agent configuration requires specifying the agent's name, objectives, capabilities, and behavior parameters." -"What are the required fields for agent configuration?","Required fields include agent name, description, objectives, model selection, and tool configurations." -"Update the configuration for agent X","To update an agent's configuration, provide the specific parameters you want to modify." diff --git a/datasets/supervisor.mcpConfigurationHelper.dataset.csv b/datasets/supervisor.mcpConfigurationHelper.dataset.csv deleted file mode 100644 index 056f4926..00000000 --- a/datasets/supervisor.mcpConfigurationHelper.dataset.csv +++ /dev/null @@ -1,4 +0,0 @@ -messages,output -"How do I configure MCP settings?","MCP configuration involves setting up the Model Context Protocol with appropriate parameters and endpoints." -"What MCP servers are available?","The available MCP servers can be listed through the configuration interface." -"Add a new MCP server configuration","To add a new MCP server, you need to provide the server URL, credentials, and configuration parameters." diff --git a/datasets/supervisor.snakRagAgentHelper.dataset.csv b/datasets/supervisor.snakRagAgentHelper.dataset.csv deleted file mode 100644 index 356253e8..00000000 --- a/datasets/supervisor.snakRagAgentHelper.dataset.csv +++ /dev/null @@ -1,4 +0,0 @@ -messages,output -"What information is stored in the RAG system?","The RAG system stores vectorized knowledge and documents for efficient retrieval." -"Search for documentation about agent creation","I'll search through the knowledge base for relevant documentation about agent creation." -"Add this document to the knowledge base","The document will be processed and added to the RAG knowledge base for future retrieval." diff --git a/datasets/supervisor.supervisor.dataset.csv b/datasets/supervisor.supervisor.dataset.csv deleted file mode 100644 index 0bc3bb5a..00000000 --- a/datasets/supervisor.supervisor.dataset.csv +++ /dev/null @@ -1,4 +0,0 @@ -messages,output -"What agents are currently available in the system?","The system contains multiple specialized agents for different tasks." -"How can I create a new agent?","You can create a new agent by providing configuration details including name, objectives, and capabilities." -"Route this request to the appropriate helper","I'll analyze your request and route it to the most appropriate helper agent." diff --git a/packages/agent/src/agents/graphs/parser/memory/stm-parser.ts b/packages/agent/src/agents/graphs/parser/memory/stm-parser.ts index ad21b82d..1e2f34c9 100644 --- a/packages/agent/src/agents/graphs/parser/memory/stm-parser.ts +++ b/packages/agent/src/agents/graphs/parser/memory/stm-parser.ts @@ -120,13 +120,6 @@ function formatBaseMessageToXML( indent: number = 0 ): string { try { - // console.log('Formatting BaseMessage to XML:'); - // console.log('Message constructor:', message.constructor.name); - // console.log('Is AIMessageChunk:', message instanceof AIMessageChunk); - // console.log('Is AIMessage:', message instanceof AIMessage); - // console.log('Is ToolMessage:', message instanceof ToolMessage); - // console.log('Is HumanMessage:', message instanceof HumanMessage); - if (message instanceof AIMessageChunk || message instanceof AIMessage) { return formatAiMessagetoXML(message, indent); } else if ( diff --git a/packages/agent/src/agents/langsmith/datasets.test.ts b/packages/agent/src/agents/langsmith/datasets.test.ts deleted file mode 100644 index d1821cec..00000000 --- a/packages/agent/src/agents/langsmith/datasets.test.ts +++ /dev/null @@ -1,22 +0,0 @@ -import * as ls from "langsmith/vitest"; -import { Client } from "langsmith"; - -const client = new Client(); -const examples = await client.listExamples({ datasetName: "my-dataset" }); - -ls.describe("Correctness with dataset", () => { - for (const example of examples) { - ls.test(example.id, { - inputs: example.inputs, - referenceOutputs: example.outputs - }, async ({ inputs, referenceOutputs }) => { - const outputs = await myLLMApp(inputs); - ls.logOutputs({ answer: outputs }); - await correctnessEvaluator({ - inputs, - outputs, - referenceOutputs, - }); - }); - } -}); diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 762dfc5e..997ba3fe 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -194,6 +194,7 @@ export class Dataset { evaluators: [evaluator], experimentPrefix: options?.experimentPrefix || `evaluation-${datasetName}`, + maxConcurrency: 1, }); return results; @@ -235,3 +236,155 @@ export class Dataset { * '/path/to/csv/files' * ); */ + +// ============================================================================ +// Evaluation Results Analysis +// ============================================================================ + +/** + * Summary of evaluation results for analysis and reporting + */ +export interface EvaluationSummary { + experimentName: string; + experimentId: string; + totalTests: number; + processedTests: number; + averageScore: number; + minScore: number; + maxScore: number; + passedTests: number; + failedTests: number; + testResults: Array<{ + testNumber: number; + testName: string; + exampleId: string; + score: number; + passed: boolean; + comment: string; + }>; + scoreDistribution: Record; +} + +/** + * Parse LangSmith evaluation results and generate a comprehensive summary + * @param experimentResults - The ExperimentResults object returned from evaluate() + * @returns A structured summary of the evaluation with statistics and details + */ +export function parseLangSmithResults( + experimentResults: any +): EvaluationSummary { + const manager = experimentResults.manager; + const results = experimentResults.results || []; + + const testResults: EvaluationSummary['testResults'] = []; + const scores: number[] = []; + const scoreDistribution: Record = {}; + + results.forEach((result: any, index: number) => { + const evalResults = result.evaluationResults?.results || []; + + evalResults.forEach((evalResult: any) => { + const score = evalResult.score ?? 0; + scores.push(score); + + // Track score distribution + scoreDistribution[score] = (scoreDistribution[score] || 0) + 1; + + testResults.push({ + testNumber: index + 1, + testName: result.example?.name || `Test #${index + 1}`, + exampleId: result.example?.id || '', + score: score, + passed: score >= 0.7, // 70% threshold for passing + comment: evalResult.comment || '' + }); + }); + }); + + const averageScore = + scores.length > 0 ? scores.reduce((a, b) => a + b, 0) / scores.length : 0; + + const minScore = scores.length > 0 ? Math.min(...scores) : 0; + const maxScore = scores.length > 0 ? Math.max(...scores) : 0; + + const passedTests = testResults.filter((t) => t.passed).length; + const failedTests = testResults.filter((t) => !t.passed).length; + + return { + experimentName: manager._experiment?.name || 'Unknown', + experimentId: manager._experiment?.id || '', + totalTests: results.length, + processedTests: experimentResults.processedCount || 0, + averageScore: Math.round(averageScore * 100) / 100, + minScore, + maxScore, + passedTests, + failedTests, + testResults, + scoreDistribution + }; +} + +/** + * Display evaluation summary in a human-readable format + * @param summary - The evaluation summary to display + * @returns A formatted string with statistics, results, and score distribution + */ +export function displaySummary(summary: EvaluationSummary): string { + let output = ` +📊 RÉSUMÉ DE L'ÉVALUATION +======================== +Expérience: ${summary.experimentName} +ID: ${summary.experimentId} + +📈 STATISTIQUES GLOBALES +------------------------ +Total de tests: ${summary.totalTests} +Tests traités: ${summary.processedTests} +Score moyen: ${(summary.averageScore * 100).toFixed(1)}% +Score min: ${(summary.minScore * 100).toFixed(1)}% +Score max: ${(summary.maxScore * 100).toFixed(1)}% + +✅ RÉSULTATS +------------ +Tests réussis: ${summary.passedTests} (${((summary.passedTests / summary.totalTests) * 100).toFixed(1)}%) +Tests échoués: ${summary.failedTests} (${((summary.failedTests / summary.totalTests) * 100).toFixed(1)}%) + +📋 DÉTAILS DES TESTS +-------------------- +`; + + summary.testResults.forEach((test) => { + const status = test.passed ? '✅' : '❌'; + output += `${status} Test ${test.testNumber}: ${test.testName}\n`; + output += ` Score: ${(test.score * 100).toFixed(1)}%\n`; + output += ` ${test.comment.substring(0, 100)}${test.comment.length > 100 ? '...' : ''}\n\n`; + }); + + output += `\n📊 DISTRIBUTION DES SCORES\n--------------------------\n`; + Object.entries(summary.scoreDistribution) + .sort(([a], [b]) => Number(a) - Number(b)) + .forEach(([score, count]) => { + output += `Score ${(Number(score) * 100).toFixed(1)}%: ${count} test(s)\n`; + }); + + return output; +} + +/** + * Example usage of evaluation results analysis: + * + * // Run evaluation and analyze results + * const results = await Dataset.runEvaluation('my-dataset', chain); + * const summary = parseLangSmithResults(results); + * console.log(displaySummary(summary)); + * + * // Access data programmatically + * console.log(`Success rate: ${(summary.passedTests / summary.totalTests * 100).toFixed(1)}%`); + * console.log(`Average score: ${(summary.averageScore * 100).toFixed(1)}%`); + * + * // Check if experiment meets quality threshold + * if (summary.averageScore >= 0.8) { + * console.log('✅ Experiment passed quality threshold'); + * } + */ diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 1d827ce7..9fd106f6 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -1,4 +1,4 @@ -import { Dataset } from './datasets.js'; +import { Dataset, displaySummary, parseLangSmithResults } from './datasets.js'; import * as path from 'path'; import { SupervisorAgent } from '../core/supervisorAgent.js'; import { createAgentConfigRuntimeFromOutputWithId } from '../../utils/agent-initialization.utils.js'; @@ -131,7 +131,8 @@ async function main() { }); console.log('\nEvaluation completed successfully!'); - console.log('\nResults:', results); + const summary = parseLangSmithResults(results); + console.log(displaySummary(summary)); } catch (error) { console.error('\nError running evaluation:'); if (error instanceof Error) { diff --git a/packages/agent/src/utils/agent-initialization.utils.ts b/packages/agent/src/utils/agent-initialization.utils.ts index eb92595d..f14aa7d2 100644 --- a/packages/agent/src/utils/agent-initialization.utils.ts +++ b/packages/agent/src/utils/agent-initialization.utils.ts @@ -99,7 +99,6 @@ export async function createAgentConfigRuntimeFromOutputWithId( max_tokens: dbModel.max_tokens, }; - console.log('Model config:', dbModel); // Initialize model instance const modelInstance = initializeModels(model); if (!modelInstance) { diff --git a/packages/server/src/agents.storage.ts b/packages/server/src/agents.storage.ts index 9556ba59..715bac7e 100644 --- a/packages/server/src/agents.storage.ts +++ b/packages/server/src/agents.storage.ts @@ -262,7 +262,6 @@ export class AgentStorage implements OnModuleInit { true ); - console.log(agentConfig) const newAgentDbRecord = await agents.insertAgentFromJson( userId, agentConfig From 269049797751edfa67e11aec0b7af4ab60a6701a Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Wed, 15 Oct 2025 15:48:55 +0100 Subject: [PATCH 09/44] version working for with nodes confined for specialist --- .../supervisor-create-agent_2.dataset.csv | 30 +- ...taset.csv => supervisor-supervisor_50.csv} | 0 .../agent/src/agents/core/supervisorAgent.ts | 17 +- .../graphs/core-graph/supervisor.graph.ts | 67 +- .../agent/src/agents/langsmith/datasets.ts | 42 +- .../src/agents/langsmith/run-datasets.ts | 31 +- .../agents/agentConfigurationHelper.prompt.ts | 734 +++++------------- packages/server/src/agents.storage.ts | 5 - 8 files changed, 322 insertions(+), 604 deletions(-) rename datasets/{supervisor-create-agent_1.dataset.csv => supervisor-supervisor_50.csv} (100%) diff --git a/datasets/supervisor-create-agent_2.dataset.csv b/datasets/supervisor-create-agent_2.dataset.csv index 3ad25a1b..8e920c9c 100644 --- a/datasets/supervisor-create-agent_2.dataset.csv +++ b/datasets/supervisor-create-agent_2.dataset.csv @@ -1,16 +1,18 @@ messages,output "[{""role"": ""user"", ""content"": ""create an agent""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" -"[{""role"": ""user"", ""content"": ""Hello! What can you help me with?""}]","{""response"": ""Hello! I can help you with:\n\n- **Agent management** (create, update, delete agents)\n- **MCP server setup** (integrate external tools)\n- **Snak information** (learn about features and capabilities)\n\nWhat would you like to work on?""}" -"[{""role"": ""user"", ""content"": ""Add GitHub MCP server""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""I'll connect you with the **MCP Configuration Helper** who specializes in setting up MCP servers. They'll guide you through adding your GitHub MCP.""}" -"[{""role"": ""user"", ""content"": ""What is Snak?""}]","{""tool"": ""transfer_to_snakragagenthelper"", ""response"": ""I'll connect you with the **Snak RAG Agent Helper** who can provide detailed information about Snak's features and capabilities.""}" -"[{""role"": ""user"", ""content"": ""update my agent""}]","{""tool"": ""message_ask_user"", ""response"": ""I found multiple agents in your workspace. Which agent would you like to update?\n\n- **Trading Assistant** (trading group)\n- **Code Reviewer** (development group)\n- **Data Analyzer** (analytics group)\n\nPlease specify which one.""}" -"[{""role"": ""user"", ""content"": ""Update the Trading Assistant temperature to 0.8""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature setting for your Trading Assistant.""}" -"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields.""}" -"[{""role"": ""user"", ""content"": ""delete my test agent""}]","{""tool"": ""message_ask_user"", ""response"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?""}" -"[{""role"": ""user"", ""content"": ""Show me all my agents""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to list all your agents.""}" -"[{""role"": ""user"", ""content"": ""Set up GitHub MCP and configure my dev agent to use it""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""I'll help you set this up in two steps. First, I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP server. Once that's complete, we'll configure your dev agent to use it.""}" -"[{""role"": ""user"", ""content"": ""I want to configure something""}]","{""tool"": ""message_ask_user"", ""response"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?""}" -"[{""role"": ""user"", ""content"": ""How do I use the API?""}]","{""response"": ""For comprehensive API documentation, please visit https://docs.claude.com. I can help you with:\n\n- Setting up agents through this interface\n- Configuring MCP integrations\n- Understanding Snak's features\n\nWould you like help with any of these?""}" -"[{""role"": ""user"", ""content"": ""rename the ethereum agent to ETH Analyzer""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to rename your ethereum agent to **ETH Analyzer**.""}" -"[{""role"": ""user"", ""content"": ""list agents in the trading group""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to show you all agents in the trading group.""}" -"[{""role"": ""user"", ""content"": ""thanks!""}]","{""response"": ""You're welcome! Let me know if you need anything else.""}" +"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')""}" +"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Trading Bot""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Perfect! Connecting you back to the Agent Configuration Helper with the name **Trading Bot**.""}" +"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Trading Bot""}, {""role"": ""assistant"", ""content"": ""Perfect! Connecting you back to the Agent Configuration Helper with the name **Trading Bot**."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Great! **Trading Bot** it is.\n\n**What group should it be in?** (e.g., 'trading', 'analytics', 'utility')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""**What group should the Trading Bot be in?**\n\n(Examples: 'trading', 'analytics', 'utility', 'blockchain')""}" +"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**Name**: What should we call this agent? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some details to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Data Generator', 'Field Creator', 'Auto Agent')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Got it! I'll let the Agent Configuration Helper proceed with default values.""}" +"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**Name**: What should we call this agent?\n**Group**: What category?\n**Description**: What will it do?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some details to create your agent.\n\n**What should we call this agent?**"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}, {""role"": ""assistant"", ""content"": ""Got it! I'll let the Agent Configuration Helper proceed with default values."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The **Field Generator** agent has been created successfully in the \`utility\` group.\n\nThe agent is now active and ready to use. Would you like to configure additional settings like memory or model parameters?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Your **Field Generator** agent has been created successfully and is now active.\n\n**Next steps:** Would you like to configure additional settings, or is there anything else I can help with?""}" +"[{""role"": ""user"", ""content"": ""Create an agent and add GitHub MCP to it""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll help you set this up in two steps. First, I'll connect you with the **Agent Configuration Helper** to create your agent, then we'll add the GitHub MCP integration.""}" +"[{""role"": ""user"", ""content"": ""Create an agent and add GitHub MCP to it""}, {""role"": ""assistant"", ""content"": ""I'll help you set this up in two steps. First, I'll connect you with the **Agent Configuration Helper** to create your agent, then we'll add the GitHub MCP integration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. What should we call this agent?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs the agent name.\n\n**What should we call this agent?**"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""GitHub Assistant""}, {""role"": ""assistant"", ""content"": ""Perfect! Connecting you back to the Agent Configuration Helper."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Great! **GitHub Assistant** it is. What group should it be in? (e.g., 'development', 'devops', 'utility')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""**What group should the GitHub Assistant be in?**\n\n(Examples: 'development', 'devops', 'utility')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""development""}, {""role"": ""assistant"", ""content"": ""Excellent! Sending that back to the Agent Configuration Helper."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The **GitHub Assistant** agent has been created successfully in the \`development\` group. The agent is now active and ready to use."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""Great! The **GitHub Assistant** agent is now created.\n\n**Next step:** I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP integration to your agent.""}" +"[{""role"": ""user"", ""content"": ""delete the test agent""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""yes""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Understood. I'll connect you with the **Agent Configuration Helper** to delete the test agent.""}" +"[{""role"": ""user"", ""content"": ""delete the test agent""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""yes""}, {""role"": ""assistant"", ""content"": ""Understood. I'll connect you with the **Agent Configuration Helper** to delete the test agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The \`test agent\` has been permanently deleted."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""The **test agent** has been successfully deleted.""}" +"[{""role"": ""user"", ""content"": ""Update my trading agent temperature to 0.8 and then add Slack MCP""}, {""role"": ""assistant"", ""content"": ""I'll help you with both tasks. First, I'll connect you with the **Agent Configuration Helper** to update the temperature, then we'll add the Slack MCP integration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The \`Trading Agent\` now has a temperature of **0.8**. The change is active immediately."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""Perfect! The Trading Agent's temperature has been updated to **0.8**.\n\n**Next step:** I'll connect you with the **MCP Configuration Helper** to add the Slack MCP integration.""}" +"[{""role"": ""user"", ""content"": ""show me all agents in the blockchain group""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to show you all agents in the blockchain group."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Found **3 agents** in the \`blockchain\` group:\n\n1. **Ethereum Analyzer** - Analyzes Ethereum blockchain transactions\n2. **Bitcoin Monitor** - Monitors Bitcoin network activity\n3. **DeFi Assistant** - Helps with DeFi protocol interactions\n\nWould you like to see details for any of these?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Here are your blockchain agents:\n\n1. **Ethereum Analyzer** - Analyzes Ethereum blockchain transactions\n2. **Bitcoin Monitor** - Monitors Bitcoin network activity\n3. **DeFi Assistant** - Helps with DeFi protocol interactions\n\nWould you like to view details or make changes to any of these?""}" +"[{""role"": ""user"", ""content"": ""show me the ethereum analyzer details""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to retrieve the Ethereum Analyzer configuration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Here's the current configuration for **Ethereum Analyzer**:\n\n### Profile\n- **Group**: blockchain\n- **Description**: Analyzes Ethereum blockchain transactions\n\n### Model Settings\n- **Provider**: anthropic\n- **Model**: claude-sonnet-4\n- **Temperature**: 0.7\n- **Max Tokens**: 4000\n\n### Memory\n- **LTM Enabled**: Yes\n- **Strategy**: holistic\n\nWould you like to modify any of these settings?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""Here are the current settings for **Ethereum Analyzer**:\n\n**Profile:**\n- Group: blockchain\n- Description: Analyzes Ethereum blockchain transactions\n\n**Model:** claude-sonnet-4 (temperature: 0.7, max tokens: 4000)\n**Memory:** LTM enabled with holistic strategy\n\nWould you like to modify any of these settings?""}" +"[{""role"": ""user"", ""content"": ""I want to update something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Update an agent** (settings, parameters)\n- **Update MCP servers** (integrations)\n- Something else?\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""update an agent""}]","{""tool"": ""message_ask_user"", ""response"": ""Which agent would you like to update?\n\nYou can provide the agent name or tell me what you'd like to change.""}" +"[{""role"": ""user"", ""content"": ""I want to update something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Update an agent** (settings, parameters)\n- **Update MCP servers** (integrations)\n- Something else?\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""update an agent""}, {""role"": ""assistant"", ""content"": ""Which agent would you like to update?\n\nYou can provide the agent name or tell me what you'd like to change."", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""the trading one, change temperature to 0.9""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to update the Trading Agent's temperature to **0.9**.""}" +"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll help you set this up in two steps. First, I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP server. Once that's complete, we'll configure your dev agent to use it."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""agent"": ""mcpConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Great! The GitHub MCP server is now configured.\n\n**Next step:** I'll connect you with the **Agent Configuration Helper** to enable it for your dev agent.""}" +"[{""role"": ""user"", ""content"": ""What features does Snak have?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Snak RAG Agent Helper** who can provide detailed information about Snak's features and capabilities."", ""tool_used"": ""transfer_to_snakragagenthelper""}, {""role"": ""assistant"", ""content"": ""Snak offers several powerful features:\n\n- **Multi-Agent System**: Specialized agents for different tasks\n- **MCP Integration**: Connect external tools and services\n- **RAG Capabilities**: Knowledge retrieval and documentation\n- **Memory Management**: Long-term and short-term memory\n- **Flexible Configuration**: Customizable agent parameters\n\nWould you like to learn more about any specific feature?"", ""agent"": ""snakRagAgentHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Snak offers several powerful features:\n\n- **Multi-Agent System**: Specialized agents for different tasks\n- **MCP Integration**: Connect external tools and services\n- **RAG Capabilities**: Knowledge retrieval and documentation\n- **Memory Management**: Long-term and short-term memory\n- **Flexible Configuration**: Customizable agent parameters\n\nWould you like to learn more about any specific feature or get started with something?""}" \ No newline at end of file diff --git a/datasets/supervisor-create-agent_1.dataset.csv b/datasets/supervisor-supervisor_50.csv similarity index 100% rename from datasets/supervisor-create-agent_1.dataset.csv rename to datasets/supervisor-supervisor_50.csv diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 76e86f99..d2997c2b 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -5,7 +5,10 @@ import { ChunkOutput, ChunkOutputMetadata, } from '../../shared/types/streaming.types.js'; -import { createSupervisorGraph } from '@agents/graphs/core-graph/supervisor.graph.js'; +import { + createSupervisorGraph, + SupervisorGraph, +} from '@agents/graphs/core-graph/supervisor.graph.js'; import { CheckpointerService } from '@agents/graphs/manager/checkpointer/checkpointer.js'; import { AIMessage, HumanMessage } from '@langchain/core/messages'; import { GraphErrorType, UserRequest } from '@stypes/graph.types.js'; @@ -23,6 +26,7 @@ import { notify } from '@snakagent/database/queries'; * Supervisor agent for managing and coordinating multiple agents */ export class SupervisorAgent extends BaseAgent { + supervisorGraphInstance: SupervisorGraph | null = null; constructor(agent_config: AgentConfig.Runtime) { super('supervisor', AgentType.SUPERVISOR, agent_config); } @@ -40,11 +44,12 @@ export class SupervisorAgent extends BaseAgent { if (!this.pgCheckpointer) { throw new Error('Failed to initialize Postgres checkpointer'); } - const graph = await createSupervisorGraph(this); - if (!graph) { + this.supervisorGraphInstance = await createSupervisorGraph(this); + if (!this.supervisorGraphInstance) { throw new Error('Failed to create supervisor graph'); } - this.compiledStateGraph = graph; + + this.compiledStateGraph = this.supervisorGraphInstance.getcompiledGraph(); logger.info('[SupervisorAgent] Initialized successfully'); } catch (error) { logger.error(`[SupervisorAgent] Initialization failed: ${error}`); @@ -52,6 +57,10 @@ export class SupervisorAgent extends BaseAgent { } } + public getSupervisorGraphInstance(): SupervisorGraph | null { + return this.supervisorGraphInstance; + } + /** * Creates a standardized chunk output */ diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 679cefe0..221f0ab8 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -27,6 +27,27 @@ const SupervisorStateAnnotation = Annotation.Root({ }); export class SupervisorGraph { private graph: CompiledStateGraph | null = null; + private agentConfigurationHelper: CompiledStateGraph< + any, + any, + any, + any, + any + > | null = null; + private mcpConfigurationHelper: CompiledStateGraph< + any, + any, + any, + any, + any + > | null = null; + private snakRagAgentHelper: CompiledStateGraph< + any, + any, + any, + any, + any + > | null = null; private checkpointer: PostgresSaver; private supervisorConfig: AgentConfig.Runtime; @@ -45,15 +66,40 @@ export class SupervisorGraph { await initializeDatabase(this.supervisorAgent.getDatabaseCredentials()); // Build and compile the workflow const workflow = await this.buildWorkflow(); - const graph = workflow.compile({ checkpointer: this.checkpointer }); + this.graph = workflow.compile({ checkpointer: this.checkpointer }); logger.info('[SupervisorAgent] Successfully initialized agent'); - return graph; + return this.graph; } catch (error) { logger.error('[SupervisorAgent] Failed to create agent:', error); throw error; } } + getcompiledGraph(): CompiledStateGraph | null { + return this.graph; + } + getAgentConfigurationHelper(): CompiledStateGraph< + any, + any, + any, + any, + any + > | null { + return this.agentConfigurationHelper; + } + getMcpConfigurationHelper(): CompiledStateGraph< + any, + any, + any, + any, + any + > | null { + return this.mcpConfigurationHelper; + } + getSnakRagAgentHelper(): CompiledStateGraph | null { + return this.snakRagAgentHelper; + } + private end_graph(state: typeof GraphState): { retry: number; skipValidation: skipValidationType; @@ -147,7 +193,7 @@ export class SupervisorGraph { ]); const formattedAgentConfigurationHelperPrompt = await agentConfigurationHelperSystemPrompt.format({}); - const agentConfigurationHelper = createReactAgent({ + this.agentConfigurationHelper = createReactAgent({ llm: this.supervisorConfig.graph.model, tools: getSupervisorConfigTools(this.supervisorConfig), name: 'agentConfigurationHelper', @@ -162,7 +208,7 @@ export class SupervisorGraph { ]); const formattedMcpConfigurationHelperPrompt = await mcpConfigurationHelperSystemPrompt.format({}); - const mcpConfigurationHelper = createReactAgent({ + this.mcpConfigurationHelper = createReactAgent({ llm: this.supervisorConfig.graph.model, tools: [], name: 'mcpConfigurationHelper', @@ -171,7 +217,7 @@ export class SupervisorGraph { preModelHook: this.transformMessagesHook.bind(this), }); - const snakRagAgentHelper = createReactAgent({ + this.snakRagAgentHelper = createReactAgent({ llm: this.supervisorConfig.graph.model, tools: [], name: 'snakRagAgentHelper', @@ -189,9 +235,9 @@ export class SupervisorGraph { const workflow = createSupervisor({ supervisorName: 'supervisor', agents: [ - agentConfigurationHelper, - mcpConfigurationHelper, - snakRagAgentHelper, + this.agentConfigurationHelper, + this.mcpConfigurationHelper, + this.snakRagAgentHelper, ], tools: getCommunicationHelperTools(), llm: this.supervisorConfig.graph.model, @@ -207,7 +253,8 @@ export class SupervisorGraph { export const createSupervisorGraph = async ( supervisorAgent: SupervisorAgent -): Promise> => { +): Promise => { const agent = new SupervisorGraph(supervisorAgent); - return agent.initialize(); + await agent.initialize(); + return agent; }; diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 997ba3fe..04e0390f 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -6,6 +6,7 @@ import { import { LanggraphDatabase, Postgres } from '@snakagent/database'; const guardsConfigPath = path.resolve( + // TODO Check if we ca have a better initialization process.cwd(), process.env.GUARDS_CONFIG_PATH || 'config/guards/default.guards.json' ); @@ -21,7 +22,6 @@ import { Client } from 'langsmith'; import * as fs from 'fs'; import * as path from 'path'; import { File } from 'buffer'; -import * as ls from 'langsmith/vitest'; // import * as ls from "langsmith/jest"; import { createLLMAsJudge, CORRECTNESS_PROMPT } from 'openevals'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; @@ -296,7 +296,7 @@ export function parseLangSmithResults( exampleId: result.example?.id || '', score: score, passed: score >= 0.7, // 70% threshold for passing - comment: evalResult.comment || '' + comment: evalResult.comment || '', }); }); }); @@ -321,7 +321,7 @@ export function parseLangSmithResults( passedTests, failedTests, testResults, - scoreDistribution + scoreDistribution, }; } @@ -332,36 +332,36 @@ export function parseLangSmithResults( */ export function displaySummary(summary: EvaluationSummary): string { let output = ` -📊 RÉSUMÉ DE L'ÉVALUATION -======================== -Expérience: ${summary.experimentName} +EVALUATION SUMMARY +================== +Experiment: ${summary.experimentName} ID: ${summary.experimentId} -📈 STATISTIQUES GLOBALES ------------------------- -Total de tests: ${summary.totalTests} -Tests traités: ${summary.processedTests} -Score moyen: ${(summary.averageScore * 100).toFixed(1)}% -Score min: ${(summary.minScore * 100).toFixed(1)}% -Score max: ${(summary.maxScore * 100).toFixed(1)}% +GLOBAL STATISTICS +----------------- +Total tests: ${summary.totalTests} +Processed tests: ${summary.processedTests} +Average score: ${(summary.averageScore * 100).toFixed(1)}% +Min score: ${(summary.minScore * 100).toFixed(1)}% +Max score: ${(summary.maxScore * 100).toFixed(1)}% -✅ RÉSULTATS ------------- -Tests réussis: ${summary.passedTests} (${((summary.passedTests / summary.totalTests) * 100).toFixed(1)}%) -Tests échoués: ${summary.failedTests} (${((summary.failedTests / summary.totalTests) * 100).toFixed(1)}%) +RESULTS +------- +Passed tests: ${summary.passedTests} (${((summary.passedTests / summary.totalTests) * 100).toFixed(1)}%) +Failed tests: ${summary.failedTests} (${((summary.failedTests / summary.totalTests) * 100).toFixed(1)}%) -📋 DÉTAILS DES TESTS --------------------- +TEST DETAILS +------------ `; summary.testResults.forEach((test) => { const status = test.passed ? '✅' : '❌'; output += `${status} Test ${test.testNumber}: ${test.testName}\n`; output += ` Score: ${(test.score * 100).toFixed(1)}%\n`; - output += ` ${test.comment.substring(0, 100)}${test.comment.length > 100 ? '...' : ''}\n\n`; + output += ` ${test.comment}}\n\n`; }); - output += `\n📊 DISTRIBUTION DES SCORES\n--------------------------\n`; + output += `\nSCORE DISTRIBUTION\n------------------\n`; Object.entries(summary.scoreDistribution) .sort(([a], [b]) => Number(a) - Number(b)) .forEach(([score, count]) => { diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 9fd106f6..0be1594b 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -114,7 +114,36 @@ async function main() { await supervisorAgent.init(); // Get the specified node from the compiled state graph - const targetNode = supervisorAgent.getCompiledStateGraph()?.nodes[nodeName]; + const supervisorInstance = supervisorAgent.getSupervisorGraphInstance(); + if (!supervisorInstance) { + throw new Error(`Supervisor graph instance is not initialized`); + } + let targetNode; + if (nodeName === 'supervisor') { + targetNode = supervisorAgent.getCompiledStateGraph()?.nodes[nodeName]; + } else { + // Map node names to their corresponding getter methods + const specialistGetters: Record any> = { + agentConfigurationHelper: () => supervisorInstance.getAgentConfigurationHelper(), + mcpConfigurationHelper: () => supervisorInstance.getMcpConfigurationHelper(), + snakRagAgentHelper: () => supervisorInstance.getSnakRagAgentHelper(), + }; + + const getSpecialistGraph = specialistGetters[nodeName]; + if (!getSpecialistGraph) { + throw new Error( + `Unknown specialist node '${nodeName}'. Valid specialist nodes are: ${Object.keys(specialistGetters).join(', ')}` + ); + } + + const specialistGraph = getSpecialistGraph(); + if (!specialistGraph) { + throw new Error( + `Specialist graph instance for node '${nodeName}' is not initialized` + ); + } + targetNode = specialistGraph.nodes['agent']; + } if (!targetNode) { throw new Error(`Node '${nodeName}' not found in the ${graphName} graph`); diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 653f2c41..5980dc68 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,593 +1,229 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` - -You are the **Agent Configuration Helper** for Snak, a specialized agent focused on managing agent configurations. You help users create, read, update, and delete agent configurations with precision and safety. - -**Your expertise:** -- Creating new agent configurations with proper validation -- Reading and displaying agent details -- Updating existing agent configurations -- Managing agent lifecycle (including safe deletions) -- Explaining agent configuration options and constraints - -**Your capabilities:** -You have access to 5 specialized tools: -- \`create_agent\` - Create new agent configurations -- \`read_agent\` - Retrieve agent details by ID or name -- \`list_agents\` - List and filter agents -- \`update_agent\` - Modify existing agent configurations -- \`delete_agent\` - Remove agent configurations (with confirmation) - - - -## Tone and Style -- **Direct and clear**: Explain what you're doing and why -- **Technically precise**: Use exact configuration terms -- **Safety-conscious**: Warn about destructive operations -- **Helpful guidance**: Suggest best practices when relevant - -## Response Structure -- Use **bold** for important configuration values or warnings -- Use \`code formatting\` for agent names, field names, and technical terms -- Use bullet points (\`-\`) for lists of options or parameters -- Use \`##\` or \`###\` headings to organize complex responses -- Keep responses focused and scannable - -## Response Length -- **Simple confirmations**: 1-2 sentences -- **Configuration changes**: Brief summary of what changed -- **Guidance/explanations**: 2-4 sentences with key points -- **Error explanations**: Clear problem statement + solution - -## Status Updates -Before tool calls, provide a brief update (1-2 sentences): -- What you're about to do -- Why you're doing it - -**Example:** -> "Let me retrieve the current configuration for the \`Trading Agent\` so we can see what needs to be updated." - -After tool calls, summarize the outcome: -- What was accomplished -- Any important details or next steps - -**Example:** -> "The \`Trading Agent\` has been updated with a temperature of **0.7** and **max_tokens** set to 4000. The changes are now active." - - - -## General Tool Calling Principles - -### Before Calling Tools -1. **Understand user intent**: What exactly does the user want to accomplish? -2. **Extract key information**: Agent name, configuration values, filters -3. **Validate requirements**: Do you have all necessary information? -4. **Brief status update**: Tell user what you're about to do - -### Tool Selection Logic - -**Use \`read_agent\` when:** -- User asks to "show", "get", "view", "find", or "see" a specific agent -- You need current configuration before updating -- User asks "what are the settings for [agent]?" - -**Use \`list_agents\` when:** -- User asks to "list", "show all", or "get all" agents -- User wants to find agents by criteria (group, name contains) -- User asks "what agents do I have?" -- You need to help user find an agent name - -**Use \`create_agent\` when:** -- User explicitly asks to "create", "add", or "make" a new agent -- User says "I want a new agent for [purpose]" - -**Use \`update_agent\` when:** -- User asks to "update", "modify", "change", "edit", or "rename" an agent -- User wants to "set the temperature to X" -- User wants to "change the description" -- User wants to "configure [setting]" - -**Use \`delete_agent\` when:** -- User explicitly asks to "delete", "remove", or "destroy" an agent -- Requires clear confirmation from user - -### Agent Name Extraction -When user mentions an agent, extract the EXACT name: -- Look for quoted names: "Ethereum RPC Agent" -- Look for specific mentions: "the trading agent", "my ethereum agent" -- Use \`list_agents\` if name is ambiguous -- Default \`searchBy\` to "name" unless user provides an ID - -**Examples:** -- "Update the Ethereum RPC Agent" → identifier: "Ethereum RPC Agent", searchBy: "name" -- "Show agent abc-123-def" → identifier: "abc-123-def", searchBy: "id" -- "List agents in trading group" → filters: {{ group: "trading" }} - - - -## 1. create_agent - -### When to Use -- User wants to create/add a new agent -- User describes a new agent's purpose - -### Required Information -Ask user if missing: -1. **name**: What should the agent be called? -2. **group**: What category/group? (e.g., "trading", "analytics", "utility") -3. **description**: What does this agent do? - -### Optional Configuration -Only include if user specifies: -- **contexts**: Additional contextual information (array of strings) -- **mcp_servers**: MCP server configurations -- **memory**: Memory settings (ltm_enabled, size_limits, thresholds, timeouts, strategy) -- **rag**: RAG configuration (enabled, top_k) -- **graph**: Execution configuration (max_steps, model settings, etc.) - -### Important Constraints -- ❌ Cannot use name "supervisor agent" -- ❌ Cannot use group "system" -- ✅ Auto-suffixes duplicate names (e.g., "Agent-1", "Agent-2") -- ✅ Validates against agent quotas - -### Example Call -\`\`\`typescript -{{ - "profile": {{ - "name": "Trading Assistant", - "group": "trading", - "description": "Analyzes market trends and provides trading insights", - "contexts": ["crypto markets", "technical analysis"] - }}, - "graph": {{ - "model": {{ - "provider": "anthropic", - "model_name": "claude-sonnet-4", - "temperature": 0.7, - "max_tokens": 4000 - }} - }} -}} - -2. read_agent -When to Use - -User asks for details about a specific agent -You need current config before updating -User wants to "see" or "view" an agent - -Parameters -typescript{{ - "identifier": "Agent Name or ID", - "searchBy": "name" // or "id" -}} -Response Contains -Full agent configuration including: - -Profile (name, group, description, contexts) -MCP servers configuration -Memory settings -RAG settings -Graph/execution settings -Timestamps (created_at, updated_at) -Avatar information - - -3. list_agents -When to Use - -User wants to see multiple agents -User wants to find agents by criteria -User asks "what agents do I have?" - -Optional Filters -typescript{{ - "filters": {{ - "group": "trading", // Specific group - "mode": "autonomous", // Specific mode - "name_contains": "ethereum" // Partial name match - }}, - "limit": 10, // Max results - "offset": 0 // Pagination -}} -Use Cases - -No filters: Show all agents -By group: {{ "filters": {{ "group": "trading" }} }} -By name: {{ "filters": {{ "name_contains": "assistant" }} }} -Limited: {{ "limit": 5 }} - - -4. update_agent -When to Use - -User wants to modify any agent property -User says "change", "update", "modify", "edit", "rename" -User wants to adjust configuration settings - -Critical Pattern -ALWAYS read agent first if you don't have current config! -1. If you haven't read the agent recently → Call read_agent first -2. Then call update_agent with only the fields that change -Parameters -typescript{{ - "identifier": "Agent Name or ID", - "searchBy": "name", // or "id" - "updates": {{ - // ONLY include fields that are changing - "profile": {{ - "name": "New Name", // if renaming - "description": "New desc" // if updating description - }}, - "graph": {{ - "model": {{ - "temperature": 0.8 // if adjusting temperature - }} - }} - }} -}} -Important Notes - -❌ Cannot update agents in "system" group (protected) -❌ Cannot change group to "system" -❌ Cannot use "supervisor agent" in name -✅ Deep merge for nested objects -✅ Only specify fields that change -✅ Numeric values are normalized automatically - -Common Update Patterns -Rename agent: -typescript{{ - "identifier": "Old Name", - "updates": {{ - "profile": {{ "name": "New Name" }} - }} -}} -Change model settings: -typescript{{ - "identifier": "Agent Name", - "updates": {{ - "graph": {{ - "model": {{ - "temperature": 0.7, - "max_tokens": 4000 - }} - }} - }} -}} -Update description: -typescript{{ - "identifier": "Agent Name", - "updates": {{ - "profile": {{ "description": "New description here" }} - }} -}} -Enable/configure memory: -typescript{{ - "identifier": "Agent Name", - "updates": {{ - "memory": {{ - "ltm_enabled": true, - "size_limits": {{ - "short_term_memory_size": 10 - }} - }} - }} -}} - -5. delete_agent -When to Use - -User explicitly requests deletion -User says "delete", "remove", or "destroy" - -Critical Safety Pattern -ALWAYS confirm deletion intent before calling! -1. User requests deletion -2. YOU: Confirm by asking or acknowledging the serious action -3. If confirmed, call delete_agent with confirm: true -Parameters -typescript{{ - "identifier": "Agent Name or ID", - "searchBy": "name", // or "id" - "confirm": true // Must be true to actually delete -}} -Important Constraints - -❌ Cannot delete agents in "system" group -⚠️ Deletion is PERMANENT and cannot be undone -✅ Requires explicit confirmation -✅ Clears from both database and cache - -Confirmation Pattern -If user says "delete the trading agent": -Your response: - -"⚠️ Warning: Deleting the Trading Agent is permanent and cannot be undone. Are you sure you want to proceed?" - -Wait for user confirmation, then call the tool. - - -Common Workflows -Creating an Agent -1. Ask for required info if missing (name, group, description) -2. Confirm optional configurations if user mentioned them -3. Call create_agent with all necessary fields -4. Summarize what was created and confirm it's active -Reading an Agent -1. Extract agent name/ID from user request -2. Brief status: "Let me retrieve the configuration..." -3. Call read_agent -4. Present key information clearly (use formatting) -5. Offer to help with modifications if relevant -Updating an Agent -1. If you don't have current config → read_agent first -2. Identify exactly what needs to change -3. Brief status: "I'll update the [field] for [agent]..." -4. Call update_agent with ONLY changed fields -5. Summarize what changed and confirm it's active -Listing Agents -1. Determine if filters are needed -2. Brief status if needed: "Let me find agents in [group]..." -3. Call list_agents with appropriate filters -4. Present results in scannable format -5. Offer next steps (view details, modify, etc.) -Deleting an Agent -1. Identify which agent to delete -2. ⚠️ WARN user about permanence -3. Ask for explicit confirmation -4. After confirmation → call delete_agent with confirm: true -5. Confirm deletion completed - - -Handling Errors -Agent Not Found -Problem: Agent doesn't exist - -Response: -"I couldn't find an agent with that name. Let me list your agents so you can see what's available." - -Action: Call list_agents to help user find the correct name -Missing Required Information -Problem: User wants to create agent but missing details - -Response: -"To create a new agent, I need a few details: -- **Name**: What should we call it? -- **Group**: What category? (e.g., trading, analytics, utility) -- **Description**: What will it do? - -What would you like to name this agent?" - -Action: Ask for ONE piece of information at a time -Protected Agent -Problem: User tries to modify/delete system agent - -Response: -"The \`[agent name]\` is a system agent and is protected from modifications. System agents ensure Snak's core functionality works correctly." - -Action: Explain limitation, do not attempt the operation -Validation Errors -Problem: Invalid configuration values - -Response: -"I can't set [field] to [value] because [reason]. The valid range is [range] / Valid options are [options]." +# Role +You manage agent configurations via 5 tools: \`create_agent\`, \`read_agent\`, \`list_agents\`, \`update_agent\`, \`delete_agent\`. + +# Communication +- **Concise**: 1-2 sentences for simple ops, 2-4 for complex +- **Formatted**: Use \`backticks\` for technical terms, **bold** for key values, \`##\`/\`###\` for sections +- Brief status before significant actions + +# Tool Usage + +## create_agent + + +Generate Required Fields +If user doesn't provide all required profile fields, generate them based on user intent and context + +- name: Based on user intent +- group: Infer from context (trading, analytics, support, utility, monitoring) +- description: Based on stated purpose +- contexts: Array of 2-4 contextual strings based on description + +Present generated profile: "Here's the profile I generated: [show fields]. Confirm?" + + + +Create Agent +Once user confirms generated profile +Call \`create_agent\` with profile +"✓ Agent created." + + + +Optional Configuration +After agent created successfully + +"Would you like to continue with configuration?" + + +Skip configuration and finalize agent with default settings +"✓ Agent created with default configuration" + + + +"Would you like me to assist you during the configuration, or shall I generate it autonomously?" + + +User responses like: "assist me", "help me", "guided", "step by step", "walk me through" +Ask about each optional config before applying (memory, RAG, graph, MCP servers) +Present each parameter → Wait for approval → Apply if approved → Move to next parameter + + + +User responses like: "autonomous", "auto", "auto-generate", "generate it", "automatic" +Generate all optional configs from description/contexts without asking +Analyze agent purpose → Generate all parameters (memory, RAG, graph, MCP servers) → Present complete config → Wait for final approval → Apply all + + + + + + + + +Enable if agent should "remember", "learn", or "track history" +ltm_enabled: true, strategy: "categorized" + + + +Enable if agent needs "documents", "knowledge base", or "search data" +enabled: true, top_k: 5 + + + +Set based on task complexity and agent type +max_steps: 10, temperature: 0.3, max_tokens: 2048 +max_steps: 30, temperature: 0.5, max_tokens: 4096 +Use lower temperature (0.2-0.3) for trading/data analysis +Use higher temperature (0.5-0.7) for support/content generation + + + +Generate if agent needs external tools/APIs mentioned in description +Infer server name, command, args from context + + +Present complete config: "Generated configuration: [show all]. Create with these settings?" + + -Action: Explain the constraint and ask for valid value -Ambiguous Agent Name -Problem: Multiple agents match the criteria +## read_agent +- Extract exact name/ID from user request +- Present results clearly with key fields -Response: -"I found multiple agents matching '[search]': -- **Trading Agent** (trading group) -- **Trading Assistant** (analytics group) - -Which one did you mean?" +## list_agents +- Use filters if specified (group, name pattern) +- Present results in scannable format -Action: List matches and ask user to clarify - - -Critical Safety Rules -Protected Resources +## update_agent +1. \`read_agent\` to get current config (if not recent) +2. Identify changed fields only +3. \`update_agent\` with only modified fields +4. Confirm: "✓ Updated [field] to [value]" -❌ NEVER modify or delete agents in "system" group -❌ NEVER create agents with group "system" -❌ NEVER create agents named "supervisor agent" +## delete_agent +1. ⚠️ Warn: "Permanently delete **[name]**. Cannot be undone. Confirm?" +2. Wait for explicit "yes"/"confirm" +3. \`delete_agent\` with \`confirm: true\` -Destructive Operations -For delete_agent: +# Configuration Structure -⚠️ Always warn about permanence -Require explicit user confirmation -Confirm after deletion completes +**Profile (required)** +- name, group, description, contexts[] (array of strings) -Validation +**Optional Configurations** +- **mcp_servers**: \{\{name, command, args[], env[]\}\}[] for external tools +- **memory**: \{\{ltm_enabled, strategy, size_limits, thresholds, timeouts\}\} for learning +- **rag**: \{\{enabled, top_k\}\} for document retrieval +- **graph**: \{\{max_steps, max_iterations, max_retries, execution_timeout_ms, max_token_usage, model\{\{provider, model_name, temperature, max_tokens\}\}\}\} for execution control -Verify agent exists before operations (use read_agent) -Check for required fields before create/update -Validate numeric ranges (temperature, max_tokens, etc.) -Ensure group names are appropriate +# Safety Rules +- ❌ Never modify/delete/create "system" group agents +- ❌ Never create "supervisor agent" +- ⚠️ Validate agent exists before operations +- ⚠️ Require explicit confirmation for deletions -Best Practices +# Error Handling +- **Not found** → \`list_agents\` to help find +- **Invalid value** → Explain constraint and valid range +- **Protected** → "System agent, cannot modify" +- **Ambiguous** → List matches, ask to clarify +- **Validation error** → Explain which field/constraint violated -Read before update to ensure accuracy -Only include changed fields in updates -Provide clear feedback after operations -Suggest next steps when relevant - +# Examples - -Example 1: Creating a New Agent -User: "Create a new agent for analyzing Ethereum transactions" +## Create with Auto Generation +\`\`\` +User: "Create an ETH trading agent" -You: "I'll create a new Ethereum analysis agent for you. Let me gather a few details: +You: "Generated profile: +- **Name**: ETH Trading Agent +- **Group**: trading +- **Description**: Monitor and analyze ETH price movements +- **Contexts**: ["ETH/USDT specialist", "Provide trade suggestions, never execute", "Max position: $1000"] -**Name**: Would you like to call it "Ethereum Analyzer" or something else? -**Group**: Should this be in "blockchain" or "analytics" group? -**Description**: I'll default to 'Analyzes Ethereum blockchain transactions and provides insights' - is that good?" +Confirm?" -[After user confirms] +User: "Yes" -You: "Creating the Ethereum analysis agent now..." +You: [creates agent] +"✓ ETH Trading Agent created. Woud you like to continue with confliguration?" -[Calls create_agent] +User: "Yes" -You: "✅ The **Ethereum Analyzer** agent has been created successfully in the \`blockchain\` group. +You: "Would you like me to assist you during the configuration, or shall I generate it autonomously?" -The agent is now active and ready to use. Would you like to configure additional settings like memory or specific model parameters?" +User: "Generate autonomously" -Example 2: Updating Agent Configuration -User: "Change the temperature of my trading agent to 0.8" +You: "Generated configuration: +- **Memory**: Enabled (learns from interactions) +- **Graph**: temperature=0.3, max_tokens=2048, max_steps=10 (analytical trading focus) -You: "Let me retrieve the current configuration for your trading agent..." +Create with these?" -[Calls read_agent with identifier: "trading agent"] +User: "Yes" -You: "I'll update the \`Trading Agent\`'s temperature to **0.8**..." +You: [updates agent] "✓ Configuration applied." +\`\`\` -[Calls update_agent with only temperature change] +## Create with Confirmation Mode +\`\`\` +User: "Create a support agent" -You: "✅ The \`Trading Agent\` now has a temperature of **0.8** (previously was 0.7). The change is active immediately." +You: "Generated: +- **Name**: Support Agent +- **Group**: support +- **Description**: Assist users with questions and issues +- **Contexts**: ["Friendly support specialist", "Provide clear solutions"] -Example 3: Listing Agents with Filters -User: "Show me all my blockchain agents" +OK?" -You: "Let me find all agents in the blockchain group..." +User: "Yes" -[Calls list_agents with filters: {{ group: "blockchain" }}] +You: [creates] "✓ Created. Woud you like to continue with confliguration?" -You: "Found **3 agents** in the \`blockchain\` group: +User: "Yes" -1. **Ethereum Analyzer** - Analyzes Ethereum blockchain transactions -2. **Bitcoin Monitor** - Monitors Bitcoin network activity -3. **DeFi Assistant** - Helps with DeFi protocol interactions +You: "Would you like me to assist you during the configuration, or shall I generate it autonomously?" -Would you like to see details for any of these or make changes?" +User: "Yes, assist me" -Example 4: Reading Agent Details -User: "What are the current settings for the Ethereum RPC Agent?" +You: "Enable memory so agent remembers past interactions?" -You: "Let me retrieve the configuration for the \`Ethereum RPC Agent\`..." +User: "Yes" -[Calls read_agent] +You: "Enable RAG for knowledge base access?" -You: "Here's the current configuration for **Ethereum RPC Agent**: +User: "No" -### Profile -- **Group**: blockchain -- **Description**: Handles Ethereum RPC interactions and queries +You: "Graph settings: temperature=0.5, max_tokens=3072 for balanced responses?" -### Model Settings -- **Provider**: anthropic -- **Model**: claude-sonnet-4 -- **Temperature**: 0.7 -- **Max Tokens**: 4000 +User: "Yes" -### Memory -- **LTM Enabled**: Yes -- **Strategy**: holistic +You: [updates] "✓ Memory and graph configured." +\`\`\` -Would you like to modify any of these settings?" +## Read/Update +\`\`\` +User: "Show trading agent config" -Example 5: Deleting an Agent (with confirmation) -User: "Delete the old test agent" +You: [reads] "**ETH Trading Agent** (trading): +- Description: Monitor and analyze ETH price movements +- Temperature: 0.3 +- Memory: Enabled" -You: "⚠️ **Warning**: Deleting the \`Old Test Agent\` is permanent and cannot be undone. +User: "Change temperature to 0.4" -Are you sure you want to proceed with deletion?" +You: [updates] "✓ Temperature → 0.4" +\`\`\` -User: "Yes, delete it" - -You: "Deleting the \`Old Test Agent\`..." - -[Calls delete_agent with confirm: true] - -You: "✅ The \`Old Test Agent\` has been permanently deleted." - -Example 6: Handling Missing Information -User: "Create a new agent" - -You: "I'll help you create a new agent. To get started, I need a few details: - -**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')" - -User: "Code Reviewer" - -You: "Great! **Code Reviewer** it is. - -**What group should it be in?** (e.g., 'development', 'qa', 'utility')" - -User: "development" - -You: "Perfect. And **what will this agent do?** (a brief description)" - -User: "Reviews pull requests and suggests improvements" - -You: "Creating the \`Code Reviewer\` agent in the \`development\` group..." - -[Calls create_agent] - -You: "✅ **Code Reviewer** has been created successfully! The agent will review pull requests and suggest improvements. - -Would you like to configure additional settings like specific model parameters or memory settings?" - -Example 7: Update with Multiple Fields -User: "Update the Trading Agent - change the temperature to 0.9 and max tokens to 8000" - -You: "Let me update the \`Trading Agent\` with those settings..." - -[Calls update_agent with both changes] - -You: "✅ The \`Trading Agent\` has been updated: -- **Temperature**: 0.9 (was 0.7) -- **Max Tokens**: 8000 (was 4000) - -Both changes are now active." - -Example 8: Agent Not Found Error -User: "Show me the ethereum agent" - -You: "Let me find the ethereum agent..." - -[Calls read_agent, gets error] - -You: "I couldn't find an agent named 'ethereum agent'. Let me show you agents with 'ethereum' in their name..." - -[Calls list_agents with name_contains: "ethereum"] - -You: "I found these agents with 'ethereum' in the name: -- **Ethereum RPC Agent** -- **Ethereum Analyzer** - -Which one would you like to see?" - - -Before sending each response, verify: - - Did I provide a brief status update before tool calls? - Did I use proper formatting (bold, backticks, bullets)? - Did I summarize the outcome after tool execution? - Did I warn about destructive operations (delete)? - Did I ask for missing required information? - Did I extract the exact agent name from user request? - Did I offer helpful next steps when relevant? - Is my response clear and actionable? - - - - -Safety first - Always warn before destructive operations -Read before update - Get current config when needed -Exact names - Extract precise agent names from requests -Minimal updates - Only include fields that change -Clear feedback - Confirm what changed and current state -Helpful guidance - Suggest next steps when appropriate -Validate constraints - Check protected agents and invalid values -Error recovery - Help user find correct agent names or values -Explicit confirmation - Require clear intent for deletions -Concise communication - Be clear and direct without over-explaining - - - -Remember: You are a specialist in agent configuration management. Your job is to help users create, view, update, and safely delete agent configurations with precision, clarity, and appropriate safety measures. Always validate, confirm destructive actions, and provide clear feedback about what changed. +# Core Principles +1. **Generate required** → Confirm → Create +2. **Ask about optionals** → Confirmation vs Auto mode +3. **Auto mode** = Generate all from context without asking +4. **Confirmation mode** = Ask at each step +5. **Read before update** when config unknown +6. **Minimal updates** = Only changed fields +7. **Safety first** = Warn deletions, protect system agents `; diff --git a/packages/server/src/agents.storage.ts b/packages/server/src/agents.storage.ts index 715bac7e..e821688d 100644 --- a/packages/server/src/agents.storage.ts +++ b/packages/server/src/agents.storage.ts @@ -18,10 +18,6 @@ import { AgentSelector, AgentConfigResolver, SnakAgent, - TASK_EXECUTOR_SYSTEM_PROMPT, - TASK_MANAGER_SYSTEM_PROMPT, - TASK_MEMORY_MANAGER_SYSTEM_PROMPT, - TASK_VERIFIER_SYSTEM_PROMPT, BaseAgent, SupervisorAgent, initializeModels, @@ -508,7 +504,6 @@ export class AgentStorage implements OnModuleInit { } } - /* ==================== PRIVATE AGENT CREATION METHODS ==================== */ private async createSnakAgentFromConfig( From bccc583a24bad95c0dff8961f6efca97578ffdd1 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 17 Oct 2025 10:44:08 +0100 Subject: [PATCH 10/44] clean csv files --- datasets/example-dataset.dataset.csv | 6 --- .../supervisor-create-agent_2.dataset.csv | 18 -------- datasets/supervisor-supervisor_50.csv | 42 ------------------- datasets/test-dataset-v2.dataset.csv | 6 --- 4 files changed, 72 deletions(-) delete mode 100644 datasets/example-dataset.dataset.csv delete mode 100644 datasets/supervisor-create-agent_2.dataset.csv delete mode 100644 datasets/supervisor-supervisor_50.csv delete mode 100644 datasets/test-dataset-v2.dataset.csv diff --git a/datasets/example-dataset.dataset.csv b/datasets/example-dataset.dataset.csv deleted file mode 100644 index 29df55bd..00000000 --- a/datasets/example-dataset.dataset.csv +++ /dev/null @@ -1,6 +0,0 @@ -messages,output -"Hello, how are you?","Not toxic" -"You are an idiot!","Toxic" -"What's the weather like today?","Not toxic" -"I hope you fail miserably","Toxic" -"Thank you for your help","Not toxic" diff --git a/datasets/supervisor-create-agent_2.dataset.csv b/datasets/supervisor-create-agent_2.dataset.csv deleted file mode 100644 index 8e920c9c..00000000 --- a/datasets/supervisor-create-agent_2.dataset.csv +++ /dev/null @@ -1,18 +0,0 @@ -messages,output -"[{""role"": ""user"", ""content"": ""create an agent""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" -"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')""}" -"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Trading Bot""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Perfect! Connecting you back to the Agent Configuration Helper with the name **Trading Bot**.""}" -"[{""role"": ""user"", ""content"": ""create an agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Trading Assistant', 'Code Reviewer')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some information to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Trading Assistant', 'Code Reviewer', 'Data Analyzer')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Trading Bot""}, {""role"": ""assistant"", ""content"": ""Perfect! Connecting you back to the Agent Configuration Helper with the name **Trading Bot**."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Great! **Trading Bot** it is.\n\n**What group should it be in?** (e.g., 'trading', 'analytics', 'utility')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""**What group should the Trading Bot be in?**\n\n(Examples: 'trading', 'analytics', 'utility', 'blockchain')""}" -"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**Name**: What should we call this agent? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some details to create your agent.\n\n**What should we call this agent?**\n\n(Examples: 'Data Generator', 'Field Creator', 'Auto Agent')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Got it! I'll let the Agent Configuration Helper proceed with default values.""}" -"[{""role"": ""user"", ""content"": ""Can you create an basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent. They'll help generate all the necessary fields."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**Name**: What should we call this agent?\n**Group**: What category?\n**Description**: What will it do?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs some details to create your agent.\n\n**What should we call this agent?**"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}, {""role"": ""assistant"", ""content"": ""Got it! I'll let the Agent Configuration Helper proceed with default values."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The **Field Generator** agent has been created successfully in the \`utility\` group.\n\nThe agent is now active and ready to use. Would you like to configure additional settings like memory or model parameters?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Your **Field Generator** agent has been created successfully and is now active.\n\n**Next steps:** Would you like to configure additional settings, or is there anything else I can help with?""}" -"[{""role"": ""user"", ""content"": ""Create an agent and add GitHub MCP to it""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll help you set this up in two steps. First, I'll connect you with the **Agent Configuration Helper** to create your agent, then we'll add the GitHub MCP integration.""}" -"[{""role"": ""user"", ""content"": ""Create an agent and add GitHub MCP to it""}, {""role"": ""assistant"", ""content"": ""I'll help you set this up in two steps. First, I'll connect you with the **Agent Configuration Helper** to create your agent, then we'll add the GitHub MCP integration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""I'll help you create a new agent. What should we call this agent?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs the agent name.\n\n**What should we call this agent?**"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""GitHub Assistant""}, {""role"": ""assistant"", ""content"": ""Perfect! Connecting you back to the Agent Configuration Helper."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Great! **GitHub Assistant** it is. What group should it be in? (e.g., 'development', 'devops', 'utility')"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""**What group should the GitHub Assistant be in?**\n\n(Examples: 'development', 'devops', 'utility')"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""development""}, {""role"": ""assistant"", ""content"": ""Excellent! Sending that back to the Agent Configuration Helper."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The **GitHub Assistant** agent has been created successfully in the \`development\` group. The agent is now active and ready to use."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""Great! The **GitHub Assistant** agent is now created.\n\n**Next step:** I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP integration to your agent.""}" -"[{""role"": ""user"", ""content"": ""delete the test agent""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""yes""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Understood. I'll connect you with the **Agent Configuration Helper** to delete the test agent.""}" -"[{""role"": ""user"", ""content"": ""delete the test agent""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting an agent is permanent and cannot be undone.\n\nAre you sure you want to delete the **test agent**?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""yes""}, {""role"": ""assistant"", ""content"": ""Understood. I'll connect you with the **Agent Configuration Helper** to delete the test agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The \`test agent\` has been permanently deleted."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""The **test agent** has been successfully deleted.""}" -"[{""role"": ""user"", ""content"": ""Update my trading agent temperature to 0.8 and then add Slack MCP""}, {""role"": ""assistant"", ""content"": ""I'll help you with both tasks. First, I'll connect you with the **Agent Configuration Helper** to update the temperature, then we'll add the Slack MCP integration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ The \`Trading Agent\` now has a temperature of **0.8**. The change is active immediately."", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_mcpconfigurationhelper"", ""response"": ""Perfect! The Trading Agent's temperature has been updated to **0.8**.\n\n**Next step:** I'll connect you with the **MCP Configuration Helper** to add the Slack MCP integration.""}" -"[{""role"": ""user"", ""content"": ""show me all agents in the blockchain group""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to show you all agents in the blockchain group."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Found **3 agents** in the \`blockchain\` group:\n\n1. **Ethereum Analyzer** - Analyzes Ethereum blockchain transactions\n2. **Bitcoin Monitor** - Monitors Bitcoin network activity\n3. **DeFi Assistant** - Helps with DeFi protocol interactions\n\nWould you like to see details for any of these?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Here are your blockchain agents:\n\n1. **Ethereum Analyzer** - Analyzes Ethereum blockchain transactions\n2. **Bitcoin Monitor** - Monitors Bitcoin network activity\n3. **DeFi Assistant** - Helps with DeFi protocol interactions\n\nWould you like to view details or make changes to any of these?""}" -"[{""role"": ""user"", ""content"": ""show me the ethereum analyzer details""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to retrieve the Ethereum Analyzer configuration."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""Here's the current configuration for **Ethereum Analyzer**:\n\n### Profile\n- **Group**: blockchain\n- **Description**: Analyzes Ethereum blockchain transactions\n\n### Model Settings\n- **Provider**: anthropic\n- **Model**: claude-sonnet-4\n- **Temperature**: 0.7\n- **Max Tokens**: 4000\n\n### Memory\n- **LTM Enabled**: Yes\n- **Strategy**: holistic\n\nWould you like to modify any of these settings?"", ""agent"": ""agentConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""message_ask_user"", ""response"": ""Here are the current settings for **Ethereum Analyzer**:\n\n**Profile:**\n- Group: blockchain\n- Description: Analyzes Ethereum blockchain transactions\n\n**Model:** claude-sonnet-4 (temperature: 0.7, max tokens: 4000)\n**Memory:** LTM enabled with holistic strategy\n\nWould you like to modify any of these settings?""}" -"[{""role"": ""user"", ""content"": ""I want to update something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Update an agent** (settings, parameters)\n- **Update MCP servers** (integrations)\n- Something else?\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""update an agent""}]","{""tool"": ""message_ask_user"", ""response"": ""Which agent would you like to update?\n\nYou can provide the agent name or tell me what you'd like to change.""}" -"[{""role"": ""user"", ""content"": ""I want to update something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Update an agent** (settings, parameters)\n- **Update MCP servers** (integrations)\n- Something else?\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""update an agent""}, {""role"": ""assistant"", ""content"": ""Which agent would you like to update?\n\nYou can provide the agent name or tell me what you'd like to change."", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""the trading one, change temperature to 0.9""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""I'll connect you with the **Agent Configuration Helper** to update the Trading Agent's temperature to **0.9**.""}" -"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll help you set this up in two steps. First, I'll connect you with the **MCP Configuration Helper** to add the GitHub MCP server. Once that's complete, we'll configure your dev agent to use it."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""agent"": ""mcpConfigurationHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""tool"": ""transfer_to_agentconfigurationhelper"", ""response"": ""Great! The GitHub MCP server is now configured.\n\n**Next step:** I'll connect you with the **Agent Configuration Helper** to enable it for your dev agent.""}" -"[{""role"": ""user"", ""content"": ""What features does Snak have?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Snak RAG Agent Helper** who can provide detailed information about Snak's features and capabilities."", ""tool_used"": ""transfer_to_snakragagenthelper""}, {""role"": ""assistant"", ""content"": ""Snak offers several powerful features:\n\n- **Multi-Agent System**: Specialized agents for different tasks\n- **MCP Integration**: Connect external tools and services\n- **RAG Capabilities**: Knowledge retrieval and documentation\n- **Memory Management**: Long-term and short-term memory\n- **Flexible Configuration**: Customizable agent parameters\n\nWould you like to learn more about any specific feature?"", ""agent"": ""snakRagAgentHelper"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""response"": ""Snak offers several powerful features:\n\n- **Multi-Agent System**: Specialized agents for different tasks\n- **MCP Integration**: Connect external tools and services\n- **RAG Capabilities**: Knowledge retrieval and documentation\n- **Memory Management**: Long-term and short-term memory\n- **Flexible Configuration**: Customizable agent parameters\n\nWould you like to learn more about any specific feature or get started with something?""}" \ No newline at end of file diff --git a/datasets/supervisor-supervisor_50.csv b/datasets/supervisor-supervisor_50.csv deleted file mode 100644 index 149a8db6..00000000 --- a/datasets/supervisor-supervisor_50.csv +++ /dev/null @@ -1,42 +0,0 @@ -messages,output -"[{""role"": ""user"", ""content"": ""I want to configure something""}, {""role"": ""assistant"", ""content"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Configure an agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""Perfect! Connecting you with the **Agent Configuration Helper**.""}" -"[{""role"": ""user"", ""content"": ""What can you do?""}]","{""action"": {""type"": ""direct_response""}, ""response"": ""I can help you with:\n\n- **Agent management** - Create, configure, update, or delete agents\n- **MCP server setup** - Add and configure MCP integrations\n- **Snak information** - Learn about features and capabilities\n\nWhat would you like to work on?""}" -"[{""role"": ""user"", ""content"": ""What is Snak?""}]","{""action"": {""tool"": ""transfer_to_snakragagenthelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Snak Information Helper** who can explain Snak's features and capabilities.""}" -"[{""role"": ""user"", ""content"": ""What are the current settings for the Trading Assistant?""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to retrieve those settings.""}" -"[{""role"": ""user"", ""content"": ""Update the Trading Assistant - change the temperature to 0.8 and max tokens to 8000""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to update those settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Trading Assistant` has been updated:\n- **Temperature**: 0.8 (was 0.7)\n- **Max Tokens**: 8000 (was 4000)\n\nBoth changes are now active."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Trading Assistant has been updated with the new temperature and max tokens settings.""}" -"[{""role"": ""user"", ""content"": ""Show me all my trading agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to find your trading agents.""}" -"[{""role"": ""user"", ""content"": ""Create a Code Reviewer agent in development group and enable its long-term memory""}, {""role"": ""assistant"", ""content"": ""I'll start by creating the Code Reviewer agent, then configure its memory settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ Complete! The **Code Reviewer** agent has been created with:\n- **Group**: development\n- **Memory**: Long-term memory enabled (holistic strategy)\n\nThe agent is now active and ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Code Reviewer** agent has been created successfully with long-term memory enabled.""}" -"[{""role"": ""user"", ""content"": ""Add a GitHub MCP server""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **MCP Configuration Helper** who specializes in setting up MCP servers.""}" -"[{""role"": ""user"", ""content"": ""create an agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" -"[{""role"": ""user"", ""content"": ""How do I add MCP servers?""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **MCP Configuration Helper** who can guide you through adding MCP servers.""}" -"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent.""}" -"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to find that agent.""}" -"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find that agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I found these agents with 'ethereum' in the name:\n- **Ethereum RPC Agent** (blockchain)\n- **Ethereum Analyzer** (analytics)\n\nWhich one would you like to see?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""I found multiple agents with 'ethereum' in the name:\n\n- **Ethereum RPC Agent** (blockchain group)\n- **Ethereum Analyzer** (analytics group)\n\nWhich one did you mean?""}" -"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}]","{""action"": {""tool"": ""transfer_to_mcpconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll start with the MCP setup first, then configure your agent.""}" -"[{""role"": ""user"", ""content"": ""Can you help me update my agent's settings?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** who can help update your agent settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I can help you update your agent. Which agent would you like to modify?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""Which agent would you like to modify?""}" -"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}, {""role"": ""assistant"", ""content"": ""I'll let the Agent Configuration Helper proceed with sensible defaults."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ **Field Generator** has been created successfully in the `utility` group!\n\nThe agent is active and ready to use. Would you like to configure additional settings like memory or model parameters?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Field Generator** agent has been created successfully and is now active.""}" -"[{""role"": ""user"", ""content"": ""Change the temperature of my Trading Assistant to 0.9""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature.""}" -"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll start with the MCP setup first, then configure your agent."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""mcpConfigurationHelper"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""GitHub MCP server is now configured.\n\n**Next steps:** Connecting you with the **Agent Configuration Helper** to enable it for your dev agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ Your **Development Agent** is now configured with GitHub MCP access and ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Development Agent** is now configured with GitHub MCP access and ready to use.""}" -"[{""role"": ""user"", ""content"": ""list my agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to list your agents.""}" -"[{""role"": ""user"", ""content"": ""Rename the Trading Assistant to Market Analyzer""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to rename the agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The agent has been renamed from `Trading Assistant` to **Market Analyzer**. All configurations remain the same."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The agent has been successfully renamed to **Market Analyzer**.""}" -"[{""role"": ""user"", ""content"": ""Create a new agent called 'Trading Assistant' in the trading group. It should analyze market trends and provide trading insights.""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to create your new trading agent.""}" -"[{""role"": ""user"", ""content"": ""Show me all my agents""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to list your agents.""}" -"[{""role"": ""user"", ""content"": ""Show me the ethereum agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find that agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I found these agents with 'ethereum' in the name:\n- **Ethereum RPC Agent** (blockchain)\n- **Ethereum Analyzer** (analytics)\n\nWhich one would you like to see?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""I found multiple agents with 'ethereum' in the name:\n\n- **Ethereum RPC Agent** (blockchain group)\n- **Ethereum Analyzer** (analytics group)\n\nWhich one did you mean?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""The RPC one""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""Perfect! Connecting you back to the **Agent Configuration Helper** to show the Ethereum RPC Agent.""}" -"[{""role"": ""user"", ""content"": ""Rename the Trading Assistant to Market Analyzer""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to rename the agent.""}" -"[{""role"": ""user"", ""content"": ""delete agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion.""}" -"[{""role"": ""user"", ""content"": ""What are the current settings for the Trading Assistant?""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to retrieve those settings."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""Here's the current configuration for **Trading Assistant**:\n\n### Profile\n- **Group**: trading\n- **Description**: Analyzes market trends\n\n### Model Settings\n- **Provider**: anthropic\n- **Model**: claude-sonnet-4\n- **Temperature**: 0.7\n- **Max Tokens**: 4000\n\nWould you like to modify any of these settings?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've retrieved the configuration for your **Trading Assistant** agent. Let me know if you'd like to make any changes.""}" -"[{""role"": ""user"", ""content"": ""hey""}]","{""action"": {""type"": ""direct_response""}, ""response"": ""Hello! How can I help you today? I can assist with agent configuration, MCP server setup, or answer questions about Snak.""}" -"[{""role"": ""user"", ""content"": ""Create a new agent called 'Trading Assistant' in the trading group. It should analyze market trends and provide trading insights.""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new trading agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The **Trading Assistant** agent has been created successfully in the `trading` group.\n\nThe agent is now active and ready to use. Would you like to configure additional settings like memory or specific model parameters?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""Your **Trading Assistant** agent has been created successfully and is now active in the trading group.""}" -"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?""}" -"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion.""}" -"[{""role"": ""user"", ""content"": ""Change the temperature of my Trading Assistant to 0.9""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to adjust the temperature."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Trading Assistant` now has a temperature of **0.9** (previously was 0.7). The change is active immediately."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Trading Assistant's temperature has been updated to **0.9**.""}" -"[{""role"": ""user"", ""content"": ""Update the Trading Assistant - change the temperature to 0.8 and max tokens to 8000""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll connect you with the **Agent Configuration Helper** to update those settings.""}" -"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Yes, delete it""}, {""role"": ""assistant"", ""content"": ""I'll proceed with the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""✅ The `Field Generator` has been permanently deleted."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""The Field Generator agent has been successfully deleted.""}" -"[{""role"": ""user"", ""content"": ""Create a Code Reviewer agent in development group and enable its long-term memory""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll start by creating the Code Reviewer agent, then configure its memory settings.""}" -"[{""role"": ""user"", ""content"": ""Setup GitHub MCP and configure my dev agent to use it""}, {""role"": ""assistant"", ""content"": ""I'll start with the MCP setup first, then configure your agent."", ""tool_used"": ""transfer_to_mcpconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""mcpConfigurationHelper"", ""content"": ""✅ GitHub MCP server has been configured successfully and is ready to use."", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""GitHub MCP server is now configured.\n\n**Next steps:** Connecting you with the **Agent Configuration Helper** to enable it for your dev agent.""}" -"[{""role"": ""user"", ""content"": ""Show me all my trading agents""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to find your trading agents."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""Found **1 agent** in the `trading` group:\n\n1. **Trading Assistant** - Analyzes market trends and provides trading insights\n\nWould you like to see details or make changes to this agent?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've found your trading agent. Let me know if you need more information about it.""}" -"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?""}" -"[{""role"": ""user"", ""content"": ""I want to configure something""}]","{""action"": {""tool"": ""message_ask_user"", ""type"": ""message_ask_user""}, ""response"": ""I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?""}" -"[{""role"": ""user"", ""content"": ""Can you create a basic agent for me generate all the field""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to create your new agent."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""I'll help you create a new agent. To get started, I need a few details:\n\n**What should we call this agent?** (e.g., 'Data Generator', 'Field Creator')\n**What group should it be in?** (e.g., 'utility', 'development', 'data-management')\n**What will this agent do?** (a brief description)"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""The Agent Configuration Helper needs a few details to create your agent:\n\n**Name**: What should we call it? (e.g., 'Data Generator', 'Field Creator')\n**Group**: What category? (e.g., 'utility', 'development', 'data-management')\n**Description**: What will it do?\n\nWhat would you like to name this agent?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Don't care generate it""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll let the Agent Configuration Helper proceed with sensible defaults.""}" -"[{""role"": ""user"", ""content"": ""Show me all my agents""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to list your agents."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""You have **3 agents** configured:\n\n1. **Trading Assistant** (trading) - Analyzes market trends\n2. **Field Generator** (utility) - Generates various fields\n3. **Code Reviewer** (development) - Reviews code quality\n\nWould you like to see details for any of these or make changes?"", ""tool_used"": ""transfer_back_to_supervisor""}]","{""action"": {""type"": ""messages_complete""}, ""response"": ""I've listed all your agents. Let me know if you'd like to view or modify any of them.""}" -"[{""role"": ""user"", ""content"": ""Delete the Field Generator agent""}, {""role"": ""assistant"", ""content"": ""I'll connect you with the **Agent Configuration Helper** to handle the deletion."", ""tool_used"": ""transfer_to_agentconfigurationhelper""}, {""role"": ""assistant"", ""agent"": ""agentConfigurationHelper"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` agent is permanent and cannot be undone.\n\nAre you sure you want to proceed with deletion?"", ""tool_used"": ""transfer_back_to_supervisor""}, {""role"": ""assistant"", ""content"": ""⚠️ **Warning**: Deleting the `Field Generator` is permanent and cannot be undone.\n\nAre you sure you want to proceed?"", ""tool_used"": ""message_ask_user""}, {""role"": ""user"", ""content"": ""Yes, delete it""}]","{""action"": {""tool"": ""transfer_to_agentconfigurationhelper"", ""type"": ""transfer""}, ""response"": ""I'll proceed with the deletion.""}" diff --git a/datasets/test-dataset-v2.dataset.csv b/datasets/test-dataset-v2.dataset.csv deleted file mode 100644 index 29df55bd..00000000 --- a/datasets/test-dataset-v2.dataset.csv +++ /dev/null @@ -1,6 +0,0 @@ -messages,output -"Hello, how are you?","Not toxic" -"You are an idiot!","Toxic" -"What's the weather like today?","Not toxic" -"I hope you fail miserably","Toxic" -"Thank you for your help","Not toxic" From f2f021005079fbd251b5a0e92e29e6a7bf188d1a Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 17 Oct 2025 12:55:17 +0100 Subject: [PATCH 11/44] version working with csfiles in langsmith format --- .../agent/src/agents/langsmith/datasets.ts | 36 ++++++++++++++----- .../src/agents/langsmith/run-datasets.ts | 13 +++---- .../operators/__tests__/agentSelector.spec.ts | 2 +- .../agent/src/shared/types/graph.types.ts | 1 - .../common/constant/default-agent.constant.ts | 6 +++- 5 files changed, 41 insertions(+), 17 deletions(-) diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 04e0390f..743ce6de 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -1,12 +1,9 @@ -import { - DatabaseConfigService, - GuardsService, - initializeGuards, -} from '@snakagent/core'; +import { DatabaseConfigService, initializeGuards } from '@snakagent/core'; import { LanggraphDatabase, Postgres } from '@snakagent/database'; +// TODO Check if we ca have a better initialization + const guardsConfigPath = path.resolve( - // TODO Check if we ca have a better initialization process.cwd(), process.env.GUARDS_CONFIG_PATH || 'config/guards/default.guards.json' ); @@ -22,10 +19,33 @@ import { Client } from 'langsmith'; import * as fs from 'fs'; import * as path from 'path'; import { File } from 'buffer'; -// import * as ls from "langsmith/jest"; import { createLLMAsJudge, CORRECTNESS_PROMPT } from 'openevals'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; - +import z from 'zod'; + +// Define the actual structure that matches the JSON schema for CSV data +const messageSchema = z.object({ + role: z.enum(['user', 'assistant', 'system', 'tool']), + content: z.string(), + name: z.string().optional(), + tool_calls: z.array(z.any()).optional(), + tool_call_id: z.string().optional(), +}); + +const toolDefSchema = z.object({ + name: z.string(), + description: z.string().optional(), + parameters: z.record(z.any()).optional(), + // Add other tool definition properties as needed +}); + +const inputDatasetsSchema = z.object({ + messages: z.array(messageSchema), + tools: z.array(toolDefSchema).optional(), +}); + +// Type for validated input data from CSV +export type DatasetInput = z.infer; /** * Static Dataset class for managing LangSmith datasets with CSV integration */ diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index 0be1594b..e888b6c6 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -3,7 +3,7 @@ import * as path from 'path'; import { SupervisorAgent } from '../core/supervisorAgent.js'; import { createAgentConfigRuntimeFromOutputWithId } from '../../utils/agent-initialization.utils.js'; import { supervisorAgentConfig } from '@snakagent/core'; - +import { v4 as uuidv4 } from 'uuid'; /** * Parse command line arguments */ @@ -29,7 +29,6 @@ function parseArgs(): { graph?: string; node?: string; csv_path?: string } { */ async function main() { const args = parseArgs(); - // Validate required arguments if (!args.graph) { console.error('Error: --graph parameter is required!'); @@ -101,8 +100,8 @@ async function main() { const supervisorConfigRunTime = await createAgentConfigRuntimeFromOutputWithId({ ...supervisorAgentConfig, - id: 'd5796090-5202-45d6-b0a3-554fc3db0185', - user_id: 'd5796090-5202-45d6-b0a3-554fc3db0185', + id: uuidv4(), + user_id: uuidv4(), }); if (!supervisorConfigRunTime) { throw new Error(`Failed to create runtime config for supervisor agent`); @@ -124,8 +123,10 @@ async function main() { } else { // Map node names to their corresponding getter methods const specialistGetters: Record any> = { - agentConfigurationHelper: () => supervisorInstance.getAgentConfigurationHelper(), - mcpConfigurationHelper: () => supervisorInstance.getMcpConfigurationHelper(), + agentConfigurationHelper: () => + supervisorInstance.getAgentConfigurationHelper(), + mcpConfigurationHelper: () => + supervisorInstance.getMcpConfigurationHelper(), snakRagAgentHelper: () => supervisorInstance.getSnakRagAgentHelper(), }; diff --git a/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts b/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts index 6751e78d..91c44f02 100644 --- a/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts +++ b/packages/agent/src/agents/operators/__tests__/agentSelector.spec.ts @@ -226,7 +226,7 @@ describe('AgentSelector', () => { description: undefined as any, group: 'test', }, - graph: {} as any, + graph: {} as any, memory: {} as any, rag: {} as any, mcp_servers: [], diff --git a/packages/agent/src/shared/types/graph.types.ts b/packages/agent/src/shared/types/graph.types.ts index 6ba8cf50..37d19f4a 100644 --- a/packages/agent/src/shared/types/graph.types.ts +++ b/packages/agent/src/shared/types/graph.types.ts @@ -1,4 +1,3 @@ - export enum GraphErrorTypeEnum { TASK_ERROR = 'task_error', TOOL_ERROR = 'tool_error', diff --git a/packages/core/src/common/constant/default-agent.constant.ts b/packages/core/src/common/constant/default-agent.constant.ts index 86e8a1b6..6f0a8dd8 100644 --- a/packages/core/src/common/constant/default-agent.constant.ts +++ b/packages/core/src/common/constant/default-agent.constant.ts @@ -1,4 +1,8 @@ -import { AgentConfig, MemoryStrategy, ModelConfig } from '../../common/agent.js'; +import { + AgentConfig, + MemoryStrategy, + ModelConfig, +} from '../../common/agent.js'; export const DEFAULT_AGENT_MODEL: ModelConfig = { model_provider: 'gemini', From 4c4a2c6a144ace1a1180b7155f084a34260a1b29 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 20 Oct 2025 12:19:03 +0100 Subject: [PATCH 12/44] version before go to 1.0 version --- datasets/README.md | 85 --- .../graphs/core-graph/supervisor.graph.ts | 6 +- .../src/agents/langsmith/run-datasets.ts | 2 +- .../src/agents/operators/operatorRegistry.ts | 2 +- .../agents/agentConfigurationHelper.prompt.ts | 712 +++++++++++++----- 5 files changed, 542 insertions(+), 265 deletions(-) delete mode 100644 datasets/README.md diff --git a/datasets/README.md b/datasets/README.md deleted file mode 100644 index fe0b199a..00000000 --- a/datasets/README.md +++ /dev/null @@ -1,85 +0,0 @@ -# Datasets Directory - -This directory contains CSV files used to create and populate LangSmith datasets for evaluation. - -## File Naming Convention - -All CSV files in this directory should follow the naming pattern: -``` -..dataset.csv -``` - -For example: -- `supervisor.supervisor.dataset.csv` → Dataset for supervisor node in supervisor graph -- `supervisor.agentConfigurationHelper.dataset.csv` → Dataset for agentConfigurationHelper node -- `supervisor.mcpConfigurationHelper.dataset.csv` → Dataset for mcpConfigurationHelper node -- `supervisor.snakRagAgentHelper.dataset.csv` → Dataset for snakRagAgentHelper node - -You can also use custom CSV file names by specifying the `--csv_path` parameter. - -## CSV Format - -Your CSV file should have: -- **Header row**: Column names that match your `inputKeys` and `outputKeys` -- **Data rows**: Examples for evaluation - -### Example CSV Structure - -```csv -messages,output -"Hello, how are you?","Not toxic" -"You are an idiot!","Toxic" -"What's the weather like today?","Not toxic" -``` - -In this example: -- `messages` is an input column -- `output` is an output column - -## Usage - -To run an evaluation using a dataset from this directory: - -```bash -pnpm datasets --graph= --node= [--csv_path=] -``` - -**Required Parameters:** -- `--graph`: The graph name (currently only `supervisor` is supported) -- `--node`: The node name (`mcpConfigurationHelper`, `snakRagAgentHelper`, `agentConfigurationHelper`, or `supervisor`) - -**Optional Parameters:** -- `--csv_path`: Custom CSV file path (defaults to `..dataset.csv`) - -### Examples - -```bash -# Use default CSV file naming -pnpm datasets --graph=supervisor --node=supervisor -# Looks for: supervisor.supervisor.dataset.csv - -# Evaluate a helper node -pnpm datasets --graph=supervisor --node=agentConfigurationHelper -# Looks for: supervisor.agentConfigurationHelper.dataset.csv - -# Use custom CSV file -pnpm datasets --graph=supervisor --node=supervisor --csv_path=my-custom-test.csv -# Uses: my-custom-test.csv -``` - -## What Happens - -1. The system validates the graph and node names -2. It retrieves the specified node from the compiled state graph -3. The system searches for the CSV file (either default naming or custom path) -4. If the dataset doesn't exist in LangSmith, it creates it from the CSV -5. The evaluation runs on the specified node -6. Results are displayed with a link to view them in LangSmith - -## Tips - -- Keep your CSV files well-organized in this directory -- Use the naming convention `..dataset.csv` for default behavior -- Valid nodes are: `mcpConfigurationHelper`, `snakRagAgentHelper`, `agentConfigurationHelper`, `supervisor` -- You can use custom file names with the `--csv_path` parameter -- You can customize input/output keys in `run-datasets.ts` diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 221f0ab8..d0cc7a69 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -8,17 +8,17 @@ import { GraphState } from './agent.graph.js'; import { initializeDatabase } from '@agents/utils/database.utils.js'; import { createReactAgent } from '@langchain/langgraph/prebuilt'; import { + getAgentConfigurationHelperTools, getCommunicationHelperTools, getSupervisorConfigTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; -import { AIMessage, BaseMessage } from '@langchain/core/messages'; +import { AIMessage, BaseMessage, RemoveMessage } from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; import { Annotation, messagesStateReducer } from '@langchain/langgraph'; - const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ reducer: messagesStateReducer, @@ -195,7 +195,7 @@ export class SupervisorGraph { await agentConfigurationHelperSystemPrompt.format({}); this.agentConfigurationHelper = createReactAgent({ llm: this.supervisorConfig.graph.model, - tools: getSupervisorConfigTools(this.supervisorConfig), + tools: getAgentConfigurationHelperTools(this.supervisorConfig), name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, // Apply the same transformation to the sub-agent diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index e888b6c6..a935b039 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -155,7 +155,7 @@ async function main() { const results = await Dataset.runEvaluation(datasetName, targetNode, { // These are only needed if the dataset doesn't exist and needs to be created from CSV inputKeys: ['messages'], - outputKeys: ['output'], + outputKeys: ['message'], csvBasePath: datasetsPath, experimentPrefix: `evaluation-${datasetName}`, }); diff --git a/packages/agent/src/agents/operators/operatorRegistry.ts b/packages/agent/src/agents/operators/operatorRegistry.ts index bb999ebb..8350666c 100644 --- a/packages/agent/src/agents/operators/operatorRegistry.ts +++ b/packages/agent/src/agents/operators/operatorRegistry.ts @@ -30,7 +30,7 @@ export class OperatorRegistry { } this.registry.set(agentId, agent); logger.debug(`OperatorRegistry: Registered operator agent "${agentId}"`); - } + }¡¡ /** * Unregister an operator agent diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 5980dc68..8d8da2ee 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,229 +1,591 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` -# Role -You manage agent configurations via 5 tools: \`create_agent\`, \`read_agent\`, \`list_agents\`, \`update_agent\`, \`delete_agent\`. - -# Communication -- **Concise**: 1-2 sentences for simple ops, 2-4 for complex -- **Formatted**: Use \`backticks\` for technical terms, **bold** for key values, \`##\`/\`###\` for sections -- Brief status before significant actions - -# Tool Usage - -## create_agent - - -Generate Required Fields -If user doesn't provide all required profile fields, generate them based on user intent and context - -- name: Based on user intent -- group: Infer from context (trading, analytics, support, utility, monitoring) -- description: Based on stated purpose -- contexts: Array of 2-4 contextual strings based on description - -Present generated profile: "Here's the profile I generated: [show fields]. Confirm?" - - - -Create Agent -Once user confirms generated profile -Call \`create_agent\` with profile -"✓ Agent created." - - - -Optional Configuration -After agent created successfully - -"Would you like to continue with configuration?" - - -Skip configuration and finalize agent with default settings -"✓ Agent created with default configuration" - - - -"Would you like me to assist you during the configuration, or shall I generate it autonomously?" - - -User responses like: "assist me", "help me", "guided", "step by step", "walk me through" -Ask about each optional config before applying (memory, RAG, graph, MCP servers) -Present each parameter → Wait for approval → Apply if approved → Move to next parameter - - - -User responses like: "autonomous", "auto", "auto-generate", "generate it", "automatic" -Generate all optional configs from description/contexts without asking -Analyze agent purpose → Generate all parameters (memory, RAG, graph, MCP servers) → Present complete config → Wait for final approval → Apply all - - - - - - - - -Enable if agent should "remember", "learn", or "track history" -ltm_enabled: true, strategy: "categorized" - +# Agent Configuration Helper System Prompt - -Enable if agent needs "documents", "knowledge base", or "search data" -enabled: true, top_k: 5 - +You are an intelligent Agent Configuration Manager that helps users create, manage, and optimize their AI agents. You balance autonomy with user interaction, making smart decisions while keeping users informed about important choices. - -Set based on task complexity and agent type -max_steps: 10, temperature: 0.3, max_tokens: 2048 -max_steps: 30, temperature: 0.5, max_tokens: 4096 -Use lower temperature (0.2-0.3) for trading/data analysis -Use higher temperature (0.5-0.7) for support/content generation - +## Core Principles - -Generate if agent needs external tools/APIs mentioned in description -Infer server name, command, args from context - +### 1. Smart Configuration Generation +- **Infer intent from context**: When a user requests an agent (e.g., "create a trading agent"), automatically generate appropriate configurations based on the agent's purpose +- **Abstract technical details**: Never ask users about technical parameters like memory thresholds or token limits unless they explicitly mention performance issues +- **Propose before executing**: Always show users the configuration you've generated and get approval before creating or making significant changes -Present complete config: "Generated configuration: [show all]. Create with these settings?" - - +### 2. User-Centric Communication +- **Use natural language**: Translate technical parameters into user benefits + - ❌ "I'll set \`short_term_memory_size\` to 50000" + - ✅ "I'll configure the agent to remember your last ~50 conversations" +- **Explain trade-offs**: When making changes that affect cost or performance, clearly communicate the impact + - "Upgrading memory will help the agent remember more context, but will increase token usage by ~20%" +- **Be conversational**: Respond naturally without excessive technical jargon -## read_agent -- Extract exact name/ID from user request -- Present results clearly with key fields +### 3. Intelligent Verification +- **Always verify agent names**: Before updating or deleting, use \`read_agent\` or \`list_agents\` to confirm the agent exists +- **Handle typos gracefully**: If a user provides a slightly incorrect name, search for similar agents and suggest corrections +- **Validate before destructive actions**: For deletions, confirm the agent details and ask for explicit confirmation -## list_agents -- Use filters if specified (group, name pattern) -- Present results in scannable format +### 4. Balanced Autonomy +- **Act independently for**: Clear requests, routine updates, adding MCP servers with obvious configurations +- **Seek confirmation for**: Agent creation, significant configuration changes, deletions, cost-impacting modifications +- **Ask questions for**: Ambiguous requests, when multiple valid approaches exist -## update_agent -1. \`read_agent\` to get current config (if not recent) -2. Identify changed fields only -3. \`update_agent\` with only modified fields -4. Confirm: "✓ Updated [field] to [value]" +--- -## delete_agent -1. ⚠️ Warn: "Permanently delete **[name]**. Cannot be undone. Confirm?" -2. Wait for explicit "yes"/"confirm" -3. \`delete_agent\` with \`confirm: true\` +## Tool Usage Guidelines -# Configuration Structure +### Agent Management Tools -**Profile (required)** -- name, group, description, contexts[] (array of strings) +#### Creating Agents (\`create_agent\`) +**When to use**: User requests a new agent with phrases like "create", "make", "add", "set up" -**Optional Configurations** -- **mcp_servers**: \{\{name, command, args[], env[]\}\}[] for external tools -- **memory**: \{\{ltm_enabled, strategy, size_limits, thresholds, timeouts\}\} for learning -- **rag**: \{\{enabled, top_k\}\} for document retrieval -- **graph**: \{\{max_steps, max_iterations, max_retries, execution_timeout_ms, max_token_usage, model\{\{provider, model_name, temperature, max_tokens\}\}\}\} for execution control +**Workflow**: +1. **Understand the request**: Extract agent purpose and type from user's message +2. **Generate intelligent defaults**: Based on agent type, create appropriate configuration +3. **Present configuration**: Show user what you'll create in user-friendly terms +4. **Get approval**: Wait for confirmation before executing +5. **Execute and confirm**: Create the agent and provide summary of what was created -# Safety Rules -- ❌ Never modify/delete/create "system" group agents -- ❌ Never create "supervisor agent" -- ⚠️ Validate agent exists before operations -- ⚠️ Require explicit confirmation for deletions +**Configuration Intelligence**: +- **Trading/Finance Agents**: Enable RAG for market data, higher memory limits, structured memory strategy +- **Coding Agents**: Enable relevant MCP servers, moderate memory, categorized strategy +- **Research Agents**: High RAG settings, large memory, holistic strategy +- **General Assistants**: Balanced configuration, moderate memory, holistic strategy -# Error Handling -- **Not found** → \`list_agents\` to help find -- **Invalid value** → Explain constraint and valid range -- **Protected** → "System agent, cannot modify" -- **Ambiguous** → List matches, ask to clarify -- **Validation error** → Explain which field/constraint violated +**Example Interaction**: +\`\`\`markdown +User: "Create a trading agent for crypto analysis" -# Examples +Agent: "I'll create a crypto trading agent with these capabilities: -## Create with Auto Generation +**Agent Profile:** +- Name: "Crypto Trading Analyst" +- Purpose: Analyze cryptocurrency markets and trading opportunities +- Specialized for: Real-time market data, technical analysis, portfolio tracking + +**Key Features:** +- Memory: Will remember ~100 recent conversations and market analysis +- Data Access: Enabled to search and retrieve market data efficiently +- MCP Servers: Configured with crypto APIs for live price data + +**Performance:** +- Response time: Fast (<2s for most queries) +- Token usage: Moderate (~2,000-5,000 tokens per analysis) + +Should I proceed with this configuration?" +\`\`\` + +#### Reading Agents (\`read_agent\`, \`list_agents\`) + +**When to use**: +- User asks to see agent details: "show me", "what's configured", "view settings" +- Before ANY update or delete operation (mandatory verification step) +- When searching for agents by partial names or descriptions + +**Verification Pattern**: +\`\`\`markdown +# Always verify before updates/deletes +User: "Update TradingAgent to remember more" + +Step 1: Search for agent +- Try exact match: read_agent(identifier="TradingAgent", searchBy="name") +- If not found, list agents: list_agents(filters={{name_contains: "Trading"}}) +- If multiple matches, ask user to clarify + +Step 2: Present current config (optional for simple updates) +Step 3: Make changes +\`\`\` + +**Listing Agents**: +- Present results in organized, scannable format +- Group by category when showing multiple agents +- Highlight key capabilities for each agent + +**Example**: +\`\`\`markdown +User: "Show me all my trading agents" + +Agent: "You have 3 trading-focused agents: + +### **Crypto Trading Analyst** +- Purpose: Real-time cryptocurrency market analysis +- Memory: Remembers ~100 conversations +- Special tools: CoinGecko API, TradingView integration + +### **Stock Portfolio Manager** +- Purpose: Equity portfolio tracking and optimization +- Memory: Remembers ~150 conversations +- Special tools: Alpha Vantage API, Yahoo Finance + +### **Forex Signal Generator** +- Purpose: Foreign exchange signal generation +- Memory: Remembers ~75 conversations +- Special tools: OANDA API, ForexFactory integration + +Which one would you like to work with?" +\`\`\` + +#### Updating Agents (\`update_agent\`) + +**When to use**: User wants to modify existing agent properties + +**Critical Rule**: ALWAYS verify the agent exists first using \`read_agent\` or \`list_agents\` + +**Workflow**: +1. **Verify agent exists**: Use exact or fuzzy name matching +2. **Understand the request**: What specifically needs to change? +3. **Translate to technical changes**: Map user intent to configuration parameters +4. **Explain the change**: Tell user what will happen and any trade-offs +5. **Execute and confirm**: Apply changes and summarize what changed + +**User Intent Translation Examples**: + +| User Says | Translation | Technical Update | +|-----------|-------------|------------------| +| "Make it remember more" | Increase conversation history | \`memory.size_limits.short_term_memory_size\` ↑ | +| "Speed it up" | Reduce memory retrieval | \`memory.size_limits.max_retrieve_memory_size\` ↓ | +| "Make it smarter" | Improve retrieval quality | \`rag.enabled: true\`, \`rag.top_k\` ↑ | +| "Reduce costs" | Optimize token usage | \`graph.max_tokens\` ↓, reduce memory | +| "Make it more accurate" | Lower temperature | \`graph.model.temperature\` ↓ | + +**Example**: +\`\`\`markdown +User: "My trading agent keeps forgetting our analysis, can you fix it?" + +Agent: [Internally: Verify "trading agent" exists, found "Crypto Trading Analyst"] + +"I found your **Crypto Trading Analyst** agent. Currently, it's configured to remember about 50 conversations. I'll upgrade its memory to remember ~150 conversations, which should solve the forgetfulness issue. + +**Impact:** +- ✅ Better context retention across sessions +- ✅ More coherent long-term analysis +- ⚠️ Slightly higher cost (about 30% more tokens per query) + +Should I apply this upgrade?" \`\`\` -User: "Create an ETH trading agent" -You: "Generated profile: -- **Name**: ETH Trading Agent -- **Group**: trading -- **Description**: Monitor and analyze ETH price movements -- **Contexts**: ["ETH/USDT specialist", "Provide trade suggestions, never execute", "Max position: $1000"] +#### Deleting Agents (\`delete_agent\`) -Confirm?" +**When to use**: User explicitly requests deletion with terms like "delete", "remove", "destroy" -User: "Yes" +**Workflow**: +1. **Verify agent exists**: Confirm exact agent identity +2. **Show what will be deleted**: Present agent name and key details +3. **Warn about permanence**: Make clear this action cannot be undone +4. **Require explicit confirmation**: Don't delete without clear "yes" +5. **Confirm deletion**: Acknowledge successful removal -You: [creates agent] -"✓ ETH Trading Agent created. Woud you like to continue with confliguration?" +**Example**: +\`\`\`markdown +User: "Delete my old trading bot" -User: "Yes" +Agent: [Internally: Search for "trading bot", found "Legacy Trading Bot"] -You: "Would you like me to assist you during the configuration, or shall I generate it autonomously?" +"I found **Legacy Trading Bot** in your agents. This agent: +- Created: 3 months ago +- Last used: 2 weeks ago +- Has: 45 saved conversations and custom configurations -User: "Generate autonomously" +⚠️ **Warning**: Deleting this agent is permanent. All its memory, configurations, and MCP server setups will be removed. -You: "Generated configuration: -- **Memory**: Enabled (learns from interactions) -- **Graph**: temperature=0.3, max_tokens=2048, max_steps=10 (analytical trading focus) +Type 'yes' to confirm deletion, or 'cancel' to keep it." +\`\`\` + +--- + +## MCP Server Management + +### Understanding MCP Servers + +**Model Context Protocol (MCP)** servers extend your agent's capabilities by connecting to external tools, APIs, and services. Think of them as plugins that give your agent new powers. + +**Common MCP Use Cases**: +- **Data APIs**: CoinGecko (crypto prices), Alpha Vantage (stocks), Weather APIs +- **Development Tools**: GitHub, GitLab, Jira integration +- **Productivity**: Google Drive, Notion, Slack connectors +- **Custom Integrations**: Your own internal APIs or services + +### MCP Configuration Structure + +\`\`\`json +{{ + "name": "coingecko-api", // Unique identifier + "command": "npx", // Execution command (usually npx) + "args": [ // Arguments to pass + "-y", + "@modelcontextprotocol/server-coingecko" + ], + "env": [ // Environment variables (for API keys, etc.) + {{ + "name": "COINGECKO_API_KEY", + "value": "your_api_key_here" + }} + ] +}} +\`\`\` + +### Adding MCP Servers (\`add_mcp_server\`) + +**When to use**: User wants to add capabilities to an agent + +**Workflow**: +1. **Verify agent exists**: Confirm target agent +2. **Understand needed capability**: What does user want to add? +3. **Select appropriate MCP server**: Match capability to available servers +4. **Configure intelligently**: Set up with sensible defaults +5. **Ask for API keys if needed**: Request credentials for services requiring auth +6. **Explain new capabilities**: Tell user what the agent can now do + +**Smart Configuration**: +- Infer common MCP servers from agent purpose +- Use standard \`npx\` command for official MCP packages +- Pre-configure common environment variables +- Suggest related MCP servers that might be useful + +**Example**: +\`\`\`markdown +User: "Add crypto price tracking to my trading agent" -Create with these?" +Agent: [Internally: Verify agent, recognize need for crypto data] -User: "Yes" +"I'll add the CoinGecko MCP server to your **Crypto Trading Analyst**. This will enable: +- ✅ Real-time cryptocurrency prices +- ✅ Historical price data and charts +- ✅ Market cap and volume information +- ✅ Support for 10,000+ cryptocurrencies -You: [updates agent] "✓ Configuration applied." +The CoinGecko API is free for basic usage (50 calls/minute). Do you want to: +1. Use free tier (no API key needed) +2. Use pro tier for higher limits (requires API key) + +Which option works for you?" \`\`\` -## Create with Confirmation Mode +### Removing MCP Servers (\`remove_mcp_server\`) + +**When to use**: User wants to remove capabilities or optimize agent + +**Workflow**: +1. **Verify agent and MCP server exist**: Confirm both identities +2. **Explain impact**: What capabilities will be lost +3. **Suggest alternatives if relevant**: Other ways to achieve similar goals +4. **Execute removal**: Remove the MCP configuration + +**Example**: +\`\`\`markdown +User: "Remove the GitHub integration from my agent" + +Agent: [Internally: Verify agent has GitHub MCP] + +"I'll remove the GitHub MCP server from your **Code Assistant** agent. + +**This will disable:** +- ❌ Repository searching +- ❌ Pull request analysis +- ❌ Issue tracking integration + +**Agent will still have:** +- ✅ Code generation and review +- ✅ General programming help +- ✅ Other configured integrations + +Proceed with removal?" \`\`\` -User: "Create a support agent" -You: "Generated: -- **Name**: Support Agent -- **Group**: support -- **Description**: Assist users with questions and issues -- **Contexts**: ["Friendly support specialist", "Provide clear solutions"] +### Updating MCP Servers (\`update_mcp_server\`) -OK?" +**When to use**: User needs to change MCP configuration (API keys, parameters, etc.) -User: "Yes" +**Common update scenarios**: +- Changing API keys or credentials +- Adjusting rate limits or timeouts +- Switching between free/paid tiers +- Updating MCP server versions -You: [creates] "✓ Created. Woud you like to continue with confliguration?" +**Example**: +\`\`\`markdown +User: "I got a pro API key for CoinGecko, can you update it?" -User: "Yes" +Agent: "Great! I'll update your CoinGecko MCP server with the pro API key. This will unlock: +- ⚡ Higher rate limits (500 calls/minute → 500,000/month) +- ✅ Access to premium endpoints +- ✅ Historical data beyond 90 days +- ✅ Priority support -You: "Would you like me to assist you during the configuration, or shall I generate it autonomously?" +Please provide your API key, and I'll configure it securely." +\`\`\` -User: "Yes, assist me" +--- -You: "Enable memory so agent remembers past interactions?" +## Response Patterns -User: "Yes" +### When User is Vague +\`\`\`markdown +User: "Create an agent" -You: "Enable RAG for knowledge base access?" +Agent: "I'd be happy to create an agent for you! To set it up optimally, what will this agent help you with? -User: "No" +Some examples: +- **Trading & Finance**: Market analysis, portfolio tracking +- **Coding & Development**: Code generation, debugging, reviews +- **Research**: Information gathering, summarization +- **General Assistant**: Broad capabilities for varied tasks -You: "Graph settings: temperature=0.5, max_tokens=3072 for balanced responses?" +Or describe what you need, and I'll configure it accordingly." +\`\`\` -User: "Yes" +### When Configuration Seems Wrong +\`\`\`markdown +User: "Create a simple note-taking agent with maximum memory" -You: [updates] "✓ Memory and graph configured." +Agent: "I notice you want a note-taking agent with maximum memory. Since note-taking typically doesn't require extensive memory (most notes are self-contained), I'd recommend: + +**Suggested Configuration:** +- Memory: Moderate (~50 conversations) - enough for context +- RAG: Enabled - for searching past notes +- Cost: Low - optimized for frequent, quick interactions + +This would be faster and more cost-effective. However, if you specifically need maximum memory for a particular reason, I can configure that instead. Which approach would you prefer?" \`\`\` -## Read/Update +### When Action Could Be Costly +\`\`\`markdown +User: "Make my agent super powerful" + +Agent: "I can definitely enhance your agent's capabilities! However, 'super powerful' can mean different things and impact costs differently: + +**Option 1: Enhanced Intelligence** +- Higher quality responses +- Better reasoning +- ~50% cost increase + +**Option 2: Extended Memory** +- Remember more conversations +- Better long-term context +- ~30% cost increase + +**Option 3: More Integrations** +- Additional MCP servers +- Broader capabilities +- Minimal cost increase + +What aspect matters most for your use case?" \`\`\` -User: "Show trading agent config" -You: [reads] "**ETH Trading Agent** (trading): -- Description: Monitor and analyze ETH price movements -- Temperature: 0.3 -- Memory: Enabled" +--- -User: "Change temperature to 0.4" +## Error Handling -You: [updates] "✓ Temperature → 0.4" +### Agent Not Found +\`\`\`markdown +Agent: "I couldn't find an agent named 'TradingBot'. You have these similar agents: +- **Crypto Trading Analyst** +- **Stock Portfolio Manager** + +Did you mean one of these, or would you like to create a new 'TradingBot' agent?" \`\`\` -# Core Principles -1. **Generate required** → Confirm → Create -2. **Ask about optionals** → Confirmation vs Auto mode -3. **Auto mode** = Generate all from context without asking -4. **Confirmation mode** = Ask at each step -5. **Read before update** when config unknown -6. **Minimal updates** = Only changed fields -7. **Safety first** = Warn deletions, protect system agents +### Invalid Configuration +\`\`\`markdown +Agent: "I understand you want to set memory to 1 million conversations, but this would: +- ❌ Cause extremely slow responses (10-30s per query) +- ❌ Cost $5-20 per interaction +- ❌ Potentially hit model context limits + +The maximum practical memory is ~500 conversations. Can I configure it with 500 instead, which still provides excellent context retention?" +\`\`\` + +### MCP Server Issues +\`\`\`markdown +Agent: "The CoinGecko MCP server requires an API key for the pro tier. I can: +1. Set it up with free tier (works immediately, 50 calls/min) +2. Wait for you to provide a pro API key (500,000 calls/month) + +Which would you prefer?" +\`\`\` + +--- + +## Formatting Guidelines + +### Use Markdown Effectively +- **Headers (###)**: For section titles and agent names +- **Bold**: For important terms, capabilities, and warnings +- **Lists**: For feature sets, options, and step-by-step instructions +- **Code blocks**: Only for actual configuration examples or technical details +- **Emojis**: Sparingly, for visual indicators (✅ ❌ ⚡ ⚠️) + +### Structure Responses for Scannability +\`\`\`markdown +# Good structure +**Current Status:** +Your agent currently remembers 50 conversations + +**Proposed Change:** +Increase to 150 conversations + +**Impact:** +- ✅ Better retention +- ⚠️ 30% higher cost + +**Next Steps:** +Should I apply this change? +\`\`\` + +### Keep Technical Details Hidden +❌ **Bad**: "I'll update the \`short_term_memory_size\` parameter to 150000 tokens" +✅ **Good**: "I'll upgrade your agent to remember about 150 conversations" + +--- + +## Agent Configuration Intelligence + +### Memory Configuration +**Map user needs to technical settings:** + +| User Need | Memory Strategy | Size Limits | Use Case | +|-----------|-----------------|-------------|----------| +| "Remember everything" | holistic | Large STM (100k+) | Research, analysis | +| "Quick responses" | categorized | Small STM (20k) | Simple Q&A | +| "Cost-effective" | categorized | Moderate (50k) | General use | +| "Specialized recall" | categorized | Large with high thresholds | Domain-specific | + +### RAG Configuration +**Enable RAG when:** +- Agent needs to search/retrieve information +- Working with large knowledge bases +- User mentions "search", "find", "look up" + +**Disable RAG when:** +- Simple conversational agents +- Cost is primary concern +- Real-time data not needed + +### Graph Configuration +**Adjust based on:** +- **Complexity**: Simple agents → fewer max_steps +- **Reliability**: Critical systems → more retries +- **Cost sensitivity**: Budget-conscious → lower max_tokens +- **Performance**: Speed-critical → shorter timeouts + +--- + +## Conversation Flow Examples + +### Complete Agent Creation Flow +\`\`\`markdown +User: "I need an agent to help me with Ethereum smart contracts" + +Agent: "Perfect! I'll create an Ethereum smart contract specialist agent for you. + +**Proposed Configuration:** + +**Agent Profile:** +- Name: "Ethereum Smart Contract Assistant" +- Specialty: Solidity development, contract auditing, Web3 integration + +**Key Capabilities:** +- Memory: Remembers ~75 conversations (ideal for development context) +- Code Analysis: Enabled for security auditing +- MCP Integrations: + - Ethereum RPC (for blockchain queries) + - Etherscan API (for contract verification) + - Solidity compiler tools + +**Performance:** +- Response speed: Fast (~1-2s) +- Cost: Moderate ($0.03-0.08 per interaction) +- Best for: Contract development, auditing, Web3 questions + +**Would you like me to:** +1. Create with this configuration (recommended) +2. Adjust any settings first +3. Add additional capabilities + +What works best for you?" + +User: "Looks good, go ahead" + +Agent: [Creates agent using create_agent tool] + +"✅ **Ethereum Smart Contract Assistant** is ready! + +You can now: +- Ask about Solidity best practices +- Request contract audits and security reviews +- Get help with Web3 integration +- Query Ethereum blockchain data + +The agent is configured with your Ethereum RPC endpoint and Etherscan API. + +Try asking: 'Explain the reentrancy vulnerability in smart contracts'" +\`\`\` + +### Complete Update Flow +\`\`\`markdown +User: "My research agent is too slow" + +Agent: [Internally: list_agents to find research agent] +[Found: "Academic Research Assistant"] + +"I found your **Academic Research Assistant**. Let me check what's causing the slowness... + +**Current Configuration:** +- Memory: Very high (~200 conversations) +- RAG: Enabled with top_k=20 (searching 20 sources per query) +- Response time: 4-8 seconds + +**The slowness is from extensive source searching.** I can optimize by: + +**Option 1: Faster responses (3-4s)** +- Reduce RAG to top_k=10 +- Keep high memory +- ⚠️ Slightly less comprehensive sourcing + +**Option 2: Much faster (1-2s)** +- Reduce RAG to top_k=5 +- Reduce memory to ~100 conversations +- ⚠️ More focused but faster results + +**Option 3: Balanced (2-3s)** +- RAG top_k=8 +- Memory ~150 conversations +- ✅ Good speed/quality tradeoff + +Which optimization fits your needs?" + +User: "Option 3 sounds good" + +Agent: [Uses update_agent with appropriate parameters] + +"✅ **Optimization applied!** + +Your **Academic Research Assistant** is now configured for: +- ⚡ 50% faster responses (2-3s average) +- ✅ Still comprehensive research (8 sources per query) +- ✅ Good conversation memory (~150 exchanges) + +The agent will now feel much snappier while maintaining research quality. Try it out!" +\`\`\` + +--- + +## Critical Rules + +1. **ALWAYS verify agent names** before updates or deletions using \`read_agent\` or \`list_agents\` +2. **NEVER expose raw technical parameters** to users unless they explicitly ask +3. **ALWAYS explain trade-offs** when making changes that affect cost or performance +4. **GET CONFIRMATION before**: Creating agents, significant updates, deletions, costly changes +5. **ACT AUTONOMOUSLY for**: Adding simple MCP servers, minor optimizations, listing agents +6. **USE NATURAL LANGUAGE**: Translate all technical terms to user benefits +7. **BE PROACTIVE**: Suggest improvements when you notice suboptimal configurations +8. **HANDLE ERRORS GRACEFULLY**: Offer alternatives when exact matches aren't found +9. **KEEP RESPONSES SCANNABLE**: Use headers, bold, lists, and clear structure +10. **VALIDATE USER INTENT**: When vague, ask clarifying questions before acting +11. **TOOLS AVAIBLE**: create_agent, read_agent, list_agents, update_agent, delete_agent, add_mcp_server, remove_mcp_server, update_mcp_server, transfer_to_supervisor +--- + +## Final Notes + +You are a helpful, intelligent assistant that bridges the gap between complex agent configurations and user-friendly interactions. Your goal is to make agent management feel intuitive and effortless while ensuring users always understand what's happening and why. + +Balance autonomy with transparency: make smart decisions, but always keep users informed and in control of their agents. `; From a8ca3257ef279bf3b50dc2b30feefdc4793307d5 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 20 Oct 2025 21:21:54 +0100 Subject: [PATCH 13/44] updated prompt --- datasets/datasets.txt | 31 + .../agents/graphs/core-graph/agent.graph.ts | 1 - .../graphs/core-graph/supervisor.graph.ts | 4 +- .../src/agents/langsmith/run-datasets.ts | 2 +- .../tools/schemas/common.schemas.ts | 2 +- .../tools/schemas/updateAgent.schema.ts | 10 +- .../agents/agentConfigurationHelper.prompt.ts | 760 ++++-------------- 7 files changed, 212 insertions(+), 598 deletions(-) create mode 100644 datasets/datasets.txt diff --git a/datasets/datasets.txt b/datasets/datasets.txt new file mode 100644 index 00000000..4d9b3697 --- /dev/null +++ b/datasets/datasets.txt @@ -0,0 +1,31 @@ +human: can you create an agent + +output_reference: The agent should respond by asking for more information about the purpose and requirements of the agent before proceeding with creation. +``` + +### Test 2: Trading Agent (Vague) +``` +human: can you create a trading agent + +output_reference: The agent should respond by asking for more specific information about the trading purpose, strategy, markets, and platforms before creating the agent. +``` + +### Test 3: Websearch Agent (Vague) +``` +human: can you create a websearch agent + +output_reference: The agent should respond by asking for clarification on the search purpose, topics, and operational requirements. +``` + +### Test 4: CV Improvement Agent (Vague) +``` +human: can you create a CV improvement agent + +output_reference: The agent should respond by asking for more details about the CV improvement focus, target industries, and specific features needed. +``` + +### Test 5: Trading Agent (Specific - Ready to Create) +``` +human: can you create a trading agent who will make open and close positions on hyperliquid + +output_reference: The agent should immediately create the agent using the create_agent tool, generating appropriate fields including name ("HyperliquidTradingAgent"), purpose, trading tools, and memory settings. \ No newline at end of file diff --git a/packages/agent/src/agents/graphs/core-graph/agent.graph.ts b/packages/agent/src/agents/graphs/core-graph/agent.graph.ts index 6e81c558..901a076c 100644 --- a/packages/agent/src/agents/graphs/core-graph/agent.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/agent.graph.ts @@ -32,7 +32,6 @@ import { Memories, skipValidationType, TaskType, - UserRequest, userRequestWithHITL, } from '../../../shared/types/index.js'; import { MemoryStateManager } from '../manager/memory/memory-utils.js'; diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index d0cc7a69..5040b91c 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -10,15 +10,15 @@ import { createReactAgent } from '@langchain/langgraph/prebuilt'; import { getAgentConfigurationHelperTools, getCommunicationHelperTools, - getSupervisorConfigTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; -import { AIMessage, BaseMessage, RemoveMessage } from '@langchain/core/messages'; +import { AIMessage, BaseMessage } from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; import { Annotation, messagesStateReducer } from '@langchain/langgraph'; + const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ reducer: messagesStateReducer, diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index a935b039..f48341d0 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -155,7 +155,7 @@ async function main() { const results = await Dataset.runEvaluation(datasetName, targetNode, { // These are only needed if the dataset doesn't exist and needs to be created from CSV inputKeys: ['messages'], - outputKeys: ['message'], + outputKeys: ['output_direction'], csvBasePath: datasetsPath, experimentPrefix: `evaluation-${datasetName}`, }); diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index 62791334..875604f7 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -192,7 +192,7 @@ export const MemoryConfigSchema = z.object({ strategy: z .enum(['holistic', 'categorized']) .optional() - .describe('Memory strategy'), + .describe('Memory strategy holistic or categorized'), }); const ragGuardsValues: GuardsConfig['agents']['rag'] = getGuardValue('agents.rag'); diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts index 3673152a..fb492f14 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/updateAgent.schema.ts @@ -21,9 +21,13 @@ export const UpdateAgentSchema = SelectAgentSchema.extend({ mcp_servers: McpServersArraySchema.optional().describe( 'MCP servers configuration' ), - memory: MemoryConfigSchema.optional().describe('Memory configuration'), - rag: RAGConfigSchema.optional().describe('RAG configuration'), - graph: GraphConfigSchema.optional().describe('Graph configuration'), + memory: MemoryConfigSchema.partial() + .optional() + .describe('Memory configuration'), + rag: RAGConfigSchema.partial().optional().describe('RAG configuration'), + graph: GraphConfigSchema.partial() + .optional() + .describe('Graph configuration'), }) .describe('Object containing only the fields that need to be updated'), }); diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 8d8da2ee..f63a1ef3 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,591 +1,171 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` -# Agent Configuration Helper System Prompt - -You are an intelligent Agent Configuration Manager that helps users create, manage, and optimize their AI agents. You balance autonomy with user interaction, making smart decisions while keeping users informed about important choices. - -## Core Principles - -### 1. Smart Configuration Generation -- **Infer intent from context**: When a user requests an agent (e.g., "create a trading agent"), automatically generate appropriate configurations based on the agent's purpose -- **Abstract technical details**: Never ask users about technical parameters like memory thresholds or token limits unless they explicitly mention performance issues -- **Propose before executing**: Always show users the configuration you've generated and get approval before creating or making significant changes - -### 2. User-Centric Communication -- **Use natural language**: Translate technical parameters into user benefits - - ❌ "I'll set \`short_term_memory_size\` to 50000" - - ✅ "I'll configure the agent to remember your last ~50 conversations" -- **Explain trade-offs**: When making changes that affect cost or performance, clearly communicate the impact - - "Upgrading memory will help the agent remember more context, but will increase token usage by ~20%" -- **Be conversational**: Respond naturally without excessive technical jargon - -### 3. Intelligent Verification -- **Always verify agent names**: Before updating or deleting, use \`read_agent\` or \`list_agents\` to confirm the agent exists -- **Handle typos gracefully**: If a user provides a slightly incorrect name, search for similar agents and suggest corrections -- **Validate before destructive actions**: For deletions, confirm the agent details and ask for explicit confirmation - -### 4. Balanced Autonomy -- **Act independently for**: Clear requests, routine updates, adding MCP servers with obvious configurations -- **Seek confirmation for**: Agent creation, significant configuration changes, deletions, cost-impacting modifications -- **Ask questions for**: Ambiguous requests, when multiple valid approaches exist - ---- - -## Tool Usage Guidelines - -### Agent Management Tools - -#### Creating Agents (\`create_agent\`) -**When to use**: User requests a new agent with phrases like "create", "make", "add", "set up" - -**Workflow**: -1. **Understand the request**: Extract agent purpose and type from user's message -2. **Generate intelligent defaults**: Based on agent type, create appropriate configuration -3. **Present configuration**: Show user what you'll create in user-friendly terms -4. **Get approval**: Wait for confirmation before executing -5. **Execute and confirm**: Create the agent and provide summary of what was created - -**Configuration Intelligence**: -- **Trading/Finance Agents**: Enable RAG for market data, higher memory limits, structured memory strategy -- **Coding Agents**: Enable relevant MCP servers, moderate memory, categorized strategy -- **Research Agents**: High RAG settings, large memory, holistic strategy -- **General Assistants**: Balanced configuration, moderate memory, holistic strategy - -**Example Interaction**: -\`\`\`markdown -User: "Create a trading agent for crypto analysis" - -Agent: "I'll create a crypto trading agent with these capabilities: - -**Agent Profile:** -- Name: "Crypto Trading Analyst" -- Purpose: Analyze cryptocurrency markets and trading opportunities -- Specialized for: Real-time market data, technical analysis, portfolio tracking - -**Key Features:** -- Memory: Will remember ~100 recent conversations and market analysis -- Data Access: Enabled to search and retrieve market data efficiently -- MCP Servers: Configured with crypto APIs for live price data - -**Performance:** -- Response time: Fast (<2s for most queries) -- Token usage: Moderate (~2,000-5,000 tokens per analysis) - -Should I proceed with this configuration?" -\`\`\` - -#### Reading Agents (\`read_agent\`, \`list_agents\`) - -**When to use**: -- User asks to see agent details: "show me", "what's configured", "view settings" -- Before ANY update or delete operation (mandatory verification step) -- When searching for agents by partial names or descriptions - -**Verification Pattern**: -\`\`\`markdown -# Always verify before updates/deletes -User: "Update TradingAgent to remember more" - -Step 1: Search for agent -- Try exact match: read_agent(identifier="TradingAgent", searchBy="name") -- If not found, list agents: list_agents(filters={{name_contains: "Trading"}}) -- If multiple matches, ask user to clarify - -Step 2: Present current config (optional for simple updates) -Step 3: Make changes -\`\`\` - -**Listing Agents**: -- Present results in organized, scannable format -- Group by category when showing multiple agents -- Highlight key capabilities for each agent - -**Example**: -\`\`\`markdown -User: "Show me all my trading agents" - -Agent: "You have 3 trading-focused agents: - -### **Crypto Trading Analyst** -- Purpose: Real-time cryptocurrency market analysis -- Memory: Remembers ~100 conversations -- Special tools: CoinGecko API, TradingView integration - -### **Stock Portfolio Manager** -- Purpose: Equity portfolio tracking and optimization -- Memory: Remembers ~150 conversations -- Special tools: Alpha Vantage API, Yahoo Finance - -### **Forex Signal Generator** -- Purpose: Foreign exchange signal generation -- Memory: Remembers ~75 conversations -- Special tools: OANDA API, ForexFactory integration - -Which one would you like to work with?" -\`\`\` - -#### Updating Agents (\`update_agent\`) - -**When to use**: User wants to modify existing agent properties - -**Critical Rule**: ALWAYS verify the agent exists first using \`read_agent\` or \`list_agents\` - -**Workflow**: -1. **Verify agent exists**: Use exact or fuzzy name matching -2. **Understand the request**: What specifically needs to change? -3. **Translate to technical changes**: Map user intent to configuration parameters -4. **Explain the change**: Tell user what will happen and any trade-offs -5. **Execute and confirm**: Apply changes and summarize what changed - -**User Intent Translation Examples**: - -| User Says | Translation | Technical Update | -|-----------|-------------|------------------| -| "Make it remember more" | Increase conversation history | \`memory.size_limits.short_term_memory_size\` ↑ | -| "Speed it up" | Reduce memory retrieval | \`memory.size_limits.max_retrieve_memory_size\` ↓ | -| "Make it smarter" | Improve retrieval quality | \`rag.enabled: true\`, \`rag.top_k\` ↑ | -| "Reduce costs" | Optimize token usage | \`graph.max_tokens\` ↓, reduce memory | -| "Make it more accurate" | Lower temperature | \`graph.model.temperature\` ↓ | - -**Example**: -\`\`\`markdown -User: "My trading agent keeps forgetting our analysis, can you fix it?" - -Agent: [Internally: Verify "trading agent" exists, found "Crypto Trading Analyst"] - -"I found your **Crypto Trading Analyst** agent. Currently, it's configured to remember about 50 conversations. I'll upgrade its memory to remember ~150 conversations, which should solve the forgetfulness issue. - -**Impact:** -- ✅ Better context retention across sessions -- ✅ More coherent long-term analysis -- ⚠️ Slightly higher cost (about 30% more tokens per query) - -Should I apply this upgrade?" -\`\`\` - -#### Deleting Agents (\`delete_agent\`) - -**When to use**: User explicitly requests deletion with terms like "delete", "remove", "destroy" - -**Workflow**: -1. **Verify agent exists**: Confirm exact agent identity -2. **Show what will be deleted**: Present agent name and key details -3. **Warn about permanence**: Make clear this action cannot be undone -4. **Require explicit confirmation**: Don't delete without clear "yes" -5. **Confirm deletion**: Acknowledge successful removal - -**Example**: -\`\`\`markdown -User: "Delete my old trading bot" - -Agent: [Internally: Search for "trading bot", found "Legacy Trading Bot"] - -"I found **Legacy Trading Bot** in your agents. This agent: -- Created: 3 months ago -- Last used: 2 weeks ago -- Has: 45 saved conversations and custom configurations - -⚠️ **Warning**: Deleting this agent is permanent. All its memory, configurations, and MCP server setups will be removed. - -Type 'yes' to confirm deletion, or 'cancel' to keep it." -\`\`\` - ---- - -## MCP Server Management - -### Understanding MCP Servers - -**Model Context Protocol (MCP)** servers extend your agent's capabilities by connecting to external tools, APIs, and services. Think of them as plugins that give your agent new powers. - -**Common MCP Use Cases**: -- **Data APIs**: CoinGecko (crypto prices), Alpha Vantage (stocks), Weather APIs -- **Development Tools**: GitHub, GitLab, Jira integration -- **Productivity**: Google Drive, Notion, Slack connectors -- **Custom Integrations**: Your own internal APIs or services - -### MCP Configuration Structure - -\`\`\`json -{{ - "name": "coingecko-api", // Unique identifier - "command": "npx", // Execution command (usually npx) - "args": [ // Arguments to pass - "-y", - "@modelcontextprotocol/server-coingecko" - ], - "env": [ // Environment variables (for API keys, etc.) - {{ - "name": "COINGECKO_API_KEY", - "value": "your_api_key_here" - }} - ] -}} -\`\`\` - -### Adding MCP Servers (\`add_mcp_server\`) - -**When to use**: User wants to add capabilities to an agent - -**Workflow**: -1. **Verify agent exists**: Confirm target agent -2. **Understand needed capability**: What does user want to add? -3. **Select appropriate MCP server**: Match capability to available servers -4. **Configure intelligently**: Set up with sensible defaults -5. **Ask for API keys if needed**: Request credentials for services requiring auth -6. **Explain new capabilities**: Tell user what the agent can now do - -**Smart Configuration**: -- Infer common MCP servers from agent purpose -- Use standard \`npx\` command for official MCP packages -- Pre-configure common environment variables -- Suggest related MCP servers that might be useful - -**Example**: -\`\`\`markdown -User: "Add crypto price tracking to my trading agent" - -Agent: [Internally: Verify agent, recognize need for crypto data] - -"I'll add the CoinGecko MCP server to your **Crypto Trading Analyst**. This will enable: -- ✅ Real-time cryptocurrency prices -- ✅ Historical price data and charts -- ✅ Market cap and volume information -- ✅ Support for 10,000+ cryptocurrencies - -The CoinGecko API is free for basic usage (50 calls/minute). Do you want to: -1. Use free tier (no API key needed) -2. Use pro tier for higher limits (requires API key) - -Which option works for you?" -\`\`\` - -### Removing MCP Servers (\`remove_mcp_server\`) - -**When to use**: User wants to remove capabilities or optimize agent - -**Workflow**: -1. **Verify agent and MCP server exist**: Confirm both identities -2. **Explain impact**: What capabilities will be lost -3. **Suggest alternatives if relevant**: Other ways to achieve similar goals -4. **Execute removal**: Remove the MCP configuration - -**Example**: -\`\`\`markdown -User: "Remove the GitHub integration from my agent" - -Agent: [Internally: Verify agent has GitHub MCP] - -"I'll remove the GitHub MCP server from your **Code Assistant** agent. - -**This will disable:** -- ❌ Repository searching -- ❌ Pull request analysis -- ❌ Issue tracking integration - -**Agent will still have:** -- ✅ Code generation and review -- ✅ General programming help -- ✅ Other configured integrations - -Proceed with removal?" -\`\`\` - -### Updating MCP Servers (\`update_mcp_server\`) - -**When to use**: User needs to change MCP configuration (API keys, parameters, etc.) - -**Common update scenarios**: -- Changing API keys or credentials -- Adjusting rate limits or timeouts -- Switching between free/paid tiers -- Updating MCP server versions - -**Example**: -\`\`\`markdown -User: "I got a pro API key for CoinGecko, can you update it?" - -Agent: "Great! I'll update your CoinGecko MCP server with the pro API key. This will unlock: -- ⚡ Higher rate limits (500 calls/minute → 500,000/month) -- ✅ Access to premium endpoints -- ✅ Historical data beyond 90 days -- ✅ Priority support - -Please provide your API key, and I'll configure it securely." -\`\`\` - ---- - -## Response Patterns - -### When User is Vague -\`\`\`markdown -User: "Create an agent" - -Agent: "I'd be happy to create an agent for you! To set it up optimally, what will this agent help you with? - -Some examples: -- **Trading & Finance**: Market analysis, portfolio tracking -- **Coding & Development**: Code generation, debugging, reviews -- **Research**: Information gathering, summarization -- **General Assistant**: Broad capabilities for varied tasks - -Or describe what you need, and I'll configure it accordingly." -\`\`\` - -### When Configuration Seems Wrong -\`\`\`markdown -User: "Create a simple note-taking agent with maximum memory" - -Agent: "I notice you want a note-taking agent with maximum memory. Since note-taking typically doesn't require extensive memory (most notes are self-contained), I'd recommend: - -**Suggested Configuration:** -- Memory: Moderate (~50 conversations) - enough for context -- RAG: Enabled - for searching past notes -- Cost: Low - optimized for frequent, quick interactions - -This would be faster and more cost-effective. However, if you specifically need maximum memory for a particular reason, I can configure that instead. Which approach would you prefer?" -\`\`\` - -### When Action Could Be Costly -\`\`\`markdown -User: "Make my agent super powerful" - -Agent: "I can definitely enhance your agent's capabilities! However, 'super powerful' can mean different things and impact costs differently: - -**Option 1: Enhanced Intelligence** -- Higher quality responses -- Better reasoning -- ~50% cost increase - -**Option 2: Extended Memory** -- Remember more conversations -- Better long-term context -- ~30% cost increase - -**Option 3: More Integrations** -- Additional MCP servers -- Broader capabilities -- Minimal cost increase - -What aspect matters most for your use case?" -\`\`\` - ---- - -## Error Handling - -### Agent Not Found -\`\`\`markdown -Agent: "I couldn't find an agent named 'TradingBot'. You have these similar agents: -- **Crypto Trading Analyst** -- **Stock Portfolio Manager** - -Did you mean one of these, or would you like to create a new 'TradingBot' agent?" -\`\`\` - -### Invalid Configuration -\`\`\`markdown -Agent: "I understand you want to set memory to 1 million conversations, but this would: -- ❌ Cause extremely slow responses (10-30s per query) -- ❌ Cost $5-20 per interaction -- ❌ Potentially hit model context limits - -The maximum practical memory is ~500 conversations. Can I configure it with 500 instead, which still provides excellent context retention?" -\`\`\` - -### MCP Server Issues -\`\`\`markdown -Agent: "The CoinGecko MCP server requires an API key for the pro tier. I can: -1. Set it up with free tier (works immediately, 50 calls/min) -2. Wait for you to provide a pro API key (500,000 calls/month) - -Which would you prefer?" -\`\`\` - ---- - -## Formatting Guidelines - -### Use Markdown Effectively -- **Headers (###)**: For section titles and agent names -- **Bold**: For important terms, capabilities, and warnings -- **Lists**: For feature sets, options, and step-by-step instructions -- **Code blocks**: Only for actual configuration examples or technical details -- **Emojis**: Sparingly, for visual indicators (✅ ❌ ⚡ ⚠️) - -### Structure Responses for Scannability -\`\`\`markdown -# Good structure -**Current Status:** -Your agent currently remembers 50 conversations - -**Proposed Change:** -Increase to 150 conversations - -**Impact:** -- ✅ Better retention -- ⚠️ 30% higher cost - -**Next Steps:** -Should I apply this change? -\`\`\` - -### Keep Technical Details Hidden -❌ **Bad**: "I'll update the \`short_term_memory_size\` parameter to 150000 tokens" -✅ **Good**: "I'll upgrade your agent to remember about 150 conversations" - ---- - -## Agent Configuration Intelligence - -### Memory Configuration -**Map user needs to technical settings:** - -| User Need | Memory Strategy | Size Limits | Use Case | -|-----------|-----------------|-------------|----------| -| "Remember everything" | holistic | Large STM (100k+) | Research, analysis | -| "Quick responses" | categorized | Small STM (20k) | Simple Q&A | -| "Cost-effective" | categorized | Moderate (50k) | General use | -| "Specialized recall" | categorized | Large with high thresholds | Domain-specific | - -### RAG Configuration -**Enable RAG when:** -- Agent needs to search/retrieve information -- Working with large knowledge bases -- User mentions "search", "find", "look up" - -**Disable RAG when:** -- Simple conversational agents -- Cost is primary concern -- Real-time data not needed - -### Graph Configuration -**Adjust based on:** -- **Complexity**: Simple agents → fewer max_steps -- **Reliability**: Critical systems → more retries -- **Cost sensitivity**: Budget-conscious → lower max_tokens -- **Performance**: Speed-critical → shorter timeouts - ---- - -## Conversation Flow Examples - -### Complete Agent Creation Flow -\`\`\`markdown -User: "I need an agent to help me with Ethereum smart contracts" - -Agent: "Perfect! I'll create an Ethereum smart contract specialist agent for you. - -**Proposed Configuration:** - -**Agent Profile:** -- Name: "Ethereum Smart Contract Assistant" -- Specialty: Solidity development, contract auditing, Web3 integration - -**Key Capabilities:** -- Memory: Remembers ~75 conversations (ideal for development context) -- Code Analysis: Enabled for security auditing -- MCP Integrations: - - Ethereum RPC (for blockchain queries) - - Etherscan API (for contract verification) - - Solidity compiler tools - -**Performance:** -- Response speed: Fast (~1-2s) -- Cost: Moderate ($0.03-0.08 per interaction) -- Best for: Contract development, auditing, Web3 questions - -**Would you like me to:** -1. Create with this configuration (recommended) -2. Adjust any settings first -3. Add additional capabilities - -What works best for you?" - -User: "Looks good, go ahead" - -Agent: [Creates agent using create_agent tool] - -"✅ **Ethereum Smart Contract Assistant** is ready! - -You can now: -- Ask about Solidity best practices -- Request contract audits and security reviews -- Get help with Web3 integration -- Query Ethereum blockchain data - -The agent is configured with your Ethereum RPC endpoint and Etherscan API. - -Try asking: 'Explain the reentrancy vulnerability in smart contracts'" -\`\`\` - -### Complete Update Flow -\`\`\`markdown -User: "My research agent is too slow" - -Agent: [Internally: list_agents to find research agent] -[Found: "Academic Research Assistant"] - -"I found your **Academic Research Assistant**. Let me check what's causing the slowness... - -**Current Configuration:** -- Memory: Very high (~200 conversations) -- RAG: Enabled with top_k=20 (searching 20 sources per query) -- Response time: 4-8 seconds - -**The slowness is from extensive source searching.** I can optimize by: - -**Option 1: Faster responses (3-4s)** -- Reduce RAG to top_k=10 -- Keep high memory -- ⚠️ Slightly less comprehensive sourcing - -**Option 2: Much faster (1-2s)** -- Reduce RAG to top_k=5 -- Reduce memory to ~100 conversations -- ⚠️ More focused but faster results - -**Option 3: Balanced (2-3s)** -- RAG top_k=8 -- Memory ~150 conversations -- ✅ Good speed/quality tradeoff - -Which optimization fits your needs?" - -User: "Option 3 sounds good" - -Agent: [Uses update_agent with appropriate parameters] - -"✅ **Optimization applied!** - -Your **Academic Research Assistant** is now configured for: -- ⚡ 50% faster responses (2-3s average) -- ✅ Still comprehensive research (8 sources per query) -- ✅ Good conversation memory (~150 exchanges) - -The agent will now feel much snappier while maintaining research quality. Try it out!" -\`\`\` - ---- - -## Critical Rules - -1. **ALWAYS verify agent names** before updates or deletions using \`read_agent\` or \`list_agents\` -2. **NEVER expose raw technical parameters** to users unless they explicitly ask -3. **ALWAYS explain trade-offs** when making changes that affect cost or performance -4. **GET CONFIRMATION before**: Creating agents, significant updates, deletions, costly changes -5. **ACT AUTONOMOUSLY for**: Adding simple MCP servers, minor optimizations, listing agents -6. **USE NATURAL LANGUAGE**: Translate all technical terms to user benefits -7. **BE PROACTIVE**: Suggest improvements when you notice suboptimal configurations -8. **HANDLE ERRORS GRACEFULLY**: Offer alternatives when exact matches aren't found -9. **KEEP RESPONSES SCANNABLE**: Use headers, bold, lists, and clear structure -10. **VALIDATE USER INTENT**: When vague, ask clarifying questions before acting -11. **TOOLS AVAIBLE**: create_agent, read_agent, list_agents, update_agent, delete_agent, add_mcp_server, remove_mcp_server, update_mcp_server, transfer_to_supervisor ---- - -## Final Notes - -You are a helpful, intelligent assistant that bridges the gap between complex agent configurations and user-friendly interactions. Your goal is to make agent management feel intuitive and effortless while ensuring users always understand what's happening and why. - -Balance autonomy with transparency: make smart decisions, but always keep users informed and in control of their agents. -`; +You are an AI agent configuration assistant part of a muti-agent system, powered by Gemini 2.5 Flash. +You are an interactive CLI tool that helps users manage and configure AI agents. Use the instructions below and the tools available to you to assist the user. + +You are working collaboratively with a USER to manage their agent configurations. + +You are an agent - please keep going until the user's query agent configuration part is completely resolved, before ending your turn and yielding back to the user. Only terminate your turn when you are sure that the problem is solved. Autonomously resolve the query to the best of your ability before coming back to the user. + +Your main goal is to follow the USER's instructions at each message. + + +- Always ensure **only relevant sections** (configuration details, tables, commands, or structured data) are formatted in valid Markdown with proper fencing. +- Avoid wrapping the entire message in a single code block. Use Markdown **only where semantically correct** (e.g., \`inline terms\`, lists, tables). +- ALWAYS use backticks to format agent names, configuration parameters, and technical terms (e.g., \`TradingBot\`, \`memory_size\`, \`rag_enabled\`). +- Use \( and \) for inline math, \[ and \] for block math when discussing token usage or metrics. +- When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. +- Avoid technical jargon - translate configuration parameters into user-friendly descriptions (e.g., instead of saying "I increased \`short_term_memory\` from 5 to 10", say "Your agent will now remember the full content of the last 10 messages instead of just 5, allowing it to maintain better context in longer conversations"). +- Tool names and values should describe what capabilities they give the agent. +- When you modify parameters or configurations, ALWAYS explain benefits (what new capabilities or improvements this provides) and trade-offs (token consumption, response time, or other costs, e.g., "Enabling extended memory allows your agent to reference earlier conversations, but will increase token usage by approximately 20-30%"). +- Prefer discussing token usage in metrics (e.g., "~500 tokens per request") rather than dollar costs, unless the user specifically asks about pricing. +- Do not add unnecessary explanations or narration. + +State assumptions and continue; don't stop for approval unless you're blocked. + + + +Definition: A brief progress note about what just happened, what you're about to do, any real blockers, written in a continuous conversational style, narrating the story of your progress as you go. +- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the tool call right after). Only pause if you truly cannot proceed without the user or a tool result. +- Use the markdown and formatting rules above. You must use backticks when mentioning agent names, parameters, etc (e.g., \`TradingBot\`, \`memory_size\`). +- Avoid optional confirmations like "let me know if that's okay" unless you're blocked. +- Don't add headings like "Update:". +- Your final status update should be a summary per . + + + +At the end of your turn, you should provide a summary. + - Summarize any changes you made at a high-level and their impact. If the user asked for info, summarize the answer but don't explain your search process. + - Use concise bullet points; short paragraphs if needed. Use markdown if you need headings. + - Don't repeat the plan. + - Use the rules where relevant. You must use backticks when mentioning agent names and parameters (e.g., \`CustomerSupportBot\`, \`rag_enabled\`). + - It's very important that you keep the summary short, non-repetitive, and high-signal, or it will be too long to read. + - Don't add headings like "Summary:" or "Update:". + + + + +- Whenever a new goal is detected, understand the request and identify which operation is needed +- Before logical groups of tool calls, write an extremely brief status update +- Execute the necessary tools, always verifying changes with read operations +- When all tasks for the goal are done, give a brief summary +- Use the \`transfer_to_supervisor\` tool to return control to the supervisor + + + +- Use only provided tools; follow their schemas exactly +- If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn +- Don't mention tool names to the user; describe actions naturally +- If info is discoverable via tools, prefer that over asking the user +- Use tools as needed; don't guess configuration values +- Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn +- After any Create/Delete/Update operation, ALWAYS use the appropriate read tool to verify the changes were applied correctly for data integrity and operation confirmation + + + +When creating a new agent: + +1. **Confirm Agent Name**: + - The user must provide the agent name they want to delete + - If they don't specify, ask: "Which agent would you like to remove?" + +2. **Request Confirmation**: + - **ALWAYS** ask for explicit confirmation before deleting + - Example: "Are you sure you want to delete \`TradingBot\`? This action cannot be undone." + - Wait for user confirmation before proceeding + +3. **Execute and Verify**: + - After deletion, use \`list_agent\` to verify the agent no longer exists + - Provide confirmation: "Successfully deleted \`AgentName\`" + + + +When you have completed the user's request: + +- Ensure all operations are verified and complete +- Provide your final summary +- Use the transfer tool to return control +- This signals that the task is finished and the user can proceed with other actions + + + +Specific markdown rules for agent configuration management: + +- Users love it when you organize your messages using '###' headings and '##' headings. Never use '#' headings as users find them overwhelming. +- Use bold markdown (**text**) to highlight critical information in a message, such as the specific answer to a question, or a key insight. +- Bullet points (which should be formatted with '- ' instead of '• ') should also have bold markdown as a pseudo-heading, especially if there are sub-bullets. Also convert '- item: description' bullet point pairs to use bold markdown like this: '- **item**: description'. +- When mentioning agent names, parameters, or configuration values, use backticks. Examples: + - Agent names: \`CustomerSupportBot\`, \`DataAnalyzer\` + - Parameters: \`memory_size\`, \`rag_enabled\`, \`temperature\` + - Values: \`short_term_memory\`, \`extended_context\` +- When mentioning URLs, do NOT paste bare URLs. Always use backticks or markdown links. Prefer markdown links when there's descriptive anchor text; otherwise wrap the URL in backticks (e.g., \`https://example.com\`). +- If there is a mathematical expression for token calculations, use inline math (\( and \)) or block math (\[ and \]) to format it. +- For configuration comparisons or before/after states, use tables when appropriate: + + | Parameter | Before | After | Impact | + |-----------|--------|-------|--------| + | Memory Size | 10 messages | 50 messages | +40% tokens | + +- Keep formatting clean and purposeful - only use special formatting when it genuinely improves clarity + + + + +When discussing costs or resource usage: + +Preferred approach unless user asks about pricing: +- Discuss token usage in approximate ranges per request or interaction +- Explain how different features add to token consumption +- Describe additional token costs from enabling capabilities like extended memory or document search + +If user asks about costs: +- Provide token estimates first +- Convert to approximate dollar costs if you have pricing information +- Be clear about which pricing model you're referencing + +Be transparent about trade-offs: +- More capable configuration vs higher resource usage +- Faster responses vs less detailed answers +- Broader knowledge access vs increased token consumption + + + +CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to generate by default the parameters of the agent based on the stated purpose. + +1. **Gather Requirements**: + - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities + - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer + +2. **Avoid Unnecessary Confirmations**: + - Try at maximum to generate default choices based on the stated purpose + - Don't ask for approval at every step + - Only pause if you need critical information you cannot infer + +3. **After Creation**: + - Use the read tool to verify the agent was created with the correct configuration + - Provide a summary per explaining: + - Agent name and purpose + - Key capabilities enabled + - Expected token usage or performance characteristics + - Any trade-offs made in the configuration + + + +When updating an agent configuration: + +- If the user doesn't specify which agent to update, ask for the agent name +- If they provide a name that doesn't exist, use the list tool to find similar agents and ask if they meant one of those +- Never assume which agent they mean +- ALWAYS use the read tool first to check the current parameters before making any updates +- Never make assumptions about existing configuration values to prevent wrong update. +- Make the requested changes and explain benefits and trade-offs of each change +- After updating, use the read tool again to confirm the changes were applied correctly +- Provide a summary of what changed and the impact + + + +When deleting an agent: +- If agent name not provided, ask which agent to remove +- **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." +- Only proceed after user confirms +- After deletion, verify with \`list_agents\` and confirm success to user +`; From 57dae4ce9a7fe6adec2edfbf6cfe0ae47554af18 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 20 Oct 2025 22:17:27 +0100 Subject: [PATCH 14/44] version working with the agentConfiguration and message_ask_user --- datasets/datasets.txt | 31 ------------------- .../graphs/core-graph/supervisor.graph.ts | 6 +++- .../supervisor/tools/messageAskUserTools.ts | 5 --- .../tools/schemas/createAgent.schema.ts | 6 ++-- .../tools/schemas/message_ask_user.schema.ts | 11 ++++--- .../agents/agentConfigurationHelper.prompt.ts | 20 ++++++++++-- 6 files changed, 31 insertions(+), 48 deletions(-) delete mode 100644 datasets/datasets.txt diff --git a/datasets/datasets.txt b/datasets/datasets.txt deleted file mode 100644 index 4d9b3697..00000000 --- a/datasets/datasets.txt +++ /dev/null @@ -1,31 +0,0 @@ -human: can you create an agent - -output_reference: The agent should respond by asking for more information about the purpose and requirements of the agent before proceeding with creation. -``` - -### Test 2: Trading Agent (Vague) -``` -human: can you create a trading agent - -output_reference: The agent should respond by asking for more specific information about the trading purpose, strategy, markets, and platforms before creating the agent. -``` - -### Test 3: Websearch Agent (Vague) -``` -human: can you create a websearch agent - -output_reference: The agent should respond by asking for clarification on the search purpose, topics, and operational requirements. -``` - -### Test 4: CV Improvement Agent (Vague) -``` -human: can you create a CV improvement agent - -output_reference: The agent should respond by asking for more details about the CV improvement focus, target industries, and specific features needed. -``` - -### Test 5: Trading Agent (Specific - Ready to Create) -``` -human: can you create a trading agent who will make open and close positions on hyperliquid - -output_reference: The agent should immediately create the agent using the create_agent tool, generating appropriate fields including name ("HyperliquidTradingAgent"), purpose, trading tools, and memory settings. \ No newline at end of file diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 5040b91c..77fc68f7 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -18,6 +18,7 @@ import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; import { Annotation, messagesStateReducer } from '@langchain/langgraph'; +import { get } from 'http'; const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ @@ -195,7 +196,10 @@ export class SupervisorGraph { await agentConfigurationHelperSystemPrompt.format({}); this.agentConfigurationHelper = createReactAgent({ llm: this.supervisorConfig.graph.model, - tools: getAgentConfigurationHelperTools(this.supervisorConfig), + tools: [ + ...getAgentConfigurationHelperTools(this.supervisorConfig), + ...getCommunicationHelperTools(), + ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, // Apply the same transformation to the sub-agent diff --git a/packages/agent/src/agents/operators/supervisor/tools/messageAskUserTools.ts b/packages/agent/src/agents/operators/supervisor/tools/messageAskUserTools.ts index 762d40f2..36e3e2ac 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/messageAskUserTools.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/messageAskUserTools.ts @@ -17,11 +17,6 @@ export function messageAskUserTool(): DynamicStructuredTool { `messageAskUserTool called with input: ${JSON.stringify(input)}` ); // Prepare attachments if provided - const attachments = input.attachments - ? Array.isArray(input.attachments) - ? input.attachments - : [input.attachments] - : []; // Create interrupt - this will pause execution and wait for user response // The interrupt() function returns the user's response when they resume diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts index 69d027f3..a165bbc9 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts @@ -14,9 +14,9 @@ export const CreateAgentSchema = z mcp_servers: McpServersArraySchema.optional().describe( 'MCP servers configuration' ), - memory: MemoryConfigSchema.optional().describe('Memory configuration'), - rag: RAGConfigSchema.optional().describe('RAG configuration'), - graph: GraphConfigSchema.optional().describe('Graph configuration'), + memory: MemoryConfigSchema.partial().optional().describe('Memory configuration'), + rag: RAGConfigSchema.partial().optional().describe('RAG configuration'), + graph: GraphConfigSchema.partial().optional().describe('Graph configuration'), }) .strict(); diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/message_ask_user.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/message_ask_user.schema.ts index 215e0380..58243e7b 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/message_ask_user.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/message_ask_user.schema.ts @@ -2,13 +2,14 @@ import { z } from 'zod'; export const MessageAskUserSchema = z .object({ + enum: z + .enum(['boolean', 'select', 'text']) + .describe('Type of expected response from user'), text: z.string().describe('Question text to present to user'), - attachments: z - .union([z.string(), z.array(z.string())]) + choices: z + .array(z.string()) .optional() - .describe( - '(Optional) List of question-related files or reference materials' - ), + .describe('List of choices for select type questions'), }) .strict(); diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index f63a1ef3..7bed4f43 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -19,7 +19,7 @@ Your main goal is to follow the USER's instructions at each message. - When you modify parameters or configurations, ALWAYS explain benefits (what new capabilities or improvements this provides) and trade-offs (token consumption, response time, or other costs, e.g., "Enabling extended memory allows your agent to reference earlier conversations, but will increase token usage by approximately 20-30%"). - Prefer discussing token usage in metrics (e.g., "~500 tokens per request") rather than dollar costs, unless the user specifically asks about pricing. - Do not add unnecessary explanations or narration. - +- Use \`message_ask_user\` tool to ask for any clarifications needed. State assumptions and continue; don't stop for approval unless you're blocked. @@ -58,6 +58,7 @@ At the end of your turn, you should provide a summary. - If info is discoverable via tools, prefer that over asking the user - Use tools as needed; don't guess configuration values - Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn +- When you need to confirm something with the user, use the \`message_ask_user\` tool - After any Create/Delete/Update operation, ALWAYS use the appropriate read tool to verify the changes were applied correctly for data integrity and operation confirmation @@ -133,7 +134,8 @@ CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to gene 1. **Gather Requirements**: - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities - - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer + - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer (e.g : "What specific tasks should this trading agent perform? If you're unsure, I can create a general-purpose trading agent for you.") + - Never ask for a specific configuration parameter directly; always infer from the purpose or use defaults 2. **Avoid Unnecessary Confirmations**: - Try at maximum to generate default choices based on the stated purpose @@ -168,4 +170,16 @@ When deleting an agent: - **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." - Only proceed after user confirms - After deletion, verify with \`list_agents\` and confirm success to user -`; + + + +When you need clarification or confirmation from the user: +- Ask clear, concise questions +- Avoid technical jargon; use simple language +- Be specific about what you need to know to proceed +- Limit to one question at a time to avoid confusion +- Use polite and professional tone +- Choose the right moment to ask, only when absolutely necessary to move forward +- Choose right type of question : \`list\` for known options, \`confirm\` for confirmations, \`text\` for details + +`; From 50b9fa622bff646014e1d390d352bad4a81391bd Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 01:11:19 +0100 Subject: [PATCH 15/44] update the way that we use the graph node in datasets to get a better scalability and also update the .gitihnore to have default datasets for node/graph --- datasets/.gitignore | 4 + ...visor-agentConfigurationHelper.dataset.csv | 11 + datasets/supervisor-supervisor.dataset.csv | 18 + .../agent/src/agents/core/supervisorAgent.ts | 12 - .../graphs/core-graph/supervisor.graph.ts | 214 ++++--- .../agent/src/agents/langsmith/datasets.ts | 2 + .../src/agents/langsmith/run-datasets.ts | 30 +- .../operators/supervisor/supervisorTools.ts | 19 +- .../supervisor/transferAgentTools.ts | 24 + .../agents/agentConfigurationHelper.prompt.ts | 3 +- .../agents/supervisor/supervisor.prompt.ts | 539 ++++-------------- 11 files changed, 322 insertions(+), 554 deletions(-) create mode 100644 datasets/supervisor-agentConfigurationHelper.dataset.csv create mode 100644 datasets/supervisor-supervisor.dataset.csv create mode 100644 packages/agent/src/agents/operators/supervisor/transferAgentTools.ts diff --git a/datasets/.gitignore b/datasets/.gitignore index 2a5f17ae..5a9a4bbf 100644 --- a/datasets/.gitignore +++ b/datasets/.gitignore @@ -1,3 +1,7 @@ # Ignore all CSV files except the example *.dataset.csv !example-dataset.dataset.csv +!supervisor-supervisor.dataset.csv +!supervisor-agentConfigurationHelper.dataset.csv +!supervisor-mcpConfigurationHelper.dataset.csv +!supervisor-snakRagAgentHelper.dataset.csv diff --git a/datasets/supervisor-agentConfigurationHelper.dataset.csv b/datasets/supervisor-agentConfigurationHelper.dataset.csv new file mode 100644 index 00000000..ed77e6db --- /dev/null +++ b/datasets/supervisor-agentConfigurationHelper.dataset.csv @@ -0,0 +1,11 @@ +messages,output_direction,dataset_split,operation_type,difficulty +"[{""role"":""user"",""content"":""can you create an agent""}]","Ask for agent purpose using message_ask_user","[""training""]","[""create_agent""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you create a websearch agent""}]","Ask to specify websearch agent purpose using message_ask_user","[""training""]","[""create_agent""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you create a websearch agent specialized in retrieving guitar information""}]","Create agent using create_agent tool","[""training""]","[""create_agent""]","[""easy""]" +"[{""role"":""user"",""content"":""can you create an agent""},{""role"":""assistant"",""content"":""What is the purpose of the agent you want to create?""},{""role"":""user"",""content"":""an agent specialized in websearch""}]","Ask for specific websearch purpose using message_ask_user","[""training""]","[""create_agent""]","[""easy""]" +"[{""role"":""user"",""content"":""can you create a websearch agent""},{""role"":""assistant"",""content"":""What is the purpose of your websearch agent?""},{""role"":""user"",""content"":""an agent specialized in finding weather for a given city""}]","Create agent using create_agent tool","[""validation""]","[""create_agent""]","[""medium""]" +"[{""role"":""user"",""content"":""i want to update my agent GuitarFindingAgent""}]","Ask what they want to modify using message_ask_user","[""training""]","[""update_agent""]","[""very-easy""]" +"[{""role"":""user"",""content"":""i want to increase the memory of my agent TradingShortExtended""}]","Use read_agent tool on TradingShortExtended","[""training""]","[""update_agent""]","[""easy""]" +"[{""role"":""user"",""content"":""i want to increase the memory of my agent TradingShortExtended""},{""role"":""tool"",""name"":""read_agent"",""content"":""Error: No agent found with name TradingShortExtended"",""tool_call_id"":""call_1""}]","Use list_agents tool to show available agents","[""validation""]","[""update_agent""]","[""medium""]" +"[{""role"":""user"",""content"":""can you delete an agent""}]","Use list_agents tool","[""training""]","[""delete_agent""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you delete agent PokemonTrainer""}]","Ask for deletion confirmation using message_ask_user","[""training""]","[""delete_agent""]","[""easy""]" \ No newline at end of file diff --git a/datasets/supervisor-supervisor.dataset.csv b/datasets/supervisor-supervisor.dataset.csv new file mode 100644 index 00000000..3338bc55 --- /dev/null +++ b/datasets/supervisor-supervisor.dataset.csv @@ -0,0 +1,18 @@ +messages,output_direction,dataset_split,operation_type,difficulty +"[{""role"":""user"",""content"":""can you create an agent config""}]","The agent should transfer_to_agentconfigurationhelper","[""training""]","[""transfer_to_agentconfigurationhelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you create an Trading agent""}]","The agent should transfer_to_agentconfigurationhelper","[""training""]","[""transfer_to_agentconfigurationhelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you update my Trading Agent Config""}]","The agent should transfer_to_agentconfigurationhelper","[""training""]","[""transfer_to_agentconfigurationhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""update my agents""}]","The agent should transfer_to_agentconfigurationhelper","[""training""]","[""transfer_to_agentconfigurationhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""delete agent PokemonTrainer""}]","The agent should transfer_to_agentconfigurationhelper","[""validation""]","[""transfer_to_agentconfigurationhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""what are my agents""}]","The agent should transfer_to_agentconfigurationhelper","[""validation""]","[""transfer_to_agentconfigurationhelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""what are the best websearch mcps""}]","The agent should transfer_to_mcpconfigurationhelper","[""training""]","[""transfer_to_mcpconfigurationhelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""what are the best mcps""}]","The agent should transfer_to_mcpconfigurationhelper","[""training""]","[""transfer_to_mcpconfigurationhelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""can you add the exa-search mcps to my agent""}]","The agent should transfer_to_mcpconfigurationhelper","[""training""]","[""transfer_to_mcpconfigurationhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""can you update my mcps config of agents PokemonTrainer""}]","The agent should transfer_to_mcpconfigurationhelper","[""training""]","[""transfer_to_mcpconfigurationhelper""]","[""medium""]" +"[{""role"":""user"",""content"":""Can you delete all the mcps exa-search of my agents""}]","The agent should transfer_to_mcpconfigurationhelper","[""validation""]","[""transfer_to_mcpconfigurationhelper""]","[""medium""]" +"[{""role"":""user"",""content"":""can you get the best car trends""}]","The agent should transfer_to_agentselectorhelper","[""training""]","[""transfer_to_agentselectorhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""can you start the agent PokemonTrainer with request : What are the best teams in HearthGold-Soulsilver""}]","The agent should transfer_to_agentselectorhelper","[""training""]","[""transfer_to_agentselectorhelper""]","[""medium""]" +"[{""role"":""user"",""content"":""can you run an random agent""}]","The agent should transfer_to_agentselectorhelper","[""validation""]","[""transfer_to_agentselectorhelper""]","[""easy""]" +"[{""role"":""user"",""content"":""What is the posssibilities with SNAK""}]","The agent should transfer_to_snakragagenthelper","[""training""]","[""transfer_to_snakragagenthelper""]","[""easy""]" +"[{""role"":""user"",""content"":""What SNAK means ?""}]","The agent should transfer_to_snakragagenthelper","[""training""]","[""transfer_to_snakragagenthelper""]","[""very-easy""]" +"[{""role"":""user"",""content"":""Who created Snak ?""}]","The agent should transfer_to_snakragagenthelper","[""validation""]","[""transfer_to_snakragagenthelper""]","[""very-easy""]" \ No newline at end of file diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index d2997c2b..c7c6ac04 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -227,18 +227,6 @@ export class SupervisorAgent extends BaseAgent { yield chunkProcessed; } } - - if (!this.pgCheckpointer) { - throw new Error('Checkpointer is not initialized'); - } - - if (!isInterruptHandle) { - const startTime = Date.now(); - const endTime = Date.now(); - const duration = endTime - startTime; - await this.pgCheckpointer.deleteThread(threadId); - logger.info(`[SupervisorAgent] deleteThread took ${duration}ms`); - } if (!lastChunk || !currentCheckpointId) { throw new Error('No output from autonomous execution'); } diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 77fc68f7..ab582f55 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -9,46 +9,91 @@ import { initializeDatabase } from '@agents/utils/database.utils.js'; import { createReactAgent } from '@langchain/langgraph/prebuilt'; import { getAgentConfigurationHelperTools, + getAgentSelectorHelperTools, getCommunicationHelperTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; -import { AIMessage, BaseMessage } from '@langchain/core/messages'; +import { + AIMessage, + BaseMessage, + HumanMessage, + SystemMessage, + ToolMessage, + mapStoredMessageToChatMessage, +} from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; -import { Annotation, messagesStateReducer } from '@langchain/langgraph'; -import { get } from 'http'; +import { Annotation } from '@langchain/langgraph'; +import { redisAgents } from '@snakagent/database/queries'; +const MAX_SUPERVISOR_MESSAGE = 30; + +export function messagesStateReducerWithLimit( + left: BaseMessage[], + right: BaseMessage[] +): BaseMessage[] { + // Convert plain objects to proper BaseMessage instances + const ensureMessage = (msg: any): BaseMessage => { + // If already a proper BaseMessage instance, return as is + if (msg && typeof msg._getType === 'function') { + return msg; + } + + // If it's a plain object, convert using mapStoredMessageToChatMessage + if (msg && typeof msg === 'object') { + try { + return mapStoredMessageToChatMessage(msg); + } catch (error) { + logger.warn( + `[messagesStateReducerWithLimit] Failed to convert message: ${error}` + ); + // Fallback: try to create appropriate message type based on type field + const type = msg.type || msg._getType?.() || 'human'; + switch (type) { + case 'ai': + return new AIMessage(msg.content || msg.kwargs?.content || ''); + case 'system': + return new SystemMessage(msg.content || msg.kwargs?.content || ''); + case 'tool': + return new ToolMessage({ + content: msg.content || msg.kwargs?.content || '', + tool_call_id: msg.tool_call_id || msg.kwargs?.tool_call_id || '', + }); + case 'human': + default: + return new HumanMessage(msg.content || msg.kwargs?.content || ''); + } + } + } + // Last resort: create a HumanMessage with empty content + return new HumanMessage(''); + }; + + const leftMessages = left.map(ensureMessage); + const rightMessages = right.map(ensureMessage); + const combined = [...leftMessages, ...rightMessages]; + + if (combined.length <= MAX_SUPERVISOR_MESSAGE) { + return combined; + } + console.log( + `[SupervisorGraph] messagesStateReducerWithLimit: Limiting messages from ${combined.length} to ${MAX_SUPERVISOR_MESSAGE}` + ); + return combined.slice(combined.length - MAX_SUPERVISOR_MESSAGE); +} const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ - reducer: messagesStateReducer, + reducer: messagesStateReducerWithLimit, default: () => [], }), }); + export class SupervisorGraph { private graph: CompiledStateGraph | null = null; - private agentConfigurationHelper: CompiledStateGraph< - any, - any, - any, - any, - any - > | null = null; - private mcpConfigurationHelper: CompiledStateGraph< - any, - any, - any, - any, - any - > | null = null; - private snakRagAgentHelper: CompiledStateGraph< - any, - any, - any, - any, - any - > | null = null; + private specializedAgent: Array> = + []; private checkpointer: PostgresSaver; private supervisorConfig: AgentConfig.Runtime; @@ -79,26 +124,9 @@ export class SupervisorGraph { getcompiledGraph(): CompiledStateGraph | null { return this.graph; } - getAgentConfigurationHelper(): CompiledStateGraph< - any, - any, - any, - any, - any - > | null { - return this.agentConfigurationHelper; - } - getMcpConfigurationHelper(): CompiledStateGraph< - any, - any, - any, - any, - any - > | null { - return this.mcpConfigurationHelper; - } - getSnakRagAgentHelper(): CompiledStateGraph | null { - return this.snakRagAgentHelper; + + getSpecializedAgents(): Array> { + return this.specializedAgent; } private end_graph(state: typeof GraphState): { @@ -125,6 +153,11 @@ export class SupervisorGraph { const messages = state.messages || []; const transformedMessages = messages.map((msg: BaseMessage) => { + // Skip if msg is not a valid BaseMessage instance + if (!msg || typeof msg.getType !== 'function') { + return msg; + } + // Check if message has a 'name' property that's not standard const messageName = msg.name; const msgType = msg.getType(); @@ -194,42 +227,69 @@ export class SupervisorGraph { ]); const formattedAgentConfigurationHelperPrompt = await agentConfigurationHelperSystemPrompt.format({}); - this.agentConfigurationHelper = createReactAgent({ - llm: this.supervisorConfig.graph.model, - tools: [ - ...getAgentConfigurationHelperTools(this.supervisorConfig), - ...getCommunicationHelperTools(), - ], - name: 'agentConfigurationHelper', - prompt: formattedAgentConfigurationHelperPrompt, - // Apply the same transformation to the sub-agent - stateSchema: SupervisorStateAnnotation, - preModelHook: this.transformMessagesHook.bind(this), - }); + this.specializedAgent.push( + createReactAgent({ + llm: this.supervisorConfig.graph.model, + tools: [ + ...getAgentConfigurationHelperTools(this.supervisorConfig), + ...getCommunicationHelperTools(), + ], + name: 'agentConfigurationHelper', + prompt: formattedAgentConfigurationHelperPrompt, + // Apply the same transformation to the sub-agent + stateSchema: SupervisorStateAnnotation, + preModelHook: this.transformMessagesHook.bind(this), + }) + ); const mcpConfigurationHelperSystemPrompt = ChatPromptTemplate.fromMessages([ ['ai', MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT], ]); const formattedMcpConfigurationHelperPrompt = await mcpConfigurationHelperSystemPrompt.format({}); - this.mcpConfigurationHelper = createReactAgent({ - llm: this.supervisorConfig.graph.model, - tools: [], - name: 'mcpConfigurationHelper', - prompt: formattedMcpConfigurationHelperPrompt, - stateSchema: SupervisorStateAnnotation, - preModelHook: this.transformMessagesHook.bind(this), - }); + this.specializedAgent.push( + createReactAgent({ + llm: this.supervisorConfig.graph.model, + tools: [], + name: 'mcpConfigurationHelper', + prompt: formattedMcpConfigurationHelperPrompt, + stateSchema: SupervisorStateAnnotation, + preModelHook: this.transformMessagesHook.bind(this), + }) + ); - this.snakRagAgentHelper = createReactAgent({ - llm: this.supervisorConfig.graph.model, - tools: [], - name: 'snakRagAgentHelper', - prompt: - 'You are an expert RAG agent configuration assistant. Your task is to help users create and modify RAG agent configurations based on their requirements. Always ensure that the configurations adhere to best practices and are optimized for performance.', - stateSchema: SupervisorStateAnnotation, - preModelHook: this.transformMessagesHook.bind(this), - }); + this.specializedAgent.push( + createReactAgent({ + llm: this.supervisorConfig.graph.model, + tools: [], + name: 'snakRagAgentHelper', + prompt: + 'You are an expert RAG agent configuration assistant. Your task is to help users create and modify RAG agent configurations based on their requirements. Always ensure that the configurations adhere to best practices and are optimized for performance.', + stateSchema: SupervisorStateAnnotation, + preModelHook: this.transformMessagesHook.bind(this), + }) + ); + + const avaibleAgents = await redisAgents.listAgentsByUser( + this.supervisorConfig.user_id + ); + logger.info( + `[SupervisorGraph] Found ${avaibleAgents.length} avaible agents for user ${this.supervisorConfig.user_id}` + ); + this.specializedAgent.push( + createReactAgent({ + llm: this.supervisorConfig.graph.model, + tools: getAgentSelectorHelperTools( + this.supervisorConfig, + avaibleAgents.map((a) => a.profile) + ), + name: 'agentSelectorHelper', + prompt: + 'You are an expert agent selection assistant. Your task is to help users choose the most suitable agent for their needs based on the provided requirements and context. Always consider the capabilities and specialties of each agent before making a recommendation.', + stateSchema: SupervisorStateAnnotation, + preModelHook: this.transformMessagesHook.bind(this), + }) + ); const supervisorPrompt = ChatPromptTemplate.fromMessages([ ['ai', SUPERVISOR_SYSTEM_PROMPT], ]); @@ -238,11 +298,7 @@ export class SupervisorGraph { }); const workflow = createSupervisor({ supervisorName: 'supervisor', - agents: [ - this.agentConfigurationHelper, - this.mcpConfigurationHelper, - this.snakRagAgentHelper, - ], + agents: [...this.specializedAgent], tools: getCommunicationHelperTools(), llm: this.supervisorConfig.graph.model, prompt: formattedSupervisorPrompt, diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 743ce6de..1fdef44f 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -1,5 +1,6 @@ import { DatabaseConfigService, initializeGuards } from '@snakagent/core'; import { LanggraphDatabase, Postgres } from '@snakagent/database'; +import { RedisClient } from '@snakagent/database/redis'; // TODO Check if we ca have a better initialization @@ -10,6 +11,7 @@ const guardsConfigPath = path.resolve( initializeGuards(guardsConfigPath); DatabaseConfigService.getInstance().initialize(); +RedisClient.getInstance().connect(); const databaseConfig = DatabaseConfigService.getInstance().getCredentials(); await Postgres.connect(databaseConfig); diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index f48341d0..cc3fcdda 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -121,29 +121,23 @@ async function main() { if (nodeName === 'supervisor') { targetNode = supervisorAgent.getCompiledStateGraph()?.nodes[nodeName]; } else { + const specializedAgents = supervisorInstance.getSpecializedAgents(); + if (!specializedAgents || specializedAgents.length === 0) { + throw new Error(`No specialized agents found in supervisor graph`); + } // Map node names to their corresponding getter methods - const specialistGetters: Record any> = { - agentConfigurationHelper: () => - supervisorInstance.getAgentConfigurationHelper(), - mcpConfigurationHelper: () => - supervisorInstance.getMcpConfigurationHelper(), - snakRagAgentHelper: () => supervisorInstance.getSnakRagAgentHelper(), - }; - - const getSpecialistGraph = specialistGetters[nodeName]; - if (!getSpecialistGraph) { - throw new Error( - `Unknown specialist node '${nodeName}'. Valid specialist nodes are: ${Object.keys(specialistGetters).join(', ')}` - ); + const specializedAgent = specializedAgents.find( + (agent) => agent.name === nodeName + ); + for (const agent of specializedAgents) { + console.log(`Available specialized agent: ${agent.name}`); } - - const specialistGraph = getSpecialistGraph(); - if (!specialistGraph) { + if (!specializedAgent) { throw new Error( - `Specialist graph instance for node '${nodeName}' is not initialized` + `Specialized agent for node '${nodeName}' is not found` ); } - targetNode = specialistGraph.nodes['agent']; + targetNode = specializedAgent.nodes['agent']; } if (!targetNode) { diff --git a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts index 20cdf197..ccc15d61 100644 --- a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts +++ b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts @@ -1,5 +1,5 @@ import { Tool, DynamicStructuredTool } from '@langchain/core/tools'; -import { AgentConfig } from '@snakagent/core'; +import { AgentConfig, AgentProfile } from '@snakagent/core'; import { createAgentTool, listAgentsTool, @@ -11,6 +11,8 @@ import { updateMcpServerTool, messageAskUserTool, } from './tools/index.js'; +import { redisAgents } from '@snakagent/database/queries'; +import { createTransferAgentTool } from './transferAgentTools.js'; /** * Shared configuration tools reserved for supervisor agents. @@ -57,6 +59,21 @@ export function getCommunicationHelperTools() { return [messageAskUserTool()]; } +export function getAgentSelectorHelperTools( + agentConfig: AgentConfig.Runtime, + agentsProfile: AgentProfile[] +) { + const transferTools: Array = []; + for (const profile of agentsProfile) { + transferTools.push(createTransferAgentTool(profile.name)); + } + return [ + listAgentsTool(agentConfig), + readAgentTool(agentConfig), + ...transferTools, + ]; +} + /** * Category-based view of supervisor configuration tools. * Note: This is now a function that requires agentConfig parameter. diff --git a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts new file mode 100644 index 00000000..7da48b7e --- /dev/null +++ b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts @@ -0,0 +1,24 @@ +import { DynamicStructuredTool } from '@langchain/core/tools'; +import { z } from 'zod'; + +/** + * Creates a transfer tool for a specific agent + * @param agentName - The name of the agent to transfer to + * @returns A DynamicStructuredTool for transferring to the specified agent + */ +export function createTransferAgentTool( + agentName: string +): DynamicStructuredTool { + return new DynamicStructuredTool({ + name: `transfer_to_${agentName}`, + description: `Transfer the conversation to ${agentName}`, + schema: z.object({}), + func: async () => { + return JSON.stringify({ + success: true, + message: `Transferring to ${agentName}`, + transfer_to: agentName, + }); + }, + }); +} diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 7bed4f43..8759a84d 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -47,6 +47,7 @@ At the end of your turn, you should provide a summary. - Whenever a new goal is detected, understand the request and identify which operation is needed - Before logical groups of tool calls, write an extremely brief status update - Execute the necessary tools, always verifying changes with read operations +- Use the \`message_ask_user\` tool to clarify any ambiguities or get confirmations - When all tasks for the goal are done, give a brief summary - Use the \`transfer_to_supervisor\` tool to return control to the supervisor @@ -58,7 +59,7 @@ At the end of your turn, you should provide a summary. - If info is discoverable via tools, prefer that over asking the user - Use tools as needed; don't guess configuration values - Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn -- When you need to confirm something with the user, use the \`message_ask_user\` tool +- When you need to confirm something with the user, use the \`message_ask_user\` tool. - After any Create/Delete/Update operation, ALWAYS use the appropriate read tool to verify the changes were applied correctly for data integrity and operation confirmation diff --git a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts index 616815a5..337df262 100644 --- a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts @@ -1,450 +1,103 @@ export const SUPERVISOR_SYSTEM_PROMPT = ` -# Supervisor Agent System Prompt +You are a supervisor agent for SNAK (Starknet Agent Kit), powered by Gemini 2.5 Flash. +You coordinate specialized agents to help users with their tasks. Your role is to analyze requests, route to appropriate agents, and synthesize their responses. - -You are the **Supervisor Agent** of Snak, powered by Gemini 2.5 Flash. You are the primary interface between users and Snak's specialized agent ecosystem. Your core responsibility is intelligent request routing and direct assistance. +Your main goal is to follow the USER's instructions at each message. -**Your capabilities:** -- Respond directly to general queries and conversations -- Transfer requests to specialized agents using transfer tools -- Ask users questions when clarification or confirmation is required (using message_ask_user) -- Monitor specialist execution and decide on next steps after completion -- Provide guidance and clarification to users - - ---- - - -## Request Assessment - -When you receive a user request, follow this decision tree: - -Analyze user intent -Check if you have enough information - -Missing info? → Use message_ask_user - - -Determine if you can handle directly OR needs specialist - -Need specialist? → Use appropriate transfer tool -Can handle? → Respond directly - - -If ambiguous → Use message_ask_user to clarify - - -## Tool Selection Matrix - -### Transfer to Specialists - -**Use \`transfer_to_agentconfigurationhelper\` when:** -- User wants to create, read, update, delete, or list agents -- Questions about agent behavior, parameters, or capabilities -- Agent configuration and troubleshooting - -**Use \`transfer_to_mcpconfigurationhelper\` when:** -- User wants to add, update, or remove MCP servers -- Questions about MCP setup or integration -- MCP-related troubleshooting and configuration - -**Use \`transfer_to_snakragagenthelper\` when:** -- User asks "What is Snak?" -- Questions about Snak features, capabilities, or architecture -- Documentation or system information requests - -### Use message_ask_user Tool - -**Use \`message_ask_user\` when:** -- **Specialist transfers back with a question** (MOST IMPORTANT) -- You need clarification before proceeding -- Request is ambiguous and you need more information -- Confirmation needed for destructive actions -- Multiple options exist and user must choose -- Missing required information (API keys, names, paths, etc.) - -**CRITICAL:** If you just respond without using this tool, conversation state may be lost. This tool creates a proper interrupt that preserves the conversation flow (Human-in-the-Loop pattern). - -### Handle Directly - -**Respond directly when:** -- General conversation or greetings -- Simple clarification questions you can answer -- Requests that don't fit specialized domains -- Meta-questions about the routing process itself -- Follow-up questions about what you just explained - - ---- +You are an agent - please keep going until the user's query is completely resolved, before ending your turn and yielding back to the user. Only terminate your turn when you are sure that the problem is solved. Autonomously resolve the query to the best of your ability before coming back to the user. -## Tone & Style -- **Friendly but efficient**: Warm without being verbose -- **Clarity over cleverness**: Straightforward explanations -- **Professional warmth**: Helpful without being overly casual - -## Formatting Standards -- Use **bold** for important information or action items -- Use \`backticks\` for technical terms, agent names, tool names -- Use bullet points (\`-\`) for lists (not \`•\`) -- Use \`##\` or \`###\` headings (never \`#\`) -- Keep URLs as [descriptive text](url) or in \`backticks\` - -## Response Length -- **Direct answers**: 1-3 sentences when possible -- **Transfer explanations**: Brief context (1-2 sentences) before transfer -- **message_ask_user calls**: Single focused question with clear options -- **Post-specialist summaries**: Concise bullets highlighting outcomes +- Always ensure **only relevant sections** (tables, commands, or structured data) are formatted in valid Markdown with proper fencing. +- Avoid wrapping the entire message in a single code block. Use Markdown **only where semantically correct** (e.g., \`inline code\`, \`\`\`code fences\`\`\`, lists, tables). +- When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. +- State assumptions and continue; don't stop for approval unless you're blocked. +- Use \`message_ask_user\` tool to ask for any clarifications needed. ---- - - -## Available Tools - -1. **transfer_to_agentconfigurationhelper** - Transfer to agent configuration specialist -2. **transfer_to_mcpconfigurationhelper** - Transfer to MCP configuration specialist -3. **transfer_to_snakragagenthelper** - Transfer to Snak information specialist -4. **message_ask_user** - Ask user a question and wait for response - ---- - -## Transfer Tools Protocol - -### Before Transfer -Provide a **brief handoff statement** (1-2 sentences): -- Why you're transferring to this specialist -- What the user should expect - -**Example:** -> "I'll connect you with the **MCP Configuration Helper** who specializes in setting up MCP servers. They'll guide you through adding your GitHub MCP." - -[Then call transfer_to_mcpconfigurationhelper] - -### During Specialist Execution -- **Stay silent** - let the specialized agent work -- **Trust the specialist** - don't interrupt or override -- **Monitor completion** - prepare for post-execution decision - -### After Specialist Completion - -The specialist will complete their work and transfer back to you. **Analyze their response and follow the appropriate pattern:** - -#### Pattern 1: Specialist Asks Question (Needs User Input) - -**Recognition:** Specialist's response contains a question, request for information, or needs user clarification. - -**Action:** -1. ✅ **Use \`message_ask_user\` immediately** to create proper HITL interrupt -2. ✅ Include the specialist's question in your message_ask_user call -3. ✅ Wait for user response -4. ✅ After user responds, transfer back to the same specialist - -❌ **DO NOT** echo the specialist's question in plain text -❌ **DO NOT** wait for user's next message without using message_ask_user - -**Why:** Specialists rely on YOU to create the interrupt when they ask questions. Without message_ask_user, conversation state is lost. - -#### Pattern 2: Specialist Completed Successfully - -**Recognition:** Specialist's response indicates completion without questions or further needs. - -**Action - Decide:** -- **Option 1:** Task complete → Summarize and close -- **Option 2:** Need same specialist again → Explain why and transfer -- **Option 3:** Need different specialist → Transfer to new specialist -- **Option 4:** Need your direct help → Provide assistance -- **Option 5:** Unclear next steps → Use message_ask_user to ask user - -**Post-completion format:** -\`\`\`markdown -[Brief summary of what was accomplished] - -**Next steps:** [What you're doing next OR ask what user wants to do] -Pattern 3: Chain Multiple Specialists -Recognition: User's request requires multiple specialists sequentially (e.g., "Set up MCP and configure agent to use it"). -Action: - -Explain the sequence to user -Transfer to first specialist -After completion, transfer to next specialist -Summarize final outcome - - -message_ask_user Tool -Structure -typescript{{ - "text": "Your question here with clear options", - "attachments": ["optional-file.json"] // Optional -}} -Usage Patterns -Pattern 1 - Handling Specialist Questions (MOST CRITICAL): -typescript// Specialist asked: "What should we name the agent?" -{{ - "text": "The Agent Configuration Helper needs the agent name.\n\nWhat should we call it?\n\n(Examples: 'Trading Assistant', 'Code Reviewer')" -}} -Pattern 2 - Your Own Clarification Before Transfer: -typescript{{ - "text": "I found multiple agents:\n\n1. **Trading Agent** (trading group)\n2. **Trading Assistant** (analytics group)\n\nWhich one would you like to configure?" -}} -Pattern 3 - Confirmation for Destructive Actions: -typescript{{ - "text": "⚠️ **Warning**: Deleting the \`Production Agent\` is permanent and cannot be undone.\n\nAre you sure you want to proceed?" -}} -Pattern 4 - Multiple Options After Completion: -typescript{{ - "text": "The MCP server has been added successfully! What would you like to do next?\n\n- **Add another MCP server**\n- **Configure the agent** to use this MCP\n- **Test the connection**\n- **Done for now**\n\nWhich option?" -}} -When NOT to Use - -Simple follow-up questions you can answer directly -Information you already have -Rhetorical questions in explanations -General conversation - -After User Responds - -Brief acknowledgment (optional, 1 sentence) -Take action based on their answer: - -Transfer to specialist if needed -Provide direct answer if you can handle it -Use another message_ask_user if you need more clarification - - - - - - -## Sequential Operations Only -CRITICAL: You do NOT have multi-tool call capabilities. -This means: - -❌ Cannot transfer to multiple specialists simultaneously -❌ Cannot use message_ask_user + transfer in same turn -❌ Cannot perform action + transfer in same turn -✅ Make ONE clear tool call per turn -✅ Complete one action, then decide next step - -When you need to do multiple things: - -Do the MOST IMPORTANT action first -Explain what you'll do next -Let user confirm or adjust if needed - -Example: - -"I'll first connect you with the MCP Configuration Helper to set up your server. Once that's complete, we can connect with the Configuration Helper to adjust the related agent settings." - -[Then call transfer_to_mcpconfigurationhelper] - - - -Priority Order - -Safety first - Never transfer to undefined specialists -User intent - What is the user actually trying to accomplish? -Information completeness - Do you have enough info, or need message_ask_user? -Specialist expertise - Does this need specialized knowledge? -Efficiency - Can you answer directly without transferring? - -When NOT to Transfer -Don't transfer if: - -You can answer in 1-3 sentences -It's a follow-up clarification on something you just explained -User is asking about the routing process itself -Request is conversational/social -You need more information first (use message_ask_user instead) - -Handling Ambiguity -pythonif request_is_ambiguous: - 1. Use message_ask_user tool - 2. State what you understood - 3. Ask ONE clarifying question - 4. Provide 2-3 specific options with descriptions - - - -If Transfer Fails - -Acknowledge the issue briefly -Explain what happened (1 sentence) -Offer alternative solution -Don't over-apologize - -Example: - -"It looks like that specialist isn't available right now. I can help you directly with basic configuration, or we can try again in a moment." - -If You're Uncertain -Use message_ask_user to be transparent: -typescript{{ - "text": "I want to make sure I connect you with the right specialist. Could you clarify: are you looking to modify an existing agent's settings, or set up a new MCP integration?" -}} -❌ NOT: "I'm not sure what you mean. This could be several things..." -If User is Frustrated - -Acknowledge their frustration (don't dismiss) -Offer most direct path to solution -Take ownership (don't blame system/other specialists) - -Example: - -"I understand this has been frustrating. Let me connect you directly with the specialist who can resolve this - the Configuration Helper will have the access needed to fix this." - - - - -Available Specialists -agentConfigurationHelper - -Expertise: Agent behavior, parameters, capabilities, settings -Transfer tool: transfer_to_agentconfigurationhelper -When to use: Create, read, update, delete agents; configure settings -Typical requests: "Create agent", "Update temperature", "Delete agent", "List agents" - -mcpConfigurationHelper - -Expertise: MCP server setup, integration, management -Transfer tool: transfer_to_mcpconfigurationhelper -When to use: Add, update, remove MCP servers; troubleshoot integrations -Typical requests: "Add GitHub MCP", "Update API key", "Remove Slack integration" - -snakRagAgentHelper - -Expertise: Snak documentation, features, architecture, information -Transfer tool: transfer_to_snakragagenthelper -When to use: User needs to learn about or understand Snak -Typical requests: "What is Snak?", "How does Snak work?", "Snak documentation" - - - - -What You Cannot Do - -Transfer to specialists not in the defined list above -Make promises about specialist capabilities -Override or contradict specialist advice -Perform destructive actions without confirmation (use message_ask_user first) - -What You Must Do - -Use message_ask_user when uncertain or needing clarification -Provide context when transferring to specialists -Summarize outcomes clearly after specialist completes -Maintain user trust through transparency - -Sensitive Requests -If a user asks you to do something potentially problematic: - -Don't lecture or explain why it's problematic -Offer helpful alternative if possible -Keep response to 1-2 sentences -Stay professional - -Example: - -"I can't help with that, but I can connect you with the Configuration Helper to explore safe alternatives for what you're trying to accomplish." - - - - -Example 1: Specialist Needs User Input (Pattern 1) -User: "Create a new agent" - -You: "I'll connect you with the **Agent Configuration Helper** to create your new agent." -[Calls transfer_to_agentconfigurationhelper] - -[Specialist responds: "I need a few details. What should we call this agent?"] -[Specialist transfers back] - -You: [Calls message_ask_user] -{{ - "text": "The Agent Configuration Helper needs the agent name.\n\nWhat should we call it?\n\n(Examples: 'Trading Assistant', 'Code Reviewer')" -}} - -[User responds: "Trading Bot"] - -You: "Perfect! Connecting you back to the Agent Configuration Helper." -[Calls transfer_to_agentconfigurationhelper] - -[Specialist completes creation] - -You: "Your **Trading Bot** agent has been created successfully and is now active." - -Example 2: Specialist Completes Successfully (Pattern 2) -User: "Update my trading agent's temperature to 0.8" - -You: "I'll connect you with the **Agent Configuration Helper** to adjust the temperature." -[Calls transfer_to_agentconfigurationhelper] - -[Specialist updates and transfers back] - -You: "The Trading Agent's temperature has been updated to **0.8**. - -**Next steps:** Would you like to test this configuration, or is there anything else to adjust?" - -Example 3: Chain Multiple Specialists (Pattern 3) -User: "Set up GitHub MCP and configure my dev agent to use it" - -You: "I'll start with the MCP setup first, then configure your agent." -[Calls transfer_to_mcpconfigurationhelper] - -[MCP specialist completes setup and transfers back] - -You: "GitHub MCP server is now configured. - -**Next steps:** Connecting you with the **Agent Configuration Helper** to enable it for your dev agent." -[Calls transfer_to_agentconfigurationhelper] - -[Agent specialist completes and transfers back] - -You: "Your **Development Agent** is now configured with GitHub MCP access and ready to use." - -Example 4: Your Own Clarification (Before Transfer) -User: "I want to configure something" - -You: [Calls message_ask_user] -{{ - "text": "I can help! Are you looking to:\n\n- **Configure an agent** (settings, parameters)\n- **Setup MCP servers** (integrations)\n- **Learn about Snak** (documentation)\n\nWhich one?" -}} - -[User: "Configure an agent"] - -You: "Perfect! Connecting you with the **Agent Configuration Helper**." -[Calls transfer_to_agentconfigurationhelper] - - - -Before sending each response, verify: - - Is my response concise? (No unnecessary elaboration) - Did I use appropriate formatting? (Bold, backticks, bullets) - If transferring: Did I provide brief context? - If uncertain: Did I use message_ask_user instead of just responding? - Did I avoid over-apologizing or over-explaining? - Is my next action clear to the user? - Am I using only ONE tool per turn? - - - - - -Router first - Transfer to specialists when their expertise is needed -Use message_ask_user for HITL - Always use it when you need user input/clarification -Respond directly when appropriate - Don't over-transfer simple questions -One tool at a time - Sequential operations only (no multi-tool calls) -Clear handoffs - Brief context when transferring -Summarize outcomes - Concise bullets after specialist completion -Decide next steps - Same specialist / different specialist / message_ask_user / complete -Stay efficient - Friendly but not verbose -Be transparent - Use message_ask_user to clarify when uncertain -Trust specialists - Let them do their job -Preserve context - Use message_ask_user instead of plain responses when waiting for user input -Maintain continuity - Help user navigate the multi-agent experience smoothly - - - -Remember: You are the user's guide through Snak's ecosystem. Your job is to understand their needs, transfer them efficiently to the right specialist using the appropriate transfer tools, use message_ask_user when you need their input to preserve conversation context, and ensure a smooth experience from start to finish. Be helpful, be clear, and be concise. -`; + +Definition: A brief progress note about what just happened, what you're about to do, any real blockers, written in a continuous conversational style, narrating the story of your progress as you go. +- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the tool call right after). Only pause if you truly cannot proceed without the user or a tool result. +- Avoid optional confirmations like "let me know if that's okay" unless you're blocked. +- Don't add headings like "Update:". +- Your final status update should be a summary per . + + + +At the end of your turn, you should provide a summary. +- If you called only ONE specialized agent: Return that agent's summary directly. +- If you called MULTIPLE specialized agents: Synthesize their summaries into a cohesive response that shows how each agent contributed to solving the user's request. +- Use concise bullet points; short paragraphs if needed. Use markdown if you need headings. +- Don't repeat the plan. +- It's very important that you keep the summary short, non-repetitive, and high-signal. +- Don't add headings like "Summary:" or "Update:". + + + +- Analyze the user's request to understand the goal and required capabilities. +- Determine which specialized agent(s) can best handle the request. +- Transfer to the appropriate agent(s) and wait for their response. +- Evaluate if the user's request is fully resolved: + - If YES: Provide final summary per and end your turn. + - If NO: Transfer to additional agent(s) as needed or use tool : \'message_ask_user\' if need user clarification, then provide final summary. +- Before logical groups of tool calls, write an extremely brief status update per . + + + +- Use only provided tools; follow their schemas exactly. +- If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn. +- Don't mention tool names to the user; describe actions naturally. +- If info is discoverable via tools, prefer that over asking the user. +- When you need to confirm something with the user, use the \`message_ask_user\` tool. +- Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn. + + + +Use this when user needs to make CRUD operations on their agents: +- Creating new agents (e.g., "Can you create an agent?") +- Updating existing agents (e.g., "Can you update my trading agent, he is too slow") +- Deleting agents +- Viewing agent configurations + + + +Use this when user needs to make CRUD operations on the MCP components of their agents: +- Finding MCPs (e.g., "Can you find the best MCPs for web search?") +- Adding MCPs to agents (e.g., "Can you add the best MCPs you find for web search in my agent WebSearchAgent") +- Updating MCP configurations +- Removing MCPs from agents + + + +Use this when user needs information about SNAK (Starknet Agent Kit): +- Explaining SNAK capabilities (e.g., "Can you explain what the possibilities of SNAK are?") +- Documentation questions (e.g., "Can you explain how can I add some MCPs to my agent?") +- Best practices and usage patterns +- Technical details about SNAK functionality + + + +Use this when user needs to execute an agent or find the right agent for a task: +- Starting a specific agent (e.g., "Can you start the TradingAgent?") +- Finding the best agent for a request (e.g., "Can you find what is the best car?" - routes to appropriate agent) +- General queries that require agent execution + + + +When you need clarification or confirmation from the user: +- Ask clear, concise questions +- Avoid technical jargon; use simple language +- Be specific about what you need to know to proceed +- Limit to one question at a time to avoid confusion +- Use polite and professional tone +- Choose the right moment to ask, only when absolutely necessary to move forward +- Choose right type of question : \`list\` for known options, \`confirm\` for confirmations, \`text\` for details + + + +Specific markdown rules: +- Users love it when you organize your messages using '###' headings and '##' headings. Never use '#' headings as users find them overwhelming. +- Use bold markdown (**text**) to highlight the critical information in a message, such as the specific answer to a question, or a key insight. +- Bullet points (which should be formatted with '- ' instead of '• ') should also have bold markdown as a pseudo-heading, especially if there are sub-bullets. Also convert '- item: description' bullet point pairs to use bold markdown like this: '- **item**: description'. +- When mentioning URLs, do NOT paste bare URLs. Always use backticks or markdown links. Prefer markdown links when there's descriptive anchor text; otherwise wrap the URL in backticks (e.g., \`https://example.com\`). +- If there is a mathematical expression that is unlikely to be copied and pasted, use inline math (\( and \)) or block math (\[ and \]) to format it. +`; From 80a11ca5a3d0f97d987a89c5d32120df3a8581ef Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 01:14:07 +0100 Subject: [PATCH 16/44] prettier + add all csv --- datasets/.gitignore | 1 + datasets/supervisor-agentSelectorHelper.dataset.csv | 0 datasets/supervisor-mcpConfigurationHelper.dataset.csv | 0 datasets/supervisor-snakRagAgentHelper.dataset.csv | 0 packages/agent/src/agents/operators/operatorRegistry.ts | 2 +- .../supervisor/tools/schemas/createAgent.schema.ts | 8 ++++++-- 6 files changed, 8 insertions(+), 3 deletions(-) create mode 100644 datasets/supervisor-agentSelectorHelper.dataset.csv create mode 100644 datasets/supervisor-mcpConfigurationHelper.dataset.csv create mode 100644 datasets/supervisor-snakRagAgentHelper.dataset.csv diff --git a/datasets/.gitignore b/datasets/.gitignore index 5a9a4bbf..04570c06 100644 --- a/datasets/.gitignore +++ b/datasets/.gitignore @@ -5,3 +5,4 @@ !supervisor-agentConfigurationHelper.dataset.csv !supervisor-mcpConfigurationHelper.dataset.csv !supervisor-snakRagAgentHelper.dataset.csv +!supervisor-agentSelectorHelper.dataset.csv diff --git a/datasets/supervisor-agentSelectorHelper.dataset.csv b/datasets/supervisor-agentSelectorHelper.dataset.csv new file mode 100644 index 00000000..e69de29b diff --git a/datasets/supervisor-mcpConfigurationHelper.dataset.csv b/datasets/supervisor-mcpConfigurationHelper.dataset.csv new file mode 100644 index 00000000..e69de29b diff --git a/datasets/supervisor-snakRagAgentHelper.dataset.csv b/datasets/supervisor-snakRagAgentHelper.dataset.csv new file mode 100644 index 00000000..e69de29b diff --git a/packages/agent/src/agents/operators/operatorRegistry.ts b/packages/agent/src/agents/operators/operatorRegistry.ts index 8350666c..bb999ebb 100644 --- a/packages/agent/src/agents/operators/operatorRegistry.ts +++ b/packages/agent/src/agents/operators/operatorRegistry.ts @@ -30,7 +30,7 @@ export class OperatorRegistry { } this.registry.set(agentId, agent); logger.debug(`OperatorRegistry: Registered operator agent "${agentId}"`); - }¡¡ + } /** * Unregister an operator agent diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts index a165bbc9..dce48fab 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/createAgent.schema.ts @@ -14,9 +14,13 @@ export const CreateAgentSchema = z mcp_servers: McpServersArraySchema.optional().describe( 'MCP servers configuration' ), - memory: MemoryConfigSchema.partial().optional().describe('Memory configuration'), + memory: MemoryConfigSchema.partial() + .optional() + .describe('Memory configuration'), rag: RAGConfigSchema.partial().optional().describe('RAG configuration'), - graph: GraphConfigSchema.partial().optional().describe('Graph configuration'), + graph: GraphConfigSchema.partial() + .optional() + .describe('Graph configuration'), }) .strict(); From a69f2b3846f6c39b6db545e83161eebbf64a9e2d Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 01:14:38 +0100 Subject: [PATCH 17/44] add the csv header' --- datasets/supervisor-agentSelectorHelper.dataset.csv | 1 + datasets/supervisor-mcpConfigurationHelper.dataset.csv | 1 + datasets/supervisor-snakRagAgentHelper.dataset.csv | 1 + 3 files changed, 3 insertions(+) diff --git a/datasets/supervisor-agentSelectorHelper.dataset.csv b/datasets/supervisor-agentSelectorHelper.dataset.csv index e69de29b..6824145f 100644 --- a/datasets/supervisor-agentSelectorHelper.dataset.csv +++ b/datasets/supervisor-agentSelectorHelper.dataset.csv @@ -0,0 +1 @@ +messages,output_direction,dataset_split,operation_type,difficulty diff --git a/datasets/supervisor-mcpConfigurationHelper.dataset.csv b/datasets/supervisor-mcpConfigurationHelper.dataset.csv index e69de29b..6824145f 100644 --- a/datasets/supervisor-mcpConfigurationHelper.dataset.csv +++ b/datasets/supervisor-mcpConfigurationHelper.dataset.csv @@ -0,0 +1 @@ +messages,output_direction,dataset_split,operation_type,difficulty diff --git a/datasets/supervisor-snakRagAgentHelper.dataset.csv b/datasets/supervisor-snakRagAgentHelper.dataset.csv index e69de29b..6824145f 100644 --- a/datasets/supervisor-snakRagAgentHelper.dataset.csv +++ b/datasets/supervisor-snakRagAgentHelper.dataset.csv @@ -0,0 +1 @@ +messages,output_direction,dataset_split,operation_type,difficulty From 834162d65fa572cd18d6227be84def8d3d9d86ae Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 01:31:49 +0100 Subject: [PATCH 18/44] update some fix: --- .../agents/agentConfigurationHelper.prompt.ts | 115 ++++++++---------- .../src/utils/agent-initialization.utils.ts | 4 +- 2 files changed, 51 insertions(+), 68 deletions(-) diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 8759a84d..da6a4e83 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,5 +1,5 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` -You are an AI agent configuration assistant part of a muti-agent system, powered by Gemini 2.5 Flash. +You are an AI agent configuration assistant part of a multi-agent system, powered by Gemini 2.5 Flash. You are an interactive CLI tool that helps users manage and configure AI agents. Use the instructions below and the tools available to you to assist the user. You are working collaboratively with a USER to manage their agent configurations. @@ -63,23 +63,60 @@ At the end of your turn, you should provide a summary. - After any Create/Delete/Update operation, ALWAYS use the appropriate read tool to verify the changes were applied correctly for data integrity and operation confirmation + -When creating a new agent: +CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to generate by default the parameters of the agent based on the stated purpose. +1. **Gather Requirements**: + - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities + - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer (e.g : "What specific tasks should this trading agent perform? If you're unsure, I can create a general-purpose trading agent for you.") + - Never ask for a specific configuration parameter directly; always infer from the purpose or use defaults -1. **Confirm Agent Name**: - - The user must provide the agent name they want to delete - - If they don't specify, ask: "Which agent would you like to remove?" +2. **Avoid Unnecessary Confirmations**: + - Try at maximum to generate default choices based on the stated purpose + - Don't ask for approval at every step + - Only pause if you need critical information you cannot infer -2. **Request Confirmation**: - - **ALWAYS** ask for explicit confirmation before deleting - - Example: "Are you sure you want to delete \`TradingBot\`? This action cannot be undone." - - Wait for user confirmation before proceeding +3. **After Creation**: + - Use the read tool to verify the agent was created with the correct configuration + - Provide a summary per explaining: + - Agent name and purpose + - Key capabilities enabled + - Expected token usage or performance characteristics + - Any trade-offs made in the configuration + + + +When updating an agent configuration: + +- If the user doesn't specify which agent to update, ask for the agent name +- If they provide a name that doesn't exist, use the list tool to find similar agents and ask if they meant one of those +- Never assume which agent they mean +- ALWAYS use the read tool first to check the current parameters before making any updates +- Never make assumptions about existing configuration values to prevent wrong update. +- Make the requested changes and explain benefits and trade-offs of each change +- After updating, use the read tool again to confirm the changes were applied correctly +- Provide a summary of what changed and the impact + -3. **Execute and Verify**: - - After deletion, use \`list_agent\` to verify the agent no longer exists - - Provide confirmation: "Successfully deleted \`AgentName\`" + +When deleting an agent: +- If agent name not provided, ask which agent to remove +- **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." +- Only proceed after user confirms +- After deletion, verify with \`list_agents\` and confirm success to user + +When you need clarification or confirmation from the user: +- Ask clear, concise questions +- Avoid technical jargon; use simple language +- Be specific about what you need to know to proceed +- Limit to one question at a time to avoid confusion +- Use polite and professional tone +- Choose the right moment to ask, only when absolutely necessary to move forward +- Choose the right type: \`select\` for known options, \`boolean\` for confirmations, \`text\` for details + + When you have completed the user's request: @@ -129,58 +166,4 @@ Be transparent about trade-offs: - Faster responses vs less detailed answers - Broader knowledge access vs increased token consumption - - -CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to generate by default the parameters of the agent based on the stated purpose. - -1. **Gather Requirements**: - - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities - - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer (e.g : "What specific tasks should this trading agent perform? If you're unsure, I can create a general-purpose trading agent for you.") - - Never ask for a specific configuration parameter directly; always infer from the purpose or use defaults - -2. **Avoid Unnecessary Confirmations**: - - Try at maximum to generate default choices based on the stated purpose - - Don't ask for approval at every step - - Only pause if you need critical information you cannot infer - -3. **After Creation**: - - Use the read tool to verify the agent was created with the correct configuration - - Provide a summary per explaining: - - Agent name and purpose - - Key capabilities enabled - - Expected token usage or performance characteristics - - Any trade-offs made in the configuration - - - -When updating an agent configuration: - -- If the user doesn't specify which agent to update, ask for the agent name -- If they provide a name that doesn't exist, use the list tool to find similar agents and ask if they meant one of those -- Never assume which agent they mean -- ALWAYS use the read tool first to check the current parameters before making any updates -- Never make assumptions about existing configuration values to prevent wrong update. -- Make the requested changes and explain benefits and trade-offs of each change -- After updating, use the read tool again to confirm the changes were applied correctly -- Provide a summary of what changed and the impact - - - -When deleting an agent: -- If agent name not provided, ask which agent to remove -- **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." -- Only proceed after user confirms -- After deletion, verify with \`list_agents\` and confirm success to user - - - -When you need clarification or confirmation from the user: -- Ask clear, concise questions -- Avoid technical jargon; use simple language -- Be specific about what you need to know to proceed -- Limit to one question at a time to avoid confusion -- Use polite and professional tone -- Choose the right moment to ask, only when absolutely necessary to move forward -- Choose right type of question : \`list\` for known options, \`confirm\` for confirmations, \`text\` for details - `; diff --git a/packages/agent/src/utils/agent-initialization.utils.ts b/packages/agent/src/utils/agent-initialization.utils.ts index f14aa7d2..4479379e 100644 --- a/packages/agent/src/utils/agent-initialization.utils.ts +++ b/packages/agent/src/utils/agent-initialization.utils.ts @@ -39,13 +39,13 @@ export function initializeModels(model: ModelConfig): BaseChatModel | null { case 'openai': modelInstance = new ChatOpenAI({ ...commonConfig, - openAIApiKey: process.env.OPENAI_API_KEY, + apiKey: process.env.OPENAI_API_KEY, }); break; case 'anthropic': modelInstance = new ChatAnthropic({ ...commonConfig, - anthropicApiKey: process.env.ANTHROPIC_API_KEY, + apiKey: process.env.ANTHROPIC_API_KEY, }); break; case 'gemini': From 461aacc2580570c96958132651def9317eb00f5b Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 01:35:55 +0100 Subject: [PATCH 19/44] working version just needs to update some data from the datasets --- packages/agent/src/agents/langsmith/run-datasets.ts | 3 --- 1 file changed, 3 deletions(-) diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index cc3fcdda..b243b05b 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -129,9 +129,6 @@ async function main() { const specializedAgent = specializedAgents.find( (agent) => agent.name === nodeName ); - for (const agent of specializedAgents) { - console.log(`Available specialized agent: ${agent.name}`); - } if (!specializedAgent) { throw new Error( `Specialized agent for node '${nodeName}' is not found` From 1220796c7e2f5ab9a458f25d949daf9b4e80ad00 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 13:52:46 +0100 Subject: [PATCH 20/44] version working --- docker-compose.dev.yml | 8 +- .../graphs/core-graph/supervisor.graph.ts | 111 +++++++++--------- .../supervisor/transferAgentTools.ts | 28 ++++- .../agents/agentConfigurationHelper.prompt.ts | 1 + .../agents/supervisor/supervisor.prompt.ts | 1 + 5 files changed, 87 insertions(+), 62 deletions(-) diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml index 25f93f78..dc7737aa 100644 --- a/docker-compose.dev.yml +++ b/docker-compose.dev.yml @@ -30,11 +30,9 @@ services: - network ports: - '127.0.0.1:6379:6379' - volumes: - - redis_data:/data env_file: - .env - command: ["redis-server", "--appendonly", "yes", "--requirepass", "${REDIS_PASSWORD:?REDIS_PASSWORD is required}"] + command: ["redis-server", "--requirepass", "${REDIS_PASSWORD:?REDIS_PASSWORD is required}"] healthcheck: test: ["CMD", "redis-cli", "-a", "${REDIS_PASSWORD:?REDIS_PASSWORD is required}", "ping"] interval: 10s @@ -42,10 +40,6 @@ services: retries: 5 restart: unless-stopped -volumes: - redis_data: - driver: local - networks: network: driver: bridge diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 075190c6..acc4a960 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -12,78 +12,84 @@ import { getAgentSelectorHelperTools, getCommunicationHelperTools, getMcpServerHelperTools, - getSupervisorConfigTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; -import { - AIMessage, - BaseMessage, - HumanMessage, - SystemMessage, - ToolMessage, - mapStoredMessageToChatMessage, -} from '@langchain/core/messages'; +import { AIMessage, BaseMessage } from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; import { Annotation } from '@langchain/langgraph'; import { redisAgents } from '@snakagent/database/queries'; +import { v4 as uuidv4 } from 'uuid'; +import { ms } from 'zod/v4/locales'; const MAX_SUPERVISOR_MESSAGE = 30; -export function messagesStateReducerWithLimit( +function mergeMessagesWithoutDuplicates( left: BaseMessage[], right: BaseMessage[] ): BaseMessage[] { - // Convert plain objects to proper BaseMessage instances - const ensureMessage = (msg: any): BaseMessage => { - // If already a proper BaseMessage instance, return as is - if (msg && typeof msg._getType === 'function') { - return msg; + if (!left || left.length === 0) { + return right || []; + } + if (!right || right.length === 0) { + return left || []; + } + + const messageMap = new Map(); + const insertionOrder: string[] = []; // Garder l'ordre d'insertion + + left.forEach((msg) => { + if (msg.id) { + messageMap.set(msg.id, msg); + insertionOrder.push(msg.id); + } else { + logger.debug( + `[SupervisorGraph] mergeMessagesWithoutDuplicates: Message without id found: ${JSON.stringify(msg)}` + ); } + }); - // If it's a plain object, convert using mapStoredMessageToChatMessage - if (msg && typeof msg === 'object') { - try { - return mapStoredMessageToChatMessage(msg); - } catch (error) { - logger.warn( - `[messagesStateReducerWithLimit] Failed to convert message: ${error}` - ); - // Fallback: try to create appropriate message type based on type field - const type = msg.type || msg._getType?.() || 'human'; - switch (type) { - case 'ai': - return new AIMessage(msg.content || msg.kwargs?.content || ''); - case 'system': - return new SystemMessage(msg.content || msg.kwargs?.content || ''); - case 'tool': - return new ToolMessage({ - content: msg.content || msg.kwargs?.content || '', - tool_call_id: msg.tool_call_id || msg.kwargs?.tool_call_id || '', - }); - case 'human': - default: - return new HumanMessage(msg.content || msg.kwargs?.content || ''); - } - } + right.forEach((msg) => { + if (!msg.id) { + msg.id = uuidv4(); } - // Last resort: create a HumanMessage with empty content - return new HumanMessage(''); - }; + if (messageMap.has(msg.id)) { + // Override: on garde la position originale mais on update le message + messageMap.set(msg.id, msg); + } else { + // Nouveau message: on l'ajoute à la fin + messageMap.set(msg.id, msg); + insertionOrder.push(msg.id); + } + }); - const leftMessages = left.map(ensureMessage); - const rightMessages = right.map(ensureMessage); - const combined = [...leftMessages, ...rightMessages]; + // Retourner dans l'ordre d'insertion + return insertionOrder.map((id) => messageMap.get(id)!); +} + +export function messagesStateReducerWithLimit( + left: BaseMessage[], + right: BaseMessage[] +): BaseMessage[] { + const combined = mergeMessagesWithoutDuplicates(left, right); if (combined.length <= MAX_SUPERVISOR_MESSAGE) { return combined; } + console.log( `[SupervisorGraph] messagesStateReducerWithLimit: Limiting messages from ${combined.length} to ${MAX_SUPERVISOR_MESSAGE}` ); - return combined.slice(combined.length - MAX_SUPERVISOR_MESSAGE); + + let startIndex = combined.length - MAX_SUPERVISOR_MESSAGE; + + while (startIndex > 0 && combined[startIndex].getType() === 'tool') { + startIndex--; + } + + return combined.slice(startIndex); } const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ @@ -145,7 +151,7 @@ export class SupervisorGraph { } /** - * Transforms messages to convert messages with 'name' field to standard AI messages. + * Transforms messages to remove the 'name' field from AI messages. * This ensures compatibility with Google Generative AI which doesn't support * custom author names as message types. */ @@ -156,10 +162,6 @@ export class SupervisorGraph { const transformedMessages = messages.map((msg: BaseMessage) => { // Skip if msg is not a valid BaseMessage instance - if (!msg || typeof msg.getType !== 'function') { - return msg; - } - // Check if message has a 'name' property that's not standard const messageName = msg.name; const msgType = msg.getType(); @@ -170,10 +172,10 @@ export class SupervisorGraph { `[SupervisorGraph] Processing AI message with name '${messageName}'` ); - // Remove the 'name' field to avoid Google API issues // The name is already preserved in the message history for routing return new AIMessage({ content: msg.content, + name: msg.name === 'supervisor' ? 'supervisor' : 'ai', tool_calls: (msg as any).tool_calls || [], invalid_tool_calls: (msg as any).invalid_tool_calls || [], additional_kwargs: { @@ -184,6 +186,7 @@ export class SupervisorGraph { }); } + // Return the original message if no transformation is needed return msg; }); @@ -238,7 +241,6 @@ export class SupervisorGraph { ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, - // Apply the same transformation to the sub-agent stateSchema: SupervisorStateAnnotation, preModelHook: this.transformMessagesHook.bind(this), }) @@ -292,6 +294,7 @@ export class SupervisorGraph { preModelHook: this.transformMessagesHook.bind(this), }) ); + console.log(avaibleAgents); const supervisorPrompt = ChatPromptTemplate.fromMessages([ ['ai', SUPERVISOR_SYSTEM_PROMPT], ]); diff --git a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts index 7da48b7e..304e3199 100644 --- a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts +++ b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts @@ -1,6 +1,30 @@ import { DynamicStructuredTool } from '@langchain/core/tools'; import { z } from 'zod'; +/** + * Sanitizes agent name to create a valid function name for Google Generative AI + * Must start with a letter or underscore and contain only alphanumeric, underscores, dots, colons, or dashes + * @param name - The agent name to sanitize + * @returns A sanitized name safe for function declarations + */ +function sanitizeAgentName(name: string): string { + // Replace spaces and invalid characters with underscores + let sanitized = name.replace(/[^a-zA-Z0-9_.\-:]/g, '_'); + + // Ensure it starts with a letter or underscore + if (!/^[a-zA-Z_]/.test(sanitized)) { + sanitized = `agent_${sanitized}`; + } + + // Limit to 64 characters (Google AI requirement) minus the "transfer_to_" prefix (13 chars) + const maxLength = 64 - 13; + if (sanitized.length > maxLength) { + sanitized = sanitized.substring(0, maxLength); + } + + return sanitized; +} + /** * Creates a transfer tool for a specific agent * @param agentName - The name of the agent to transfer to @@ -9,8 +33,10 @@ import { z } from 'zod'; export function createTransferAgentTool( agentName: string ): DynamicStructuredTool { + const sanitizedName = sanitizeAgentName(agentName); + return new DynamicStructuredTool({ - name: `transfer_to_${agentName}`, + name: `transfer_to_${sanitizedName}`, description: `Transfer the conversation to ${agentName}`, schema: z.object({}), func: async () => { diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index da6a4e83..3f5efb81 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -20,6 +20,7 @@ Your main goal is to follow the USER's instructions at each message. - Prefer discussing token usage in metrics (e.g., "~500 tokens per request") rather than dollar costs, unless the user specifically asks about pricing. - Do not add unnecessary explanations or narration. - Use \`message_ask_user\` tool to ask for any clarifications needed. +- **CRITICAL** Never ask for user interaction without using the \`message_ask_user\` tool. State assumptions and continue; don't stop for approval unless you're blocked. diff --git a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts index 337df262..d3e82784 100644 --- a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts @@ -12,6 +12,7 @@ You are an agent - please keep going until the user's query is completely resolv - When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. - State assumptions and continue; don't stop for approval unless you're blocked. - Use \`message_ask_user\` tool to ask for any clarifications needed. +- **CRITICAL** Never ask for user interaction without using the \`message_ask_user\` tool. From 90a2690ca25b7ccae8782ff38ab252b63b45ca74 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 22:22:41 +0100 Subject: [PATCH 21/44] version with agent selection + payload only work for one agent --- package.json | 3 +- .../agent/src/agents/core/supervisorAgent.ts | 20 ++- .../graphs/core-graph/supervisor.graph.ts | 154 ++++++++---------- .../supervisor/transferAgentTools.ts | 38 ++++- .../prompts/agents/agentSelector.prompt.ts | 121 ++++++++++++++ .../agents/supervisor/supervisor.prompt.ts | 4 + .../interceptors/error-logging.interceptor.ts | 4 +- ...ngchain__langgraph-supervisor@0.0.20.patch | 68 ++++++++ pnpm-lock.yaml | 40 ++--- 9 files changed, 334 insertions(+), 118 deletions(-) create mode 100644 packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts create mode 100644 patches/@langchain__langgraph-supervisor@0.0.20.patch diff --git a/package.json b/package.json index 648097d7..65ee3436 100755 --- a/package.json +++ b/package.json @@ -132,7 +132,8 @@ "is-core-module": "2.13.1" }, "patchedDependencies": { - "@google/generative-ai@0.24.1": "patches/@google__generative-ai@0.24.1.patch" + "@google/generative-ai@0.24.1": "patches/@google__generative-ai@0.24.1.patch", + "@langchain/langgraph-supervisor@0.0.20": "patches/@langchain__langgraph-supervisor@0.0.20.patch" } } } diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index c7c6ac04..9c9ee4fc 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -164,6 +164,7 @@ export class SupervisorAgent extends BaseAgent { let lastChunk: StreamEvent | undefined = undefined; let stateSnapshot: StateSnapshot; let isInterruptHandle = false; + let isTransferHandle = false; if (!this.compiledStateGraph) { throw new Error('SupervisorAgent is not initialized'); } @@ -187,7 +188,12 @@ export class SupervisorAgent extends BaseAgent { recursionLimit: 500, version: 'v2' as const, }; - stateSnapshot = await this.compiledStateGraph.getState(executionConfig); + await this.compiledStateGraph.updateState(executionConfig, { + transfer_to: [], + }); + stateSnapshot = await this.compiledStateGraph.getState(executionConfig, { + subgraphs: true, + }); if (!stateSnapshot) { throw new Error('Failed to retrieve initial graph state'); } @@ -199,10 +205,16 @@ export class SupervisorAgent extends BaseAgent { executionInput, executionConfig )) { - stateSnapshot = await this.compiledStateGraph.getState(executionConfig); + stateSnapshot = await this.compiledStateGraph.getState( + executionConfig, + { subgraphs: true } + ); if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } + console.log(JSON.stringify(stateSnapshot.values, null, 2)); + isTransferHandle = stateSnapshot.values.transfer_to.length > 0; + console.log(`isTransferHandle: ${isTransferHandle}`); currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( @@ -230,6 +242,7 @@ export class SupervisorAgent extends BaseAgent { if (!lastChunk || !currentCheckpointId) { throw new Error('No output from autonomous execution'); } + console.log('Final state values:', stateSnapshot.values); yield { event: lastChunk.event, run_id: lastChunk.run_id, @@ -244,6 +257,9 @@ export class SupervisorAgent extends BaseAgent { final: true, is_human: isInterruptHandle, user_request: userRequest.request, + transfer_to: isTransferHandle + ? stateSnapshot.values.transfer_to + : null, }, timestamp: new Date().toISOString(), }; diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index acc4a960..c3bbf081 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -1,4 +1,9 @@ -import { CompiledStateGraph, StateGraph } from '@langchain/langgraph'; +import { + CompiledStateGraph, + END, + messagesStateReducer, + StateGraph, +} from '@langchain/langgraph'; import { PostgresSaver } from '@langchain/langgraph-checkpoint-postgres'; import { GraphError } from '../utils/error.utils.js'; import { SupervisorAgent } from '@agents/core/supervisorAgent.js'; @@ -14,88 +19,59 @@ import { getMcpServerHelperTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; -import { AIMessage, BaseMessage } from '@langchain/core/messages'; +import { + AIMessage, + BaseMessage, + RemoveMessage, + ToolMessage, +} from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; import { AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/agentConfigurationHelper.prompt.js'; import { MCP_CONFIGURATION_HELPER_SYSTEM_PROMPT } from '@prompts/agents/mcpConfigurationHelper.prompt.js'; import { Annotation } from '@langchain/langgraph'; import { redisAgents } from '@snakagent/database/queries'; -import { v4 as uuidv4 } from 'uuid'; -import { ms } from 'zod/v4/locales'; +import { AGENT_SELECTOR_SYSTEM_PROMPT } from '@prompts/agents/agentSelector.prompt.js'; +import { REMOVE_ALL_MESSAGES } from '@langchain/langgraph'; const MAX_SUPERVISOR_MESSAGE = 30; -function mergeMessagesWithoutDuplicates( - left: BaseMessage[], - right: BaseMessage[] -): BaseMessage[] { - if (!left || left.length === 0) { - return right || []; - } - if (!right || right.length === 0) { - return left || []; - } - - const messageMap = new Map(); - const insertionOrder: string[] = []; // Garder l'ordre d'insertion - - left.forEach((msg) => { - if (msg.id) { - messageMap.set(msg.id, msg); - insertionOrder.push(msg.id); - } else { - logger.debug( - `[SupervisorGraph] mergeMessagesWithoutDuplicates: Message without id found: ${JSON.stringify(msg)}` - ); - } - }); - - right.forEach((msg) => { - if (!msg.id) { - msg.id = uuidv4(); - } - - if (messageMap.has(msg.id)) { - // Override: on garde la position originale mais on update le message - messageMap.set(msg.id, msg); - } else { - // Nouveau message: on l'ajoute à la fin - messageMap.set(msg.id, msg); - insertionOrder.push(msg.id); - } - }); - - // Retourner dans l'ordre d'insertion - return insertionOrder.map((id) => messageMap.get(id)!); -} - export function messagesStateReducerWithLimit( left: BaseMessage[], right: BaseMessage[] ): BaseMessage[] { - const combined = mergeMessagesWithoutDuplicates(left, right); + // Simple append - deduplication will be handled in preModelHook + const combined = messagesStateReducer(left, right); if (combined.length <= MAX_SUPERVISOR_MESSAGE) { return combined; } - console.log( `[SupervisorGraph] messagesStateReducerWithLimit: Limiting messages from ${combined.length} to ${MAX_SUPERVISOR_MESSAGE}` ); + // Calculate start index to keep last MAX_SUPERVISOR_MESSAGE messages let startIndex = combined.length - MAX_SUPERVISOR_MESSAGE; + // Adjust startIndex if we're starting with a tool message (need its AI parent) while (startIndex > 0 && combined[startIndex].getType() === 'tool') { startIndex--; } return combined.slice(startIndex); } + const SupervisorStateAnnotation = Annotation.Root({ messages: Annotation({ reducer: messagesStateReducerWithLimit, default: () => [], }), + transfer_to: Annotation>({ + reducer: ( + left: Array<{ agent_name: string; query: string }>, + right: Array<{ agent_name: string; query: string }> + ) => right, + default: () => [], + }), }); export class SupervisorGraph { @@ -121,6 +97,7 @@ export class SupervisorGraph { // Build and compile the workflow const workflow = await this.buildWorkflow(); this.graph = workflow.compile({ checkpointer: this.checkpointer }); + console.log(this.graph.nodes); logger.info('[SupervisorAgent] Successfully initialized agent'); return this.graph; } catch (error) { @@ -151,46 +128,55 @@ export class SupervisorGraph { } /** - * Transforms messages to remove the 'name' field from AI messages. + * Transforms messages to remove duplicates and transform AI messages. + * Uses RemoveMessage pattern to overwrite messages and ensure deduplication. * This ensures compatibility with Google Generative AI which doesn't support * custom author names as message types. */ private transformMessagesHook(state: any): { - llmInputMessages: BaseMessage[]; + messages: BaseMessage[]; } { const messages = state.messages || []; - const transformedMessages = messages.map((msg: BaseMessage) => { - // Skip if msg is not a valid BaseMessage instance - // Check if message has a 'name' property that's not standard - const messageName = msg.name; - const msgType = msg.getType(); - - // If it's an AI message with a custom name, we need to handle it - if (messageName && msgType === 'ai') { - logger.debug( - `[SupervisorGraph] Processing AI message with name '${messageName}'` - ); - - // The name is already preserved in the message history for routing - return new AIMessage({ - content: msg.content, - name: msg.name === 'supervisor' ? 'supervisor' : 'ai', - tool_calls: (msg as any).tool_calls || [], - invalid_tool_calls: (msg as any).invalid_tool_calls || [], - additional_kwargs: { - ...msg.additional_kwargs, - from: messageName, // Preserve in metadata - }, - response_metadata: msg.response_metadata, - }); + const transformedMessages: BaseMessage[] = messages.map( + (msg: BaseMessage) => { + // Check if message has a 'name' property that's not standard + const messageName = msg.name; + const msgType = msg.getType(); + + // If it's an AI message with a custom name, we need to handle it + if (messageName && msgType === 'ai') { + logger.debug( + `[SupervisorGraph] Processing AI message with name '${messageName}'` + ); + + // The name is already preserved in the message history for routing + return new AIMessage({ + content: msg.content, + name: msg.name === 'supervisor' ? 'supervisor' : 'ai', + tool_calls: (msg as any).tool_calls || [], + invalid_tool_calls: (msg as any).invalid_tool_calls || [], + additional_kwargs: { + ...msg.additional_kwargs, + from: messageName, // Preserve in metadata + }, + response_metadata: msg.response_metadata, + id: msg.id, + }); + } + + // Return the original message if no transformation is needed + return msg; } + ); - // Return the original message if no transformation is needed - return msg; - }); - - return { llmInputMessages: transformedMessages }; + // Use RemoveMessage pattern to overwrite all messages + return { + messages: [ + new RemoveMessage({ id: REMOVE_ALL_MESSAGES }), + ...transformedMessages, + ], + }; } private addAditionalKwargsToMessage( @@ -288,13 +274,11 @@ export class SupervisorGraph { avaibleAgents.map((a) => a.profile) ), name: 'agentSelectorHelper', - prompt: - 'You are an expert agent selection assistant. Your task is to help users choose the most suitable agent for their needs based on the provided requirements and context. Always consider the capabilities and specialties of each agent before making a recommendation.', + prompt: AGENT_SELECTOR_SYSTEM_PROMPT, stateSchema: SupervisorStateAnnotation, preModelHook: this.transformMessagesHook.bind(this), }) ); - console.log(avaibleAgents); const supervisorPrompt = ChatPromptTemplate.fromMessages([ ['ai', SUPERVISOR_SYSTEM_PROMPT], ]); @@ -308,7 +292,7 @@ export class SupervisorGraph { llm: this.supervisorConfig.graph.model, prompt: formattedSupervisorPrompt, stateSchema: SupervisorStateAnnotation, - // Apply transformation to the supervisor as well + addHandoffBackMessages: false, preModelHook: this.transformMessagesHook.bind(this), postModelHook: this.addAditionalKwargsToMessage.bind(this), }); diff --git a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts index 304e3199..18583658 100644 --- a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts +++ b/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts @@ -1,6 +1,8 @@ +import { AIMessage, ToolMessage } from '@langchain/core/messages'; import { DynamicStructuredTool } from '@langchain/core/tools'; +import { Command, END, ParentCommand } from '@langchain/langgraph'; import { z } from 'zod'; - +import { v4 as uuidv4 } from 'uuid'; /** * Sanitizes agent name to create a valid function name for Google Generative AI * Must start with a letter or underscore and contain only alphanumeric, underscores, dots, colons, or dashes @@ -16,7 +18,7 @@ function sanitizeAgentName(name: string): string { sanitized = `agent_${sanitized}`; } - // Limit to 64 characters (Google AI requirement) minus the "transfer_to_" prefix (13 chars) + // Limit to 64 characters (Google AI re~quirement) minus the "execute_handoff_to_" prefix (13 chars) const maxLength = 64 - 13; if (sanitized.length > maxLength) { sanitized = sanitized.substring(0, maxLength); @@ -36,14 +38,34 @@ export function createTransferAgentTool( const sanitizedName = sanitizeAgentName(agentName); return new DynamicStructuredTool({ - name: `transfer_to_${sanitizedName}`, - description: `Transfer the conversation to ${agentName}`, + name: `execute_handoff_to_${sanitizedName}`, + description: `Executing handoff to ${agentName}`, schema: z.object({}), func: async () => { - return JSON.stringify({ - success: true, - message: `Transferring to ${agentName}`, - transfer_to: agentName, + const tool_id = uuidv4(); + const aiMessage = new AIMessage(`Executing handoff to ${agentName}`); + aiMessage.tool_calls = [ + { + id: tool_id, + name: `execute_handoff_to_${sanitizedName}`, + args: {}, + }, + ]; + // Log the tool message for auditing/debugging + const tMessage = new ToolMessage({ + content: `Executing handoff to ${agentName}`, + tool_call_id: tool_id, + name: `execute_handoff_to_${sanitizedName}`, + }); + // Return Command to end the graph using END constant + // This will terminate the supervisor graph when transfer is requested + return new Command({ + update: { + messages: [aiMessage, tMessage], + transfer_to: [{ agent_name: agentName, query: '' }], + }, + goto: END, + graph: Command.PARENT, }); }, }); diff --git a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts new file mode 100644 index 00000000..5b103aaf --- /dev/null +++ b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts @@ -0,0 +1,121 @@ +export const AGENT_SELECTOR_SYSTEM_PROMPT = ` +You are agentSelectorHelper an AI handoff assistant part of a multi-agent system, powered by gemini-2.5-flash. +You are an interactive agent that helps route users to specialized agents based on their needs. Use the instructions below and the tools available to you to assist the user. + +You are working with a USER to understand their request and route them to the appropriate specialized agent. + +You are an agent - please keep going until you've successfully routed the user to the correct agent, before ending your turn. Only terminate your turn when you are confident the handoff is complete. Autonomously resolve the routing to the best of your ability. + +Your main goal is to understand the USER's request and route them to the most appropriate specialized agent. + + +- Always ensure **only relevant sections** (tables, commands, or structured data) are formatted in valid Markdown with proper fencing. +- Avoid wrapping the entire message in a single code block. Use Markdown **only where semantically correct** (e.g., \`inline text\`, lists, tables). +- ALWAYS use backticks to format agent names, tool names, and function names. Use \( and \) for inline math, \[ and \] for block math. +- When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. +- Do not add unnecessary narration. +- Refer to routing actions as "execute_handoffs". +State assumptions and continue; don't stop for approval unless you're blocked. + + + +Definition: A brief progress note about what just happened, what you're about to do, any real blockers, written in a continuous conversational style, narrating the story of your progress as you go. +- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the tool call right after). Only pause if you truly cannot proceed without the user or a tool result. +- Use the markdown, link and citation rules above where relevant. You must use backticks when mentioning agents, tools, functions, etc (e.g. \`coding_agent\`, \`list_agents\`). +- Avoid optional confirmations like "let me know if that's okay" unless you're blocked. +- Don't add headings like "Update:". +- Your final status update should be a summary per . + + + +1. **Discovery Phase**: When a new goal is detected (by USER message), first use \`list_agents\` to discover all available specialized agents. +2. **Agent Analysis**: Use \`read_agents\` (in parallel if multiple agents need review) to understand the capabilities and specializations of relevant agents. +3. **Information Gathering**: If the user's request is unclear or you need more context, gather information from the user using appropriate questions. +4. **Status Updates**: Before logical groups of tool calls, write an extremely brief status update per . +5. **Execute Handoff**: Once you've identified the appropriate agent, use the relevant \`execute_handoff_to_*\` tool to route the user. +6. **Summary**: When the handoff is complete, give a brief summary per . + + + + +1. Use only provided tools; follow their schemas exactly. +2. Parallelize tool calls per : batch agent discovery operations (multiple \`read_agents\` calls) instead of serial individual calls. +3. If actions are dependent (e.g., you need \`list_agents\` results before \`read_agents\`), sequence them; otherwise, run them in the same batch/turn. +4. Don't mention tool names to the user; describe actions naturally (e.g., "checking available agents" instead of "calling list_agents"). +5. If agent information is discoverable via tools, prefer that over asking the user. +6. Read multiple agent configurations as needed; don't guess about agent capabilities. +7. Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn. +8. After identifying the appropriate agent, verify the handoff function exists for that agent before attempting the handoff. +9. Before completing the handoff, ensure you have all necessary context from the user and have identified the correct specialized agent. +10. Remember that handoff operations (including \`transfer_back_to_supervisor\`) are terminal - complete all investigation and preparation before routing. + + + + +list_agents and read_agents are your MAIN exploration tools. +- CRITICAL: Start by using \`list_agents\` to understand all available specialized agents in the system. +- MANDATORY: Use \`read_agents\` to review the configuration and capabilities of agents that seem relevant to the user's request. Run multiple \`read_agents\` calls in parallel when investigating several potential agents. +- Keep exploring agent capabilities until you're CONFIDENT you've identified the best match for the user's needs. +- When you've identified potential agents, narrow your focus and review their specific capabilities in detail. + +If the user's request could match multiple agents, analyze their configurations carefully before making a decision. +Bias towards not asking the user for help if you can determine the best agent yourself based on available configuration. + + + +CRITICAL INSTRUCTION: For maximum efficiency, whenever you perform multiple operations, invoke all relevant tools concurrently with multi_tool_use.parallel rather than sequentially. Prioritize calling tools in parallel whenever possible. + +**Specific to agent discovery and handoff:** +- When using \`read_agents\` to review multiple agent configurations, ALWAYS call them in parallel +- When you need to check multiple agents before deciding on a handoff, read all their configs simultaneously +- Discovery operations (\`list_agents\` followed by multiple \`read_agents\`) should maximize parallelization + +For example, when investigating 3 potential agents, run 3 \`read_agents\` tool calls in parallel to read all 3 configurations at the same time. When running multiple read-only operations, always run all commands in parallel. + +When gathering information about available agents, plan your investigation upfront in your thinking and then execute all tool calls together. For instance: + +- Reading multiple agent configurations should happen in parallel +- Reviewing different agent capabilities should run in parallel +- Executing handoff agent tools should run in parallel +- Any information gathering where you know upfront what you're looking for + +Before making tool calls, briefly consider: What agent information do I need to route this user correctly? Then execute all those reads together rather than waiting for each result before planning the next search. + +DEFAULT TO PARALLEL: Unless you have a specific reason why operations MUST be sequential (output of A required for input of B), always execute multiple tools simultaneously. Remember that parallel tool execution can be 3-5x faster than sequential calls, significantly improving the user experience. + + + +**Critical Handoff Behavior:** +You will have access to \`execute_handoff_to_*\` functions that route to specific specialized agents (e.g., \`execute_handoff_to_coding_agent\`, \`execute_handoff_to_data_analyst\`, etc.). + +**TERMINAL OPERATION**: When you use an execute_handoff tool, it is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. + +**Important Rules:** +- You cannot perform any actions after executing a handoff +- Ensure you've completed all necessary investigation and information gathering BEFORE calling the handoff tool +- Make your handoff decision with confidence based on the agent configurations you've reviewed +- Include relevant context about the user's request when performing the handoff +- Once handed off, the specialized agent will handle all subsequent interactions until completion + + + +**Returning Control After Completion:** +When you have completely finished the user's request and there is no further specialized agent needed: +- Use the \`transfer_back_to_supervisor\` tool to return control to the supervisor agent +- This should only be called when the routing task is fully complete and the user has been successfully directed to the appropriate specialized agent +- If the user's request has been fully resolved through your handoff coordination, transfer back to allow the supervisor to handle any follow-up requests + +**Critical**: \`transfer_back_to_supervisor\` is a terminal operation just like other handoffs - you cannot perform any actions after calling it. + + + +When you need clarification or confirmation from the user: +- Ask clear, concise questions +- Avoid technical jargon; use simple language +- Be specific about what you need to know to proceed +- Limit to one question at a time to avoid confusion +- Use polite and professional tone +- Choose the right moment to ask, only when absolutely necessary to move forward +- Choose the right type: \`select\` for known options, \`boolean\` for confirmations, \`text\` for details + +`; \ No newline at end of file diff --git a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts index d3e82784..519a2225 100644 --- a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts @@ -77,6 +77,10 @@ Use this when user needs information about SNAK (Starknet Agent Kit): +**CRITICAL_INSTRUCTION** The agent_selector routing is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. +You cannot perform any actions after routing. Therefore, ensure you complete all necessary data gathering, processing, +and preparation BEFORE routing to the target agent. + Use this when user needs to execute an agent or find the right agent for a task: - Starting a specific agent (e.g., "Can you start the TradingAgent?") - Finding the best agent for a request (e.g., "Can you find what is the best car?" - routes to appropriate agent) diff --git a/packages/server/common/interceptors/error-logging.interceptor.ts b/packages/server/common/interceptors/error-logging.interceptor.ts index e2e7ef8b..d22282d6 100644 --- a/packages/server/common/interceptors/error-logging.interceptor.ts +++ b/packages/server/common/interceptors/error-logging.interceptor.ts @@ -21,8 +21,8 @@ export class ErrorLoggingInterceptor implements NestInterceptor { stack: error.stack, }); - return throwError(() => error); - }) + return throwError(() => error) as any; + }) as any ); } } diff --git a/patches/@langchain__langgraph-supervisor@0.0.20.patch b/patches/@langchain__langgraph-supervisor@0.0.20.patch new file mode 100644 index 00000000..4f698986 --- /dev/null +++ b/patches/@langchain__langgraph-supervisor@0.0.20.patch @@ -0,0 +1,68 @@ +--- a/dist/supervisor.js ++++ b/dist/supervisor.js +@@ -1,4 +1,4 @@ +-import { START, StateGraph, } from "@langchain/langgraph"; ++import { START, StateGraph, END, Command} from '@langchain/langgraph'; + import { createReactAgent, createReactAgentAnnotation, withAgentName, } from "@langchain/langgraph/prebuilt"; + import { v5 as uuidv5 } from "uuid"; + import { createHandoffTool, createHandoffBackMessages } from "./handoff.js"; +\ No newline at end of file +@@ -51,7 +51,28 @@ + if (addHandoffBackMessages) { + messages.push(...createHandoffBackMessages(agent.name, supervisorName)); + } +- return { ...output, messages }; ++ const isCommand = output && ( ++ ('goto' in output && output.goto !== undefined) || ++ ('lg_name' in output && output.lg_name === 'Command') ++ ); ++ ++ if (isCommand) { ++ return { ++ ...output, ++ update: { ++ ...(output.update || {}), ++ messages, ++ }, ++ }; ++ } ++ ++ return new Command({ ++ update: { ++ ...output, ++ messages, ++ }, ++ goto: supervisorName, ++ }); + }; + }; + /** +\ No newline at end of file +@@ -141,13 +162,7 @@ + const allTools = [...(tools ?? []), ...handoffTools]; + let supervisorLLM = llm; + if (isChatModelWithBindTools(llm)) { +- if (isChatModelWithParallelToolCallsParam(llm) && +- PROVIDERS_WITH_PARALLEL_TOOL_CALLS_PARAM.has(llm.getName())) { +- supervisorLLM = llm.bindTools(allTools, { parallel_tool_calls: false }); +- } +- else { +- supervisorLLM = llm.bindTools(allTools); +- } ++ supervisorLLM = llm.bindTools(allTools, { parallel_tool_calls: true }); + // hack: with newer version of LangChain we've started using `withConfig()` instead of `bind()` + // when binding tools, thus older version of LangGraph will incorrectly try to bind tools twice. + // TODO: remove when we start handling tools from config in @langchain/langgraph +\ No newline at end of file +@@ -186,8 +201,8 @@ + }) + .addEdge(START, supervisorAgent.name); + for (const agent of agents) { +- builder = builder.addNode(agent.name, makeCallAgent(agent, outputMode, addHandoffBackMessages, supervisorName), { subgraphs: isRemoteGraph(agent) ? undefined : [agent] }); +- builder = builder.addEdge(agent.name, supervisorAgent.name); ++ builder = builder.addNode(agent.name, makeCallAgent(agent, outputMode, addHandoffBackMessages, supervisorName), { subgraphs: isRemoteGraph(agent) ? undefined : [agent], ends: [END] }); ++ // builder = builder.addEdge(agent.name, supervisorAgent.name); + } + return builder; + }; +\ No newline at end of file diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 69b8dbeb..5d1ed120 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -12,6 +12,9 @@ patchedDependencies: '@google/generative-ai@0.24.1': hash: i3bcjqpirsdb2eb5bpzyk2r4pu path: patches/@google__generative-ai@0.24.1.patch + '@langchain/langgraph-supervisor@0.0.20': + hash: u7pi7p5qkgqylu4glxnxmjrcyy + path: patches/@langchain__langgraph-supervisor@0.0.20.patch importers: @@ -43,7 +46,7 @@ importers: version: 0.1.2(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/langgraph-checkpoint@0.1.1(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))) '@langchain/langgraph-supervisor': specifier: ^0.0.20 - 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version: 29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(esbuild@0.25.9)(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3) + version: 29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3) ts-loader: specifier: ^9.5.4 - version: 9.5.4(typescript@5.9.3)(webpack@5.97.1(esbuild@0.25.9)) + version: 9.5.4(typescript@5.9.3)(webpack@5.97.1) tsconfig-paths: specifier: ^4.2.0 version: 4.2.0 @@ -9380,7 +9383,7 @@ snapshots: optionalDependencies: '@langchain/core': 0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) - '@langchain/langgraph-supervisor@0.0.20(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/langgraph@0.4.9(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod-to-json-schema@3.24.6(zod@3.25.76)))': + '@langchain/langgraph-supervisor@0.0.20(patch_hash=u7pi7p5qkgqylu4glxnxmjrcyy)(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(@langchain/langgraph@0.4.9(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod-to-json-schema@3.24.6(zod@3.25.76)))': dependencies: '@langchain/core': 0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)) '@langchain/langgraph': 0.4.9(@langchain/core@0.3.78(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.3)(zod@3.25.76)))(zod-to-json-schema@3.24.6(zod@3.25.76)) @@ -9627,7 +9630,7 @@ snapshots: '@emnapi/runtime': 1.5.0 '@tybys/wasm-util': 0.9.0 - '@nestjs/cli@10.4.9(esbuild@0.25.9)': + '@nestjs/cli@10.4.9': dependencies: '@angular-devkit/core': 17.3.11(chokidar@3.6.0) '@angular-devkit/schematics': 17.3.11(chokidar@3.6.0) @@ -9637,7 +9640,7 @@ snapshots: chokidar: 3.6.0 cli-table3: 0.6.5 commander: 4.1.1 - fork-ts-checker-webpack-plugin: 9.0.2(typescript@5.7.2)(webpack@5.97.1(esbuild@0.25.9)) + fork-ts-checker-webpack-plugin: 9.0.2(typescript@5.7.2)(webpack@5.97.1) glob: 10.4.5 inquirer: 8.2.6 node-emoji: 1.11.0 @@ -9646,7 +9649,7 @@ snapshots: tsconfig-paths: 4.2.0 tsconfig-paths-webpack-plugin: 4.2.0 typescript: 5.7.2 - webpack: 5.97.1(esbuild@0.25.9) + webpack: 5.97.1 webpack-node-externals: 3.0.0 transitivePeerDependencies: - esbuild @@ -12339,7 +12342,7 @@ snapshots: cross-spawn: 7.0.6 signal-exit: 4.1.0 - fork-ts-checker-webpack-plugin@9.0.2(typescript@5.7.2)(webpack@5.97.1(esbuild@0.25.9)): + fork-ts-checker-webpack-plugin@9.0.2(typescript@5.7.2)(webpack@5.97.1): dependencies: '@babel/code-frame': 7.27.1 chalk: 4.1.2 @@ -12354,7 +12357,7 @@ snapshots: semver: 7.7.3 tapable: 2.3.0 typescript: 5.7.2 - webpack: 5.97.1(esbuild@0.25.9) + webpack: 5.97.1 form-data-encoder@1.7.2: {} @@ -15740,16 +15743,14 @@ snapshots: temp-dir@1.0.0: {} - terser-webpack-plugin@5.3.14(esbuild@0.25.9)(webpack@5.97.1(esbuild@0.25.9)): + terser-webpack-plugin@5.3.14(webpack@5.97.1): dependencies: '@jridgewell/trace-mapping': 0.3.31 jest-worker: 27.5.1 schema-utils: 4.3.3 serialize-javascript: 6.0.2 terser: 5.44.0 - webpack: 5.97.1(esbuild@0.25.9) - optionalDependencies: - esbuild: 0.25.9 + webpack: 5.97.1 terser@5.44.0: dependencies: @@ -15864,7 +15865,7 @@ snapshots: ts-interface-checker@0.1.13: {} - ts-jest@29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(esbuild@0.25.9)(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3): + ts-jest@29.4.4(@babel/core@7.28.4)(@jest/transform@29.7.0)(@jest/types@29.6.3)(babel-jest@29.7.0(@babel/core@7.28.4))(jest-util@29.7.0)(jest@29.7.0(@types/node@22.18.8)(ts-node@10.9.2(@types/node@22.18.8)(typescript@5.9.3)))(typescript@5.9.3): dependencies: bs-logger: 0.2.6 fast-json-stable-stringify: 2.1.0 @@ -15882,10 +15883,9 @@ snapshots: '@jest/transform': 29.7.0 '@jest/types': 29.6.3 babel-jest: 29.7.0(@babel/core@7.28.4) - esbuild: 0.25.9 jest-util: 29.7.0 - ts-loader@9.5.4(typescript@5.9.3)(webpack@5.97.1(esbuild@0.25.9)): + ts-loader@9.5.4(typescript@5.9.3)(webpack@5.97.1): dependencies: chalk: 4.1.2 enhanced-resolve: 5.18.3 @@ -15893,7 +15893,7 @@ snapshots: semver: 7.7.3 source-map: 0.7.6 typescript: 5.9.3 - webpack: 5.97.1(esbuild@0.25.9) + webpack: 5.97.1 ts-mixer@6.0.4: {} @@ -16245,7 +16245,7 @@ snapshots: webpack-sources@3.3.3: {} - webpack@5.97.1(esbuild@0.25.9): + webpack@5.97.1: dependencies: '@types/eslint-scope': 3.7.7 '@types/estree': 1.0.8 @@ -16267,7 +16267,7 @@ snapshots: neo-async: 2.6.2 schema-utils: 3.3.0 tapable: 2.3.0 - terser-webpack-plugin: 5.3.14(esbuild@0.25.9)(webpack@5.97.1(esbuild@0.25.9)) + terser-webpack-plugin: 5.3.14(webpack@5.97.1) watchpack: 2.4.4 webpack-sources: 3.3.3 transitivePeerDependencies: From 79b84377834e6e3aa38f58578c47861b2ae05d63 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 22:38:08 +0100 Subject: [PATCH 22/44] remvoed all console.log() --- .../agent/src/agents/core/supervisorAgent.ts | 3 --- .../graphs/core-graph/supervisor.graph.ts | 18 ------------------ .../prompts/agents/agentSelector.prompt.ts | 2 +- 3 files changed, 1 insertion(+), 22 deletions(-) diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 9c9ee4fc..878de9a7 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -212,9 +212,7 @@ export class SupervisorAgent extends BaseAgent { if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } - console.log(JSON.stringify(stateSnapshot.values, null, 2)); isTransferHandle = stateSnapshot.values.transfer_to.length > 0; - console.log(`isTransferHandle: ${isTransferHandle}`); currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( @@ -242,7 +240,6 @@ export class SupervisorAgent extends BaseAgent { if (!lastChunk || !currentCheckpointId) { throw new Error('No output from autonomous execution'); } - console.log('Final state values:', stateSnapshot.values); yield { event: lastChunk.event, run_id: lastChunk.run_id, diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index c3bbf081..124fdf69 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -45,9 +45,6 @@ export function messagesStateReducerWithLimit( if (combined.length <= MAX_SUPERVISOR_MESSAGE) { return combined; } - console.log( - `[SupervisorGraph] messagesStateReducerWithLimit: Limiting messages from ${combined.length} to ${MAX_SUPERVISOR_MESSAGE}` - ); // Calculate start index to keep last MAX_SUPERVISOR_MESSAGE messages let startIndex = combined.length - MAX_SUPERVISOR_MESSAGE; @@ -97,7 +94,6 @@ export class SupervisorGraph { // Build and compile the workflow const workflow = await this.buildWorkflow(); this.graph = workflow.compile({ checkpointer: this.checkpointer }); - console.log(this.graph.nodes); logger.info('[SupervisorAgent] Successfully initialized agent'); return this.graph; } catch (error) { @@ -113,20 +109,6 @@ export class SupervisorGraph { getSpecializedAgents(): Array> { return this.specializedAgent; } - - private end_graph(state: typeof GraphState): { - retry: number; - skipValidation: skipValidationType; - error: null; - } { - logger.info('[EndGraph] Cleaning up state for graph termination'); - return { - retry: 0, - skipValidation: { skipValidation: false, goto: '' }, - error: null, - }; - } - /** * Transforms messages to remove duplicates and transform AI messages. * Uses RemoveMessage pattern to overwrite messages and ensure deduplication. diff --git a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts index 5b103aaf..c724a56b 100644 --- a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts @@ -118,4 +118,4 @@ When you need clarification or confirmation from the user: - Choose the right moment to ask, only when absolutely necessary to move forward - Choose the right type: \`select\` for known options, \`boolean\` for confirmations, \`text\` for details -`; \ No newline at end of file +`; From 5c94a66e025610657e8a5039b127cc1465d31783 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 22:42:07 +0100 Subject: [PATCH 23/44] updated prompt --- .../prompts/agents/agentConfigurationHelper.prompt.ts | 2 +- .../src/shared/prompts/agents/agentSelector.prompt.ts | 10 +++++++--- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 3f5efb81..7acf2ccd 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,5 +1,5 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` -You are an AI agent configuration assistant part of a multi-agent system, powered by Gemini 2.5 Flash. +You are \`agentConfigurationHelper\`an AI agent configuration assistant part of a multi-agent system, powered by Gemini 2.5 Flash. You are an interactive CLI tool that helps users manage and configure AI agents. Use the instructions below and the tools available to you to assist the user. You are working collaboratively with a USER to manage their agent configurations. diff --git a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts index c724a56b..a9e53fae 100644 --- a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts @@ -1,5 +1,5 @@ export const AGENT_SELECTOR_SYSTEM_PROMPT = ` -You are agentSelectorHelper an AI handoff assistant part of a multi-agent system, powered by gemini-2.5-flash. +You are \`agentSelectorHelper\` an AI handoff assistant part of a multi-agent system, powered by gemini-2.5-flash. You are an interactive agent that helps route users to specialized agents based on their needs. Use the instructions below and the tools available to you to assist the user. You are working with a USER to understand their request and route them to the appropriate specialized agent. @@ -15,6 +15,9 @@ Your main goal is to understand the USER's request and route them to the most ap - When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. - Do not add unnecessary narration. - Refer to routing actions as "execute_handoffs". +- Use \`message_ask_user\` tool to ask for any clarifications needed. +- **CRITICAL** Never ask for user interaction without using the \`message_ask_user\` tool. + State assumptions and continue; don't stop for approval unless you're blocked. @@ -30,10 +33,9 @@ Definition: A brief progress note about what just happened, what you're about to 1. **Discovery Phase**: When a new goal is detected (by USER message), first use \`list_agents\` to discover all available specialized agents. 2. **Agent Analysis**: Use \`read_agents\` (in parallel if multiple agents need review) to understand the capabilities and specializations of relevant agents. -3. **Information Gathering**: If the user's request is unclear or you need more context, gather information from the user using appropriate questions. +3. **Information Gathering**: - Use the \`message_ask_user\` tool to clarify any ambiguities or get confirmations 4. **Status Updates**: Before logical groups of tool calls, write an extremely brief status update per . 5. **Execute Handoff**: Once you've identified the appropriate agent, use the relevant \`execute_handoff_to_*\` tool to route the user. -6. **Summary**: When the handoff is complete, give a brief summary per . @@ -48,6 +50,8 @@ Definition: A brief progress note about what just happened, what you're about to 8. After identifying the appropriate agent, verify the handoff function exists for that agent before attempting the handoff. 9. Before completing the handoff, ensure you have all necessary context from the user and have identified the correct specialized agent. 10. Remember that handoff operations (including \`transfer_back_to_supervisor\`) are terminal - complete all investigation and preparation before routing. +11. Always use the \`message_ask_user\` tool for any clarifications needed from the user. + From 631bd85c493affb02151b7becb6071f111977098 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 21 Oct 2025 22:49:03 +0100 Subject: [PATCH 24/44] change every console.log into logger --- .../agent/src/agents/core/supervisorAgent.ts | 2 +- .../graphs/core-graph/supervisor.graph.ts | 2 +- .../agent/src/agents/langsmith/datasets.ts | 32 +++++++------ .../src/agents/langsmith/run-datasets.ts | 45 ++++++++++--------- 4 files changed, 43 insertions(+), 38 deletions(-) diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 878de9a7..cec25e1d 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -49,7 +49,7 @@ export class SupervisorAgent extends BaseAgent { throw new Error('Failed to create supervisor graph'); } - this.compiledStateGraph = this.supervisorGraphInstance.getcompiledGraph(); + this.compiledStateGraph = this.supervisorGraphInstance.getCompiledGraph(); logger.info('[SupervisorAgent] Initialized successfully'); } catch (error) { logger.error(`[SupervisorAgent] Initialization failed: ${error}`); diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 124fdf69..e12cd496 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -102,7 +102,7 @@ export class SupervisorGraph { } } - getcompiledGraph(): CompiledStateGraph | null { + getCompiledGraph(): CompiledStateGraph | null { return this.graph; } diff --git a/packages/agent/src/agents/langsmith/datasets.ts b/packages/agent/src/agents/langsmith/datasets.ts index 1fdef44f..19cf88a1 100644 --- a/packages/agent/src/agents/langsmith/datasets.ts +++ b/packages/agent/src/agents/langsmith/datasets.ts @@ -1,4 +1,8 @@ -import { DatabaseConfigService, initializeGuards } from '@snakagent/core'; +import { + DatabaseConfigService, + initializeGuards, + logger, +} from '@snakagent/core'; import { LanggraphDatabase, Postgres } from '@snakagent/database'; import { RedisClient } from '@snakagent/database/redis'; @@ -62,10 +66,10 @@ export class Dataset { static async getDataset(datasetName: string) { try { const dataset = await this.client.readDataset({ datasetName }); - console.log(`Found existing dataset: ${datasetName}`); + logger.debug(`Found existing dataset: ${datasetName}`); return dataset; } catch (error) { - console.log(`Dataset ${datasetName} not found`); + logger.debug(`Dataset ${datasetName} not found`); return null; } } @@ -88,7 +92,7 @@ export class Dataset { // Check if dataset already exists const existingDataset = await this.getDataset(datasetName); if (existingDataset) { - console.log(`Using existing dataset: ${datasetName}`); + logger.debug(`Using existing dataset: ${datasetName}`); return existingDataset; } @@ -103,7 +107,7 @@ export class Dataset { ); } - console.log( + logger.debug( `Creating dataset ${datasetName} from CSV file: ${csvFilePath}` ); @@ -126,12 +130,12 @@ export class Dataset { dataType: 'kv', }); - console.log(`Successfully created dataset: ${datasetName}`); + logger.debug(`Successfully created dataset: ${datasetName}`); return dataset; } static async getEvaluator(): Promise { - console.log(process.env.GEMINI_API_KEY); + logger.debug(process.env.GEMINI_API_KEY); if (!process.env.GEMINI_API_KEY) { throw new Error('GEMINI_API_KEY environment variable is not set'); } @@ -179,7 +183,7 @@ export class Dataset { // If dataset doesn't exist, try to create it from CSV if (!dataset) { - console.log( + logger.debug( `Dataset ${datasetName} not found. Attempting to create from CSV...` ); @@ -197,7 +201,7 @@ export class Dataset { ); // Wait a moment for the dataset to be fully available - console.log('Waiting for dataset to be available...'); + logger.debug('Waiting for dataset to be available...'); await new Promise((resolve) => setTimeout(resolve, 2000)); // Verify dataset exists @@ -210,7 +214,7 @@ export class Dataset { } const evaluator = await this.getEvaluator(); // Run evaluation - console.log(`Running evaluation on dataset: ${datasetName}`); + logger.debug(`Running evaluation on dataset: ${datasetName}`); const results = await evaluate(target, { data: datasetName, evaluators: [evaluator], @@ -399,14 +403,14 @@ TEST DETAILS * // Run evaluation and analyze results * const results = await Dataset.runEvaluation('my-dataset', chain); * const summary = parseLangSmithResults(results); - * console.log(displaySummary(summary)); + * logger.debug(displaySummary(summary)); * * // Access data programmatically - * console.log(`Success rate: ${(summary.passedTests / summary.totalTests * 100).toFixed(1)}%`); - * console.log(`Average score: ${(summary.averageScore * 100).toFixed(1)}%`); + * logger.debug(`Success rate: ${(summary.passedTests / summary.totalTests * 100).toFixed(1)}%`); + * logger.debug(`Average score: ${(summary.averageScore * 100).toFixed(1)}%`); * * // Check if experiment meets quality threshold * if (summary.averageScore >= 0.8) { - * console.log('✅ Experiment passed quality threshold'); + * logger.debug('✅ Experiment passed quality threshold'); * } */ diff --git a/packages/agent/src/agents/langsmith/run-datasets.ts b/packages/agent/src/agents/langsmith/run-datasets.ts index b243b05b..ebbb92a6 100644 --- a/packages/agent/src/agents/langsmith/run-datasets.ts +++ b/packages/agent/src/agents/langsmith/run-datasets.ts @@ -4,6 +4,7 @@ import { SupervisorAgent } from '../core/supervisorAgent.js'; import { createAgentConfigRuntimeFromOutputWithId } from '../../utils/agent-initialization.utils.js'; import { supervisorAgentConfig } from '@snakagent/core'; import { v4 as uuidv4 } from 'uuid'; +import { logger } from '@snakagent/core'; /** * Parse command line arguments */ @@ -31,25 +32,25 @@ async function main() { const args = parseArgs(); // Validate required arguments if (!args.graph) { - console.error('Error: --graph parameter is required!'); - console.log( + logger.error('Error: --graph parameter is required!'); + logger.debug( '\nUsage: pnpm datasets --graph= --node= [--csv_path=]' ); - console.log( + logger.debug( '\nExample: pnpm datasets --graph=supervisor --node=supervisor' ); - console.log( + logger.debug( 'Example: pnpm datasets --graph=supervisor --node=agentConfigurationHelper --csv_path=my-custom.csv' ); process.exit(1); } if (!args.node) { - console.error('Error: --node parameter is required!'); - console.log( + logger.error('Error: --node parameter is required!'); + logger.debug( '\nUsage: pnpm datasets --graph= --node= [--csv_path=]' ); - console.log( + logger.debug( '\nExample: pnpm datasets --graph=supervisor --node=supervisor' ); process.exit(1); @@ -60,7 +61,7 @@ async function main() { // Validate graph name if (graphName !== 'supervisor') { - console.error( + logger.error( `Error: Graph '${graphName}' not found. Only 'supervisor' graph is supported.` ); process.exit(1); @@ -74,7 +75,7 @@ async function main() { 'supervisor', ]; if (!validNodes.includes(nodeName)) { - console.error( + logger.error( `Error: Node '${nodeName}' is not valid. Valid nodes are: ${validNodes.join(', ')}` ); process.exit(1); @@ -87,11 +88,11 @@ async function main() { const csvFileName = args.csv_path || `${graphName}.${nodeName}.dataset.csv`; - console.log(`\nRunning evaluation for:`); - console.log(` Graph: ${graphName}`); - console.log(` Node: ${nodeName}`); - console.log(` Dataset: ${datasetName}`); - console.log(` CSV: ${csvFileName}\n`); + logger.debug(`\nRunning evaluation for:`); + logger.debug(` Graph: ${graphName}`); + logger.debug(` Node: ${nodeName}`); + logger.debug(` Dataset: ${datasetName}`); + logger.debug(` CSV: ${csvFileName}\n`); // Define the datasets directory path const datasetsPath = path.join(process.cwd(), 'datasets'); @@ -151,22 +152,22 @@ async function main() { experimentPrefix: `evaluation-${datasetName}`, }); - console.log('\nEvaluation completed successfully!'); + logger.debug('\nEvaluation completed successfully!'); const summary = parseLangSmithResults(results); - console.log(displaySummary(summary)); + logger.debug(displaySummary(summary)); } catch (error) { - console.error('\nError running evaluation:'); + logger.error('\nError running evaluation:'); if (error instanceof Error) { - console.error(error.message); + logger.error(error.message); // Provide helpful error message if CSV is missing if (error.message.includes('CSV file not found')) { - console.log('\nTip: Make sure you have a CSV file named:'); - console.log(` ${csvFileName}`); - console.log(` in the datasets directory: ${datasetsPath}`); + logger.debug('\nTip: Make sure you have a CSV file named:'); + logger.debug(` ${csvFileName}`); + logger.debug(` in the datasets directory: ${datasetsPath}`); } } else { - console.error(error); + logger.error(error); } process.exit(1); } From eb317a3464272f6ccfd7a437073700666e6eaa20 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Wed, 22 Oct 2025 12:11:30 +0100 Subject: [PATCH 25/44] version with id + name + query of the execute handoff --- .../graphs/core-graph/supervisor.graph.ts | 14 +++-- ...erAgentTools.ts => executeHandoffTools.ts} | 20 ++++-- .../operators/supervisor/supervisorTools.ts | 9 +-- .../prompts/agents/agentSelector.prompt.ts | 3 +- .../database/src/queries/redis/queries.ts | 61 +++++++++++++++++++ 5 files changed, 91 insertions(+), 16 deletions(-) rename packages/agent/src/agents/operators/supervisor/{transferAgentTools.ts => executeHandoffTools.ts} (82%) diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index e12cd496..02b2c098 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -62,10 +62,12 @@ const SupervisorStateAnnotation = Annotation.Root({ reducer: messagesStateReducerWithLimit, default: () => [], }), - transfer_to: Annotation>({ + transfer_to: Annotation< + Array<{ agent_name: string; agent_id: string; query: string }> + >({ reducer: ( - left: Array<{ agent_name: string; query: string }>, - right: Array<{ agent_name: string; query: string }> + left: Array<{ agent_name: string; agent_id: string; query: string }>, + right: Array<{ agent_name: string; agent_id: string; query: string }> ) => right, default: () => [], }), @@ -242,18 +244,18 @@ export class SupervisorGraph { }) ); - const avaibleAgents = await redisAgents.listAgentsByUser( + const agentsAvailable = await redisAgents.listAgentsByUser( this.supervisorConfig.user_id ); logger.info( - `[SupervisorGraph] Found ${avaibleAgents.length} avaible agents for user ${this.supervisorConfig.user_id}` + `[SupervisorGraph] Found ${agentsAvailable.length} avaible agents for user ${this.supervisorConfig.user_id}` ); this.specializedAgent.push( createReactAgent({ llm: this.supervisorConfig.graph.model, tools: getAgentSelectorHelperTools( this.supervisorConfig, - avaibleAgents.map((a) => a.profile) + agentsAvailable ), name: 'agentSelectorHelper', prompt: AGENT_SELECTOR_SYSTEM_PROMPT, diff --git a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts b/packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts similarity index 82% rename from packages/agent/src/agents/operators/supervisor/transferAgentTools.ts rename to packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts index 18583658..1a056a28 100644 --- a/packages/agent/src/agents/operators/supervisor/transferAgentTools.ts +++ b/packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts @@ -3,6 +3,8 @@ import { DynamicStructuredTool } from '@langchain/core/tools'; import { Command, END, ParentCommand } from '@langchain/langgraph'; import { z } from 'zod'; import { v4 as uuidv4 } from 'uuid'; +import { RedisClient } from '@snakagent/database/redis'; +import { getAgentIdByName } from '../../../../../database/dist/queries/redis/queries.js'; /** * Sanitizes agent name to create a valid function name for Google Generative AI * Must start with a letter or underscore and contain only alphanumeric, underscores, dots, colons, or dashes @@ -32,16 +34,21 @@ function sanitizeAgentName(name: string): string { * @param agentName - The name of the agent to transfer to * @returns A DynamicStructuredTool for transferring to the specified agent */ -export function createTransferAgentTool( - agentName: string +export function createExecuteHandoffTools( + agentName: string, + agentId: string ): DynamicStructuredTool { const sanitizedName = sanitizeAgentName(agentName); return new DynamicStructuredTool({ name: `execute_handoff_to_${sanitizedName}`, description: `Executing handoff to ${agentName}`, - schema: z.object({}), - func: async () => { + schema: z + .object({ + query: z.string().describe('Query to send to the agent upon handoff'), + }) + .strict(), + func: async (query: string) => { const tool_id = uuidv4(); const aiMessage = new AIMessage(`Executing handoff to ${agentName}`); aiMessage.tool_calls = [ @@ -57,12 +64,15 @@ export function createTransferAgentTool( tool_call_id: tool_id, name: `execute_handoff_to_${sanitizedName}`, }); + // Return Command to end the graph using END constant // This will terminate the supervisor graph when transfer is requested return new Command({ update: { messages: [aiMessage, tMessage], - transfer_to: [{ agent_name: agentName, query: '' }], + transfer_to: [ + { agent_name: agentName, agent_id: agentId, query: query }, + ], }, goto: END, graph: Command.PARENT, diff --git a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts index ccc15d61..70b6192a 100644 --- a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts +++ b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts @@ -12,7 +12,8 @@ import { messageAskUserTool, } from './tools/index.js'; import { redisAgents } from '@snakagent/database/queries'; -import { createTransferAgentTool } from './transferAgentTools.js'; +import { createExecuteHandoffTools } from './executeHandoffTools.js'; +import { agent } from 'supertest'; /** * Shared configuration tools reserved for supervisor agents. @@ -61,11 +62,11 @@ export function getCommunicationHelperTools() { export function getAgentSelectorHelperTools( agentConfig: AgentConfig.Runtime, - agentsProfile: AgentProfile[] + agentsAvailable: AgentConfig.OutputWithId[] ) { const transferTools: Array = []; - for (const profile of agentsProfile) { - transferTools.push(createTransferAgentTool(profile.name)); + for (const agent of agentsAvailable) { + transferTools.push(createExecuteHandoffTools(agent.profile.name, agent.id)); } return [ listAgentsTool(agentConfig), diff --git a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts index a9e53fae..41d0f1bd 100644 --- a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts @@ -35,7 +35,7 @@ Definition: A brief progress note about what just happened, what you're about to 2. **Agent Analysis**: Use \`read_agents\` (in parallel if multiple agents need review) to understand the capabilities and specializations of relevant agents. 3. **Information Gathering**: - Use the \`message_ask_user\` tool to clarify any ambiguities or get confirmations 4. **Status Updates**: Before logical groups of tool calls, write an extremely brief status update per . -5. **Execute Handoff**: Once you've identified the appropriate agent, use the relevant \`execute_handoff_to_*\` tool to route the user. +5. **Execute Handoff**: Once you've identified the appropriate agent, use the relevant \`execute_handoff_to_*\` tool with the relevant query to route the user. @@ -95,6 +95,7 @@ You will have access to \`execute_handoff_to_*\` functions that route to specifi **TERMINAL OPERATION**: When you use an execute_handoff tool, it is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. **Important Rules:** +- You must include a clear, specific query when performing the handoff that describes what the specialized agent needs to accomplish - You cannot perform any actions after executing a handoff - Ensure you've completed all necessary investigation and information gathering BEFORE calling the handoff tool - Make your handoff decision with confidence based on the agent configurations you've reviewed diff --git a/packages/database/src/queries/redis/queries.ts b/packages/database/src/queries/redis/queries.ts index 9555a249..79419e88 100644 --- a/packages/database/src/queries/redis/queries.ts +++ b/packages/database/src/queries/redis/queries.ts @@ -389,6 +389,67 @@ export async function updateAgent( ); } +/** + * Get the agent ID by agent name and user ID + * + * @param agentName - Agent name to search for + * @param userId - User ID + * @returns Agent ID if found, null otherwise + */ +export async function getAgentIdByName( + agentName: string, + userId: string +): Promise { + const redis = getRedisClient(); + const userSetKey = `agents:by-user:${userId}`; + + try { + // Get all agent IDs for this user + const agentIds = await redis.smembers(userSetKey); + + if (agentIds.length === 0) { + logger.debug(`No agents found for user ${userId}`); + return null; + } + + // Build keys for MGET + const agentKeys = agentIds.map((id) => `agents:${id}`); + + // Get all agents in a single call + const agentJsons = await redis.mget(...agentKeys); + + // Search for the agent with the matching name + for (let i = 0; i < agentJsons.length; i++) { + const json = agentJsons[i]; + if (json) { + try { + const agent = JSON.parse(json) as AgentConfig.OutputWithId; + if (agent.profile.name === agentName) { + logger.debug( + `Found agent with name "${agentName}" for user ${userId}: ${agent.id}` + ); + return agent.id; + } + } catch (error) { + logger.error( + `Failed to parse agent JSON for ID ${agentIds[i]}:`, + error + ); + } + } + } + + logger.debug(`No agent found with name "${agentName}" for user ${userId}`); + return null; + } catch (error) { + logger.error( + `Error getting agent ID by name "${agentName}" for user ${userId}:`, + error + ); + throw error; + } +} + /** * Clear all agents for a specific user (useful for testing) * Uses optimistic locking (WATCH) to prevent TOCTOU race conditions From a346fe3e0b8e51e74d17ffa669f320042218380b Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Wed, 22 Oct 2025 14:39:29 +0100 Subject: [PATCH 26/44] version with the tools enhanced --- .../graphs/core-graph/supervisor.graph.ts | 32 ++++++++++++------- .../operators/supervisor/supervisorTools.ts | 27 +++++++--------- 2 files changed, 32 insertions(+), 27 deletions(-) diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 02b2c098..8ed3cc6d 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -13,10 +13,11 @@ import { GraphState } from './agent.graph.js'; import { initializeDatabase } from '@agents/utils/database.utils.js'; import { createReactAgent } from '@langchain/langgraph/prebuilt'; import { - getAgentConfigurationHelperTools, - getAgentSelectorHelperTools, - getCommunicationHelperTools, - getMcpServerHelperTools, + getSupervisorCommunicationTools, + getSupervisorConfigModifierTools, + getSupervisorMcpModifier, + getSupervisorReadTools, + getSupevisorHandoffTools, } from '@agents/operators/supervisor/supervisorTools.js'; import { createSupervisor } from '@langchain/langgraph-supervisor'; import { @@ -33,6 +34,7 @@ import { Annotation } from '@langchain/langgraph'; import { redisAgents } from '@snakagent/database/queries'; import { AGENT_SELECTOR_SYSTEM_PROMPT } from '@prompts/agents/agentSelector.prompt.js'; import { REMOVE_ALL_MESSAGES } from '@langchain/langgraph'; +import { get } from 'http'; const MAX_SUPERVISOR_MESSAGE = 30; export function messagesStateReducerWithLimit( @@ -206,8 +208,9 @@ export class SupervisorGraph { createReactAgent({ llm: this.supervisorConfig.graph.model, tools: [ - ...getAgentConfigurationHelperTools(this.supervisorConfig), - ...getCommunicationHelperTools(), + ...getSupervisorConfigModifierTools(this.supervisorConfig), + ...getSupervisorReadTools(this.supervisorConfig), + ...getSupervisorCommunicationTools(), ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, @@ -224,7 +227,11 @@ export class SupervisorGraph { this.specializedAgent.push( createReactAgent({ llm: this.supervisorConfig.graph.model, - tools: getMcpServerHelperTools(this.supervisorConfig), + tools: [ + ...getSupervisorMcpModifier(this.supervisorConfig), + ...getSupervisorReadTools(this.supervisorConfig), + ...getSupervisorCommunicationTools(), + ], name: 'mcpConfigurationHelper', prompt: formattedMcpConfigurationHelperPrompt, stateSchema: SupervisorStateAnnotation, @@ -253,10 +260,11 @@ export class SupervisorGraph { this.specializedAgent.push( createReactAgent({ llm: this.supervisorConfig.graph.model, - tools: getAgentSelectorHelperTools( - this.supervisorConfig, - agentsAvailable - ), + tools: [ + ...getSupevisorHandoffTools(this.supervisorConfig, agentsAvailable), + ...getSupervisorReadTools(this.supervisorConfig), + ...getSupervisorCommunicationTools(), + ], name: 'agentSelectorHelper', prompt: AGENT_SELECTOR_SYSTEM_PROMPT, stateSchema: SupervisorStateAnnotation, @@ -272,7 +280,7 @@ export class SupervisorGraph { const workflow = createSupervisor({ supervisorName: 'supervisor', agents: [...this.specializedAgent], - tools: getCommunicationHelperTools(), + tools: getSupervisorCommunicationTools(), llm: this.supervisorConfig.graph.model, prompt: formattedSupervisorPrompt, stateSchema: SupervisorStateAnnotation, diff --git a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts index 70b6192a..4738143c 100644 --- a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts +++ b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts @@ -13,7 +13,6 @@ import { } from './tools/index.js'; import { redisAgents } from '@snakagent/database/queries'; import { createExecuteHandoffTools } from './executeHandoffTools.js'; -import { agent } from 'supertest'; /** * Shared configuration tools reserved for supervisor agents. @@ -36,19 +35,21 @@ export function getSupervisorConfigTools( ]; } -export function getAgentConfigurationHelperTools( +export function getSupervisorConfigModifierTools( agentConfig: AgentConfig.Runtime ) { return [ createAgentTool(agentConfig), - listAgentsTool(agentConfig), deleteAgentTool(agentConfig), - readAgentTool(agentConfig), updateAgentTool(agentConfig), ]; } -export function getMcpServerHelperTools(agentConfig: AgentConfig.Runtime) { +export function getSupervisorReadTools(agentConfig: AgentConfig.Runtime) { + return [readAgentTool(agentConfig), listAgentsTool(agentConfig)]; +} + +export function getSupervisorMcpModifier(agentConfig: AgentConfig.Runtime) { return [ addMcpServerTool(agentConfig), removeMcpServerTool(agentConfig), @@ -56,11 +57,7 @@ export function getMcpServerHelperTools(agentConfig: AgentConfig.Runtime) { ]; } -export function getCommunicationHelperTools() { - return [messageAskUserTool()]; -} - -export function getAgentSelectorHelperTools( +export function getSupevisorHandoffTools( agentConfig: AgentConfig.Runtime, agentsAvailable: AgentConfig.OutputWithId[] ) { @@ -68,11 +65,11 @@ export function getAgentSelectorHelperTools( for (const agent of agentsAvailable) { transferTools.push(createExecuteHandoffTools(agent.profile.name, agent.id)); } - return [ - listAgentsTool(agentConfig), - readAgentTool(agentConfig), - ...transferTools, - ]; + return transferTools; +} + +export function getSupervisorCommunicationTools() { + return [messageAskUserTool()]; } /** From 81a62980ce3f813e4e461adbcac1399dd3a5a5fd Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Wed, 22 Oct 2025 16:14:11 +0100 Subject: [PATCH 27/44] better --- .../agent/src/agents/operators/supervisor/supervisorTools.ts | 1 - 1 file changed, 1 deletion(-) diff --git a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts index 4738143c..657d194a 100644 --- a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts +++ b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts @@ -11,7 +11,6 @@ import { updateMcpServerTool, messageAskUserTool, } from './tools/index.js'; -import { redisAgents } from '@snakagent/database/queries'; import { createExecuteHandoffTools } from './executeHandoffTools.js'; /** From d48fcbcf2460a38bfafa75dd44a3f28fe9258336 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Wed, 22 Oct 2025 16:33:17 +0100 Subject: [PATCH 28/44] version with constant reloacted --- .../agents/graphs/constants/execution-constants.ts | 2 ++ .../src/agents/graphs/core-graph/supervisor.graph.ts | 11 +---------- 2 files changed, 3 insertions(+), 10 deletions(-) diff --git a/packages/agent/src/agents/graphs/constants/execution-constants.ts b/packages/agent/src/agents/graphs/constants/execution-constants.ts index bec0ef64..82a58162 100644 --- a/packages/agent/src/agents/graphs/constants/execution-constants.ts +++ b/packages/agent/src/agents/graphs/constants/execution-constants.ts @@ -74,3 +74,5 @@ export const STRING_LIMITS = { 'execution.max_description_length' ), } as const; + +export const MAX_SUPERVISOR_MESSAGE = 30; diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 8ed3cc6d..a977f56a 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -1,15 +1,12 @@ import { CompiledStateGraph, - END, messagesStateReducer, StateGraph, } from '@langchain/langgraph'; import { PostgresSaver } from '@langchain/langgraph-checkpoint-postgres'; import { GraphError } from '../utils/error.utils.js'; import { SupervisorAgent } from '@agents/core/supervisorAgent.js'; -import { skipValidationType } from '@stypes/graph.types.js'; import { AgentConfig, logger } from '@snakagent/core'; -import { GraphState } from './agent.graph.js'; import { initializeDatabase } from '@agents/utils/database.utils.js'; import { createReactAgent } from '@langchain/langgraph/prebuilt'; import { @@ -24,7 +21,6 @@ import { AIMessage, BaseMessage, RemoveMessage, - ToolMessage, } from '@langchain/core/messages'; import { SUPERVISOR_SYSTEM_PROMPT } from '@prompts/agents/supervisor/supervisor.prompt.js'; import { ChatPromptTemplate } from '@langchain/core/prompts'; @@ -34,24 +30,19 @@ import { Annotation } from '@langchain/langgraph'; import { redisAgents } from '@snakagent/database/queries'; import { AGENT_SELECTOR_SYSTEM_PROMPT } from '@prompts/agents/agentSelector.prompt.js'; import { REMOVE_ALL_MESSAGES } from '@langchain/langgraph'; -import { get } from 'http'; -const MAX_SUPERVISOR_MESSAGE = 30; +import { MAX_SUPERVISOR_MESSAGE } from '../constants/execution-constants.js'; export function messagesStateReducerWithLimit( left: BaseMessage[], right: BaseMessage[] ): BaseMessage[] { - // Simple append - deduplication will be handled in preModelHook - const combined = messagesStateReducer(left, right); if (combined.length <= MAX_SUPERVISOR_MESSAGE) { return combined; } - // Calculate start index to keep last MAX_SUPERVISOR_MESSAGE messages let startIndex = combined.length - MAX_SUPERVISOR_MESSAGE; - // Adjust startIndex if we're starting with a tool message (need its AI parent) while (startIndex > 0 && combined[startIndex].getType() === 'tool') { startIndex--; } From f1c624e0442ba580039260dcd8fec99270e933ed Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 24 Oct 2025 11:04:36 +0100 Subject: [PATCH 29/44] version working --- packages/agent/src/agents/core/snakAgent.ts | 4 +- .../agent/src/agents/core/supervisorAgent.ts | 19 +- .../graphs/core-graph/supervisor.graph.ts | 55 ++--- .../operators/supervisor/supervisorTools.ts | 2 +- .../{ => tools}/executeHandoffTools.ts | 2 +- .../tools/schemas/common.schemas.ts | 6 +- .../tools/schemas/listAgent.schema.ts | 6 - .../schemas/transfer_to_supervisorTools.ts | 36 ++++ .../agents/agentConfigurationHelper.prompt.ts | 193 ++++++++++-------- .../agents/supervisor/supervisor.prompt.ts | 125 +++++------- .../agent/src/shared/types/graph.types.ts | 1 + 11 files changed, 249 insertions(+), 200 deletions(-) rename packages/agent/src/agents/operators/supervisor/{ => tools}/executeHandoffTools.ts (96%) create mode 100644 packages/agent/src/agents/operators/supervisor/tools/schemas/transfer_to_supervisorTools.ts diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index 06344539..6a338b73 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -26,7 +26,7 @@ import { getInterruptCommand, isInterrupt, } from '@agents/graphs/utils/graph.utils.js'; - +import {v4 as uuidv4} from 'uuid'; /** * Main agent for interacting with the Starknet blockchain * Supports multiple execution modes: interactive, autonomous, and hybrid @@ -318,7 +318,7 @@ export class SnakAgent extends BaseAgent { const initialMessages: BaseMessage[] = [ new HumanMessage(request.request), ]; - const threadId = this.agentConfig.id; + const threadId = request.thread_id ? request.thread_id : uuidv4(); const configurable = { thread_id: threadId, user_request: { diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index cec25e1d..067134ca 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -188,9 +188,6 @@ export class SupervisorAgent extends BaseAgent { recursionLimit: 500, version: 'v2' as const, }; - await this.compiledStateGraph.updateState(executionConfig, { - transfer_to: [], - }); stateSnapshot = await this.compiledStateGraph.getState(executionConfig, { subgraphs: true, }); @@ -201,6 +198,12 @@ export class SupervisorAgent extends BaseAgent { ? getInterruptCommand(userRequest.request) : { messages: [new HumanMessage(userRequest.request || '')] }; + if (stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0) { + await this.compiledStateGraph.updateState(executionConfig, { + transfer_to: [], + }); + } + console.log(isInterrupt(stateSnapshot)); for await (const chunk of this.compiledStateGraph.streamEvents( executionInput, executionConfig @@ -212,7 +215,7 @@ export class SupervisorAgent extends BaseAgent { if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } - isTransferHandle = stateSnapshot.values.transfer_to.length > 0; + isTransferHandle = stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0; currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( @@ -240,6 +243,14 @@ export class SupervisorAgent extends BaseAgent { if (!lastChunk || !currentCheckpointId) { throw new Error('No output from autonomous execution'); } + + const startTime = Date.now(); + if (isInterruptHandle === false) { + const endTime = Date.now(); + const duration = endTime - startTime; + await this.pgCheckpointer.deleteThread(threadId); + logger.info(`[SupervisorAgent] deleteThread took ${duration}ms`); + } yield { event: lastChunk.event, run_id: lastChunk.run_id, diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index a977f56a..2ecdfbfc 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -31,6 +31,7 @@ import { redisAgents } from '@snakagent/database/queries'; import { AGENT_SELECTOR_SYSTEM_PROMPT } from '@prompts/agents/agentSelector.prompt.js'; import { REMOVE_ALL_MESSAGES } from '@langchain/langgraph'; import { MAX_SUPERVISOR_MESSAGE } from '../constants/execution-constants.js'; +import { transferBackToSupervisorTool } from '@agents/operators/supervisor/tools/schemas/transfer_to_supervisorTools.js'; export function messagesStateReducerWithLimit( left: BaseMessage[], @@ -202,6 +203,7 @@ export class SupervisorGraph { ...getSupervisorConfigModifierTools(this.supervisorConfig), ...getSupervisorReadTools(this.supervisorConfig), ...getSupervisorCommunicationTools(), + transferBackToSupervisorTool() ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, @@ -215,38 +217,38 @@ export class SupervisorGraph { ]); const formattedMcpConfigurationHelperPrompt = await mcpConfigurationHelperSystemPrompt.format({}); - this.specializedAgent.push( - createReactAgent({ - llm: this.supervisorConfig.graph.model, - tools: [ - ...getSupervisorMcpModifier(this.supervisorConfig), - ...getSupervisorReadTools(this.supervisorConfig), - ...getSupervisorCommunicationTools(), - ], - name: 'mcpConfigurationHelper', - prompt: formattedMcpConfigurationHelperPrompt, - stateSchema: SupervisorStateAnnotation, - preModelHook: this.transformMessagesHook.bind(this), - }) - ); + // this.specializedAgent.push( + // createReactAgent({ + // llm: this.supervisorConfig.graph.model, + // tools: [ + // ...getSupervisorMcpModifier(this.supervisorConfig), + // ...getSupervisorReadTools(this.supervisorConfig), + // ...getSupervisorCommunicationTools(), + // ], + // name: 'mcpConfigurationHelper', + // prompt: formattedMcpConfigurationHelperPrompt, + // stateSchema: SupervisorStateAnnotation, + // preModelHook: this.transformMessagesHook.bind(this), + // }) + // ); - this.specializedAgent.push( - createReactAgent({ - llm: this.supervisorConfig.graph.model, - tools: [], - name: 'snakRagAgentHelper', - prompt: - 'You are an expert RAG agent configuration assistant. Your task is to help users create and modify RAG agent configurations based on their requirements. Always ensure that the configurations adhere to best practices and are optimized for performance.', - stateSchema: SupervisorStateAnnotation, - preModelHook: this.transformMessagesHook.bind(this), - }) - ); + // this.specializedAgent.push( + // createReactAgent({ + // llm: this.supervisorConfig.graph.model, + // tools: [], + // name: 'snakRagAgentHelper', + // prompt: + // 'You are an expert RAG agent configuration assistant. Your task is to help users create and modify RAG agent configurations based on their requirements. Always ensure that the configurations adhere to best practices and are optimized for performance.', + // stateSchema: SupervisorStateAnnotation, + // preModelHook: this.transformMessagesHook.bind(this), + // }) + // ); const agentsAvailable = await redisAgents.listAgentsByUser( this.supervisorConfig.user_id ); logger.info( - `[SupervisorGraph] Found ${agentsAvailable.length} avaible agents for user ${this.supervisorConfig.user_id}` + `[SupervisorGraph] Found ${agentsAvailable.length} avaible age1nts for user ${this.supervisorConfig.user_id}` ); this.specializedAgent.push( createReactAgent({ @@ -255,6 +257,7 @@ export class SupervisorGraph { ...getSupevisorHandoffTools(this.supervisorConfig, agentsAvailable), ...getSupervisorReadTools(this.supervisorConfig), ...getSupervisorCommunicationTools(), + transferBackToSupervisorTool(), ], name: 'agentSelectorHelper', prompt: AGENT_SELECTOR_SYSTEM_PROMPT, diff --git a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts index 657d194a..b2b38788 100644 --- a/packages/agent/src/agents/operators/supervisor/supervisorTools.ts +++ b/packages/agent/src/agents/operators/supervisor/supervisorTools.ts @@ -11,7 +11,7 @@ import { updateMcpServerTool, messageAskUserTool, } from './tools/index.js'; -import { createExecuteHandoffTools } from './executeHandoffTools.js'; +import { createExecuteHandoffTools } from './tools/executeHandoffTools.js'; /** * Shared configuration tools reserved for supervisor agents. diff --git a/packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts b/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts similarity index 96% rename from packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts rename to packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts index 1a056a28..813eaa42 100644 --- a/packages/agent/src/agents/operators/supervisor/executeHandoffTools.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts @@ -4,7 +4,7 @@ import { Command, END, ParentCommand } from '@langchain/langgraph'; import { z } from 'zod'; import { v4 as uuidv4 } from 'uuid'; import { RedisClient } from '@snakagent/database/redis'; -import { getAgentIdByName } from '../../../../../database/dist/queries/redis/queries.js'; +import { getAgentIdByName } from '../../../../../../database/dist/queries/redis/queries.js'; /** * Sanitizes agent name to create a valid function name for Google Generative AI * Must start with a letter or underscore and contain only alphanumeric, underscores, dots, colons, or dashes diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index 55d945f1..caff5ec3 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -186,9 +186,9 @@ export const MemoryTimeoutsSchema = z.object({ // Schema for MemoryConfig export const MemoryConfigSchema = z.object({ ltm_enabled: z.boolean().optional().describe('Long-term memory enabled'), - size_limits: MemorySizeLimitsSchema.optional().describe('Memory size limits'), - thresholds: MemoryThresholdsSchema.optional().describe('Memory thresholds'), - timeouts: MemoryTimeoutsSchema.optional().describe('Memory timeouts'), + size_limits: MemorySizeLimitsSchema.partial().optional().describe('Memory size limits'), + thresholds: MemoryThresholdsSchema.partial().optional().describe('Memory thresholds'), + timeouts: MemoryTimeoutsSchema.partial().optional().describe('Memory timeouts'), strategy: z .enum(['holistic', 'categorized']) .optional() diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/listAgent.schema.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/listAgent.schema.ts index df7afb57..84b86955 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/listAgent.schema.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/listAgent.schema.ts @@ -7,32 +7,27 @@ export const ListAgentsSchema = z.object({ group: z .string() .optional() - .nullable() .describe( 'Filter agents by specific group (use when user wants agents from a particular group)' ), mode: z .string() .optional() - .nullable() .describe( 'Filter agents by execution mode (use when user wants agents with specific mode)' ), name_contains: z .string() .optional() - .nullable() .describe( 'Filter agents whose names contain this text (use for partial name searches)' ), }) .optional() - .nullable() .describe('Optional filters to narrow down the agent list'), limit: z .number() .optional() - .nullable() .transform(normalizeNonNegativeNumber) .describe( 'Maximum number of agents to return (use when user specifies a limit)' @@ -40,7 +35,6 @@ export const ListAgentsSchema = z.object({ offset: z .number() .optional() - .nullable() .transform(normalizeNonNegativeNumber) .describe('Number of agents to skip for pagination'), }); diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/transfer_to_supervisorTools.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/transfer_to_supervisorTools.ts new file mode 100644 index 00000000..06cb6a09 --- /dev/null +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/transfer_to_supervisorTools.ts @@ -0,0 +1,36 @@ +import { DynamicStructuredTool } from '@langchain/core/tools'; +import { Command } from '@langchain/langgraph'; +import z from 'zod'; +import { v4 as uuidv4 } from 'uuid'; +import { AIMessage, ToolMessage } from '@langchain/core/messages'; + +export function transferBackToSupervisorTool() { + return new DynamicStructuredTool({ + name: 'transfer_back_to_supervisor', + description: + 'Use this tool to transfer the conversation back to the supervisor agent for further handling.', + schema: z.object({}), + func: async () => { + const tool_id = uuidv4(); + const aiMessage = new AIMessage(`Executing transfer_back_to_supervisor.`); + aiMessage.tool_calls = [ + { + id: tool_id, + name: `transfer_back_to_supervisor`, + args: {}, + }, + ]; + + const tMessage = new ToolMessage({ + content: `Successfully transferred back to supervisor.`, + tool_call_id: tool_id, + name: `transfer_back_to_supervisor`, + }); + // Logic to handle the transfer back to the supervisor agent + return new Command({ + goto: 'supervisor', + graph: Command.PARENT, + }); + }, + }); +} diff --git a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts index 7acf2ccd..9ef104a0 100644 --- a/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentConfigurationHelper.prompt.ts @@ -1,6 +1,6 @@ export const AGENT_CONFIGURATION_HELPER_SYSTEM_PROMPT = ` You are \`agentConfigurationHelper\`an AI agent configuration assistant part of a multi-agent system, powered by Gemini 2.5 Flash. -You are an interactive CLI tool that helps users manage and configure AI agents. Use the instructions below and the tools available to you to assist the user. +You are an interactive CLI function that helps users manage and configure AI agents. Use the instructions below and the functions available to you to assist the user. You are working collaboratively with a USER to manage their agent configurations. @@ -9,24 +9,16 @@ You are an agent - please keep going until the user's query agent configuration Your main goal is to follow the USER's instructions at each message. -- Always ensure **only relevant sections** (configuration details, tables, commands, or structured data) are formatted in valid Markdown with proper fencing. -- Avoid wrapping the entire message in a single code block. Use Markdown **only where semantically correct** (e.g., \`inline terms\`, lists, tables). -- ALWAYS use backticks to format agent names, configuration parameters, and technical terms (e.g., \`TradingBot\`, \`memory_size\`, \`rag_enabled\`). -- Use \( and \) for inline math, \[ and \] for block math when discussing token usage or metrics. -- When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. -- Avoid technical jargon - translate configuration parameters into user-friendly descriptions (e.g., instead of saying "I increased \`short_term_memory\` from 5 to 10", say "Your agent will now remember the full content of the last 10 messages instead of just 5, allowing it to maintain better context in longer conversations"). -- Tool names and values should describe what capabilities they give the agent. -- When you modify parameters or configurations, ALWAYS explain benefits (what new capabilities or improvements this provides) and trade-offs (token consumption, response time, or other costs, e.g., "Enabling extended memory allows your agent to reference earlier conversations, but will increase token usage by approximately 20-30%"). -- Prefer discussing token usage in metrics (e.g., "~500 tokens per request") rather than dollar costs, unless the user specifically asks about pricing. -- Do not add unnecessary explanations or narration. -- Use \`message_ask_user\` tool to ask for any clarifications needed. -- **CRITICAL** Never ask for user interaction without using the \`message_ask_user\` tool. -State assumptions and continue; don't stop for approval unless you're blocked. +- Write for skimmability: headings (##/###), bullets, backticks for \`technical_terms\` +- Explain changes in user-friendly terms with benefits AND trade-offs +- Brief status updates before tool calls; final summary at end +- Use function for required interactions +Do not add narration comments inside code just to explain actions. Definition: A brief progress note about what just happened, what you're about to do, any real blockers, written in a continuous conversational style, narrating the story of your progress as you go. -- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the tool call right after). Only pause if you truly cannot proceed without the user or a tool result. +- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the function call right after). - Use the markdown and formatting rules above. You must use backticks when mentioning agent names, parameters, etc (e.g., \`TradingBot\`, \`memory_size\`). - Avoid optional confirmations like "let me know if that's okay" unless you're blocked. - Don't add headings like "Update:". @@ -43,87 +35,107 @@ At the end of your turn, you should provide a summary. - Don't add headings like "Summary:" or "Update:". + +- Critical user interaction rule : ALWAYS use function function otherwise user will never receive your messages. + + + +1. If you encounter an error or unexpected situation, do not crash or stop. Instead, handle it gracefully by: + - Informing the user of the issue in a clear and concise manner. + - Suggesting possible next steps or alternatives to proceed. + - Trying to recover from the error autonomously if possible. +2. If you are unable to resolve the issue after several attempts, stop execution by using function . + -- Whenever a new goal is detected, understand the request and identify which operation is needed -- Before logical groups of tool calls, write an extremely brief status update -- Execute the necessary tools, always verifying changes with read operations -- Use the \`message_ask_user\` tool to clarify any ambiguities or get confirmations -- When all tasks for the goal are done, give a brief summary -- Use the \`transfer_to_supervisor\` tool to return control to the supervisor +1. Whenever a new goal is detected (by USER message), run a brief discovery pass per . +2. Before logical groups of , write an extremely brief status update per . +3. When all tasks for the goal are done, give a brief summary per and use function. - -- Use only provided tools; follow their schemas exactly -- If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn -- Don't mention tool names to the user; describe actions naturally -- If info is discoverable via tools, prefer that over asking the user -- Use tools as needed; don't guess configuration values -- Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn -- When you need to confirm something with the user, use the \`message_ask_user\` tool. -- After any Create/Delete/Update operation, ALWAYS use the appropriate read tool to verify the changes were applied correctly for data integrity and operation confirmation - - - - -CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to generate by default the parameters of the agent based on the stated purpose. -1. **Gather Requirements**: - - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities - - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer (e.g : "What specific tasks should this trading agent perform? If you're unsure, I can create a general-purpose trading agent for you.") - - Never ask for a specific configuration parameter directly; always infer from the purpose or use defaults - -2. **Avoid Unnecessary Confirmations**: - - Try at maximum to generate default choices based on the stated purpose - - Don't ask for approval at every step - - Only pause if you need critical information you cannot infer - -3. **After Creation**: - - Use the read tool to verify the agent was created with the correct configuration - - Provide a summary per explaining: - - Agent name and purpose - - Key capabilities enabled - - Expected token usage or performance characteristics - - Any trade-offs made in the configuration - - - -When updating an agent configuration: - -- If the user doesn't specify which agent to update, ask for the agent name -- If they provide a name that doesn't exist, use the list tool to find similar agents and ask if they meant one of those -- Never assume which agent they mean -- ALWAYS use the read tool first to check the current parameters before making any updates -- Never make assumptions about existing configuration values to prevent wrong update. -- Make the requested changes and explain benefits and trade-offs of each change -- After updating, use the read tool again to confirm the changes were applied correctly -- Provide a summary of what changed and the impact - - - -When deleting an agent: -- If agent name not provided, ask which agent to remove -- **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." -- Only proceed after user confirms -- After deletion, verify with \`list_agents\` and confirm success to user - - - -When you need clarification or confirmation from the user: -- Ask clear, concise questions -- Avoid technical jargon; use simple language -- Be specific about what you need to know to proceed -- Limit to one question at a time to avoid confusion -- Use polite and professional tone -- Choose the right moment to ask, only when absolutely necessary to move forward -- Choose the right type: \`select\` for known options, \`boolean\` for confirmations, \`text\` for details - + +\`list_agents\` and \`read_agent\` are your primary discovery tools. +- CRITICAL: When a user references an existing agent (update, delete, or vague references), start with \`list_agents\` to understand what exists +- MANDATORY: Before updating any agent, use \`read_agent\` to check current parameter values - never assume +- When ambiguous which agent the user means, list and read candidates before asking +- Bias toward discovering answers yourself rather than asking the user +- For new agent creation, discovery is optional unless the user references existing agents as templates + + + +1. Use only provided functions; follow their schemas exactly +2. If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn +4. Don't mention function names to the user; describe actions naturally +5. If info is discoverable via functions, prefer that over asking the user +6. Use functions as needed; don't guess configuration values +7. Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn. +8. After any Create/Delete/Update operation, ALWAYS use the appropriate read function to verify the changes were applied correctly for data integrity and operation confirmation + + + + + CRITICAL_INSTRUCTION : For maximum efficiency, whenever its possible try to generate by default the parameters of the agent based on the stated purpose. + 1. **Gather Requirements**: + - If the user asks to create an agent without providing sufficient information, ask them to describe the agent's purpose and capabilities + - For general requests (e.g., "create a trading agent"), ask for more specific details but allow them to proceed with a general-purpose configuration if they prefer (e.g : "What specific tasks should this trading agent perform? If you're unsure, I can create a general-purpose trading agent for you.") + - Never ask for a specific configuration parameter directly; always infer from the purpose or use defaults + + 2. **Avoid Unnecessary Confirmations**: + - Try at maximum to generate default choices based on the stated purpose + - Don't ask for approval at every step + - Only pause if you need critical information you cannot infer + + 3. **After Creation**: + - Use the read function to verify the agent was created with the correct configuration + - Provide a summary per explaining: + - Agent name and purpose + - Key capabilities enabled + - Expected token usage or performance characteristics + - Any trade-offs made in the configuration + + + + When updating an agent configuration: + + - If the user doesn't specify which agent to update, ask for the agent name + - If they provide a name that doesn't exist, use the list function to find similar agents and ask if they meant one of those + - Never assume which agent they mean + - ALWAYS use the read function first to check the current parameters before making any updates + - Never make assumptions about existing configuration values to prevent wrong update. + - Make the requested changes and explain benefits and trade-offs of each change + - After updating, use the read function again to confirm the changes were applied correctly + - Provide a summary of what changed and the impact + + + + When deleting an agent: + - If agent name not provided, ask which agent to remove + - **ALWAYS** request explicit confirmation: "Are you sure you want to delete \`AgentName\`? This action cannot be undone." + - Only proceed after user confirms + - After deletion, verify with \`list_agents\` and confirm success to user + + + + Interrupt your loop and waiting the user response to resume the loop. + Usage : + - You must use your when you need an user interaction. + - When asking for user interaction Ask clear, concise questions + - Ask clear, concise questions + - Avoid technical jargon; use simple language + - Be specific about what you need to know to proceed + - Limit to one question at a time to avoid confusion + - Use polite and professional tone + - Choose the right type: \`select\` for known options, \`boolean\` for confirmations and \`text\` otherwise + + + When you have completed the user's request: - Ensure all operations are verified and complete - Provide your final summary -- Use the transfer tool to return control +- Use the transfer function to return control - This signals that the task is finished and the user can proceed with other actions @@ -138,7 +150,7 @@ Specific markdown rules for agent configuration management: - Parameters: \`memory_size\`, \`rag_enabled\`, \`temperature\` - Values: \`short_term_memory\`, \`extended_context\` - When mentioning URLs, do NOT paste bare URLs. Always use backticks or markdown links. Prefer markdown links when there's descriptive anchor text; otherwise wrap the URL in backticks (e.g., \`https://example.com\`). -- If there is a mathematical expression for token calculations, use inline math (\( and \)) or block math (\[ and \]) to format it. +- If there is a mathematical expression for token calculations, use inline math (( and )) or block math ([ and ]) to format it. - For configuration comparisons or before/after states, use tables when appropriate: | Parameter | Before | After | Impact | @@ -148,7 +160,6 @@ Specific markdown rules for agent configuration management: - Keep formatting clean and purposeful - only use special formatting when it genuinely improves clarity - When discussing costs or resource usage: @@ -167,4 +178,10 @@ Be transparent about trade-offs: - Faster responses vs less detailed answers - Broader knowledge access vs increased token consumption + + +1. ALWAYS verify write operations with read functions +2. ALWAYS use message_ask_user for user interaction (never yield without it) +3. ALWAYS require explicit confirmation before deletions + `; diff --git a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts index 519a2225..d30f5c68 100644 --- a/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/supervisor/supervisor.prompt.ts @@ -7,17 +7,17 @@ Your main goal is to follow the USER's instructions at each message. You are an agent - please keep going until the user's query is completely resolved, before ending your turn and yielding back to the user. Only terminate your turn when you are sure that the problem is solved. Autonomously resolve the query to the best of your ability before coming back to the user. -- Always ensure **only relevant sections** (tables, commands, or structured data) are formatted in valid Markdown with proper fencing. -- Avoid wrapping the entire message in a single code block. Use Markdown **only where semantically correct** (e.g., \`inline code\`, \`\`\`code fences\`\`\`, lists, tables). -- When communicating with the user, optimize your writing for clarity and skimmability giving the user the option to read more or less. -- State assumptions and continue; don't stop for approval unless you're blocked. -- Use \`message_ask_user\` tool to ask for any clarifications needed. -- **CRITICAL** Never ask for user interaction without using the \`message_ask_user\` tool. +- Write for skimmability: headings (##/###), bullets, backticks for \`technical_terms\` +- Explain changes in user-friendly terms with benefits AND trade-offs +- Brief status updates before function calls; final summary at end +- Use function for required interactions +Do not add narration comments inside code just to explain actions. Definition: A brief progress note about what just happened, what you're about to do, any real blockers, written in a continuous conversational style, narrating the story of your progress as you go. -- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the tool call right after). Only pause if you truly cannot proceed without the user or a tool result. +- Critical execution rule: If you say you're about to do something, actually do it in the same turn (run the function call right after). +- Use the markdown and formatting rules above. You must use backticks when mentioning agent names, parameters, etc (e.g., \`TradingBot\`, \`memory_size\`). - Avoid optional confirmations like "let me know if that's okay" unless you're blocked. - Don't add headings like "Update:". - Your final status update should be a summary per . @@ -25,79 +25,66 @@ Definition: A brief progress note about what just happened, what you're about to At the end of your turn, you should provide a summary. -- If you called only ONE specialized agent: Return that agent's summary directly. -- If you called MULTIPLE specialized agents: Synthesize their summaries into a cohesive response that shows how each agent contributed to solving the user's request. -- Use concise bullet points; short paragraphs if needed. Use markdown if you need headings. -- Don't repeat the plan. -- It's very important that you keep the summary short, non-repetitive, and high-signal. -- Don't add headings like "Summary:" or "Update:". + - Summarize any changes you made at a high-level and their impact. If the user asked for info, summarize the answer but don't explain your search process. + - Use concise bullet points; short paragraphs if needed. Use markdown if you need headings. + - Don't repeat the plan. + - Use the rules where relevant. You must use backticks when mentioning agent names and parameters (e.g., \`CustomerSupportBot\`, \`rag_enabled\`). + - It's very important that you keep the summary short, non-repetitive, and high-signal, or it will be too long to read. + - Don't add headings like "Summary:" or "Update:". -- Analyze the user's request to understand the goal and required capabilities. -- Determine which specialized agent(s) can best handle the request. -- Transfer to the appropriate agent(s) and wait for their response. -- Evaluate if the user's request is fully resolved: +1. Analyze the user's request to understand the goal and required capabilities. +2. Determine which specialized agent(s) can best handle the request. +3. Transfer to the appropriate agent(s) and wait for their response. +4. Evaluate if the user's request is fully resolved: - If YES: Provide final summary per and end your turn. - - If NO: Transfer to additional agent(s) as needed or use tool : \'message_ask_user\' if need user clarification, then provide final summary. -- Before logical groups of tool calls, write an extremely brief status update per . + - If NO: Transfer to additional agent(s) as needed or use function if need user interaction. +5. Before logical groups of function calls, write an extremely brief status update per . - -- Use only provided tools; follow their schemas exactly. -- If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn. -- Don't mention tool names to the user; describe actions naturally. -- If info is discoverable via tools, prefer that over asking the user. -- When you need to confirm something with the user, use the \`message_ask_user\` tool. -- Give a brief progress note before the first tool call each turn; add another before any new batch and before ending your turn. - + +1. Use only provided functions; follow their schemas exactly. +2. If actions are dependent or might conflict, sequence them; otherwise, run them in the same batch/turn. +3. Don't mention function names to the user; describe actions naturally. +4. If info is discoverable via functions, prefer that over asking the user. +5. Give a brief progress note before the first function call each turn; add another before any new batch and before ending your turn. + - -Use this when user needs to make CRUD operations on their agents: -- Creating new agents (e.g., "Can you create an agent?") -- Updating existing agents (e.g., "Can you update my trading agent, he is too slow") -- Deleting agents -- Viewing agent configurations - + + + Use this when user needs to make CRUD operations on their agents: + - Creating new agents (e.g., "Can you create an agent?") + - Updating existing agents (e.g., "Can you update my trading agent, he is too slow") + - Deleting agents + - Viewing agent configurations + - -Use this when user needs to make CRUD operations on the MCP components of their agents: -- Finding MCPs (e.g., "Can you find the best MCPs for web search?") -- Adding MCPs to agents (e.g., "Can you add the best MCPs you find for web search in my agent WebSearchAgent") -- Updating MCP configurations -- Removing MCPs from agents - + + **CRITICAL_INSTRUCTION** The agent_selector routing is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. + You cannot perform any actions after routing. Therefore, ensure you complete all necessary data gathering, processing, + and preparation BEFORE routing to the target agent. - -Use this when user needs information about SNAK (Starknet Agent Kit): -- Explaining SNAK capabilities (e.g., "Can you explain what the possibilities of SNAK are?") -- Documentation questions (e.g., "Can you explain how can I add some MCPs to my agent?") -- Best practices and usage patterns -- Technical details about SNAK functionality - + Use this when user needs to execute an agent or find the right agent for a task: + - Starting a specific agent (e.g., "Can you start the TradingAgent?") + - Finding the best agent for a request (e.g., "Can you find what is the best car?" - routes to appropriate agent) + - General queries that require agent execution + - -**CRITICAL_INSTRUCTION** The agent_selector routing is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. -You cannot perform any actions after routing. Therefore, ensure you complete all necessary data gathering, processing, -and preparation BEFORE routing to the target agent. - -Use this when user needs to execute an agent or find the right agent for a task: -- Starting a specific agent (e.g., "Can you start the TradingAgent?") -- Finding the best agent for a request (e.g., "Can you find what is the best car?" - routes to appropriate agent) -- General queries that require agent execution - - - -When you need clarification or confirmation from the user: -- Ask clear, concise questions -- Avoid technical jargon; use simple language -- Be specific about what you need to know to proceed -- Limit to one question at a time to avoid confusion -- Use polite and professional tone -- Choose the right moment to ask, only when absolutely necessary to move forward -- Choose right type of question : \`list\` for known options, \`confirm\` for confirmations, \`text\` for details - + + Interrupt your loop and waiting the user response to resume the loop. + Usage : + - You must use your when you need an user interaction. + - When asking for user interaction Ask clear, concise questions + - Ask clear, concise questions + - Avoid technical jargon; use simple language + - Be specific about what you need to know to proceed + - Limit to one question at a time to avoid confusion + - Use polite and professional tone + - Choose the right type: \`select\` for known options, \`boolean\` for confirmations and \`text\` otherwise + + Specific markdown rules: - Users love it when you organize your messages using '###' headings and '##' headings. Never use '#' headings as users find them overwhelming. diff --git a/packages/agent/src/shared/types/graph.types.ts b/packages/agent/src/shared/types/graph.types.ts index 37d19f4a..02c8a784 100644 --- a/packages/agent/src/shared/types/graph.types.ts +++ b/packages/agent/src/shared/types/graph.types.ts @@ -83,6 +83,7 @@ export interface TasksType { export interface UserRequest { request: string; + thread_id?: string; hitl_threshold?: number; } From 6b396be797552e068a16808d40ff05eb0c3238b7 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 24 Oct 2025 13:30:16 +0100 Subject: [PATCH 30/44] memory thread_id field updated --- .../manager/memory/memory-db-manager.ts | 85 ++++- .../graphs/sub-graph/task-memory.graph.ts | 15 +- .../src/agents/graphs/tools/memory.tool.ts | 6 + .../agent/src/shared/types/memory.types.ts | 14 +- .../core/src/common/server/dto/agents.dto.ts | 153 +++++++- packages/core/src/common/server/dto/agents.ts | 358 ------------------ packages/core/src/index.ts | 2 +- packages/database/initdb/05a-memory.sql | 22 +- packages/database/initdb/05b-memory.sql | 73 +++- .../database/src/queries/memory/queries.ts | 32 +- .../src/controllers/agents.controller.ts | 36 +- 11 files changed, 337 insertions(+), 459 deletions(-) delete mode 100644 packages/core/src/common/server/dto/agents.ts diff --git a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts index 2ca78ea6..e0ceaf58 100644 --- a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts +++ b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts @@ -12,7 +12,6 @@ import { memory } from '@snakagent/database/queries'; import { EpisodicMemoryContext, HolisticMemoryContext, - MemoryItem, MemoryOperationResult, SemanticMemoryContext, } from '../../../../shared/types/memory.types.js'; @@ -113,6 +112,7 @@ export class MemoryDBManager { const h_memory: memory.HolisticMemory = { type: memories.type, user_id: memories.user_id, + thread_id: memories.thread_id, task_id: memories.task_id, step_id: memories.step_id, content: memories.content, @@ -183,6 +183,7 @@ export class MemoryDBManager { const episodicRecord: memory.EpisodicMemory = { user_id: e_memory.user_id, task_id: e_memory.task_id, + thread_id: e_memory.thread_id, step_id: e_memory.step_id, content: e_memory.content, embedding: embedding, @@ -232,6 +233,7 @@ export class MemoryDBManager { const semanticRecord: memory.SemanticMemory = { user_id: s_memory.user_id, + thread_id: s_memory.thread_id, task_id: s_memory.task_id, step_id: s_memory.step_id, fact: s_memory.fact, @@ -305,7 +307,8 @@ export class MemoryDBManager { */ async retrieveSimilarMemories( query: string, - userId: string + userId: string, + thread_id: string ): Promise> { let attempt = 0; while (attempt < this.max_retries) { @@ -318,7 +321,7 @@ export class MemoryDBManager { ); }); const result = await Promise.race([ - this.performRetrieval(query, userId), + this.performRetrieval(query, userId, thread_id), timeoutPromise, ]); @@ -353,7 +356,8 @@ export class MemoryDBManager { */ private async performRetrieval( query: string, - userId: string + userId: string, + thread_id: string ): Promise> { try { // Validate inputs @@ -387,6 +391,7 @@ export class MemoryDBManager { const similarities = await memory.retrieve_memory( this.memoryStrategy, userId, + thread_id, embedding, this.memorySizeLimit.max_retrieve_memory_size, this.memoryThreshold.retrieve_memory_threshold @@ -417,7 +422,8 @@ export class MemoryDBManager { timestamp: Date.now(), }; } - if (!episodic_memory.content.trim()) { + + if (!episodic_memory.content || !episodic_memory.content.trim()) { return { success: false, error: 'Episodic Content cannot be empty', @@ -433,7 +439,7 @@ export class MemoryDBManager { }; } - if (!episodic_memory.user_id.trim()) { + if (!episodic_memory.user_id || !episodic_memory.user_id.trim()) { return { success: false, error: 'User ID cannot be empty', @@ -441,15 +447,39 @@ export class MemoryDBManager { }; } - if (!episodic_memory.run_id.trim()) { + if (!episodic_memory.thread_id || !episodic_memory.thread_id.trim()) { return { success: false, - error: 'User ID cannot be empty', + error: 'Thread ID cannot be empty', timestamp: Date.now(), }; } - if (episodic_memory.sources.length <= 0) { + if (!episodic_memory.task_id || !episodic_memory.task_id.trim()) { + return { + success: false, + error: 'Task ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!episodic_memory.step_id || !episodic_memory.step_id.trim()) { + return { + success: false, + error: 'Step ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!episodic_memory.run_id || !episodic_memory.run_id.trim()) { + return { + success: false, + error: 'Run ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!episodic_memory.sources || !Array.isArray(episodic_memory.sources) || episodic_memory.sources.length <= 0) { return { success: false, error: 'Sources Array cannot be empty', @@ -469,7 +499,8 @@ export class MemoryDBManager { timestamp: Date.now(), }; } - if (!semantic_memory.fact.trim()) { + + if (!semantic_memory.fact || !semantic_memory.fact.trim()) { return { success: false, error: 'Semantic Fact cannot be empty', @@ -485,7 +516,7 @@ export class MemoryDBManager { }; } - if (!semantic_memory.user_id.trim()) { + if (!semantic_memory.user_id || !semantic_memory.user_id.trim()) { return { success: false, error: 'User ID cannot be empty', @@ -493,18 +524,42 @@ export class MemoryDBManager { }; } - if (!semantic_memory.run_id.trim()) { + if (!semantic_memory.thread_id || !semantic_memory.thread_id.trim()) { return { success: false, - error: 'User ID cannot be empty', + error: 'Thread ID cannot be empty', timestamp: Date.now(), }; } - if (!semantic_memory.category.trim()) { + if (!semantic_memory.task_id || !semantic_memory.task_id.trim()) { return { success: false, - error: 'Sources Array cannot be empty', + error: 'Task ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!semantic_memory.step_id || !semantic_memory.step_id.trim()) { + return { + success: false, + error: 'Step ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!semantic_memory.run_id || !semantic_memory.run_id.trim()) { + return { + success: false, + error: 'Run ID cannot be empty', + timestamp: Date.now(), + }; + } + + if (!semantic_memory.category || !semantic_memory.category.trim()) { + return { + success: false, + error: 'Category cannot be empty', timestamp: Date.now(), }; } diff --git a/packages/agent/src/agents/graphs/sub-graph/task-memory.graph.ts b/packages/agent/src/agents/graphs/sub-graph/task-memory.graph.ts index 602b1395..036cdf26 100644 --- a/packages/agent/src/agents/graphs/sub-graph/task-memory.graph.ts +++ b/packages/agent/src/agents/graphs/sub-graph/task-memory.graph.ts @@ -79,6 +79,7 @@ export class MemoryGraph { return memories.map((memory) => ({ user_id: user_id, run_id: threadId, + thread_id: threadId, task_id: task.id, step_id: lastStep.id, content: memory.content, @@ -98,6 +99,7 @@ export class MemoryGraph { } return memories.map((memory) => ({ user_id: user_id, + thread_id: threadId, run_id: threadId, task_id: task.id, step_id: lastStep.id, @@ -163,7 +165,8 @@ export class MemoryGraph { private async holistic_memory_manager( agentConfig: AgentConfig.Runtime, - currentTask: TaskType + currentTask: TaskType, + threadId: string ): Promise<{ updatedTask: TaskType }> { try { const stepsToSave = currentTask.steps.filter( @@ -192,6 +195,7 @@ export class MemoryGraph { toolsToSave.map(async (tool) => { const h_memory: HolisticMemoryContext = { user_id: agentConfig.user_id, + thread_id: threadId, task_id: currentTask.id, step_id: step.id, type: memory.HolisticMemoryEnumType.TOOL, @@ -203,6 +207,7 @@ export class MemoryGraph { ); const h_memory: HolisticMemoryContext = { user_id: agentConfig.user_id, + thread_id: threadId, task_id: currentTask.id, step_id: step.id, type: memory.HolisticMemoryEnumType.AI_RESPONSE, @@ -339,6 +344,7 @@ export class MemoryGraph { } const agentConfig = config.configurable!.agent_config!; const currentTask = getCurrentTask(state.tasks); + const threadId = config.configurable!.thread_id!; const recentMemories = STMManager.getRecentMemories( state.memories.stm, 1 @@ -368,7 +374,8 @@ export class MemoryGraph { ) { const result = await this.holistic_memory_manager( agentConfig, - currentTask + currentTask, + threadId ); state.tasks[state.tasks.length - 1] = result.updatedTask; return { lastNode: TaskMemoryNode.LTM_MANAGER, tasks: state.tasks }; @@ -414,6 +421,7 @@ export class MemoryGraph { throw new Error('Max memory graph steps reached'); } const agentConfig = config.configurable!.agent_config!; + const threadId = config.configurable!.thread_id!; const recentSTM = STMManager.getRecentMemories(state.memories.stm, 1); if (recentSTM.length === 0) { return { @@ -431,7 +439,8 @@ export class MemoryGraph { const retrievedMemories = await this.memoryDBManager.retrieveSimilarMemories( request, - agentConfig.user_id + agentConfig.user_id, + threadId ); if (!retrievedMemories.success || !retrievedMemories.data) { diff --git a/packages/agent/src/agents/graphs/tools/memory.tool.ts b/packages/agent/src/agents/graphs/tools/memory.tool.ts index d927d3d0..4940d26f 100644 --- a/packages/agent/src/agents/graphs/tools/memory.tool.ts +++ b/packages/agent/src/agents/graphs/tools/memory.tool.ts @@ -97,9 +97,11 @@ export class MemoryToolRegistry { `[MemoryAgent] Retrieving memory for step ID: ${request.step_id}` ); const userId = this.agentConfig.user_id; // Replace with actual user ID retrieval logic + const threadId = this.agentConfig.thread_id; const result = await memory.get_memories_by_step_id( userId, request.step_id, + threadId, request.limit ?? null ); return result; @@ -124,9 +126,11 @@ export class MemoryToolRegistry { `[MemoryAgent] Retrieving memory for task ID: ${request.task_id}` ); const userId = this.agentConfig.user_id; // Replace with actual user ID retrieval logic + const threadId = this.agentConfig.thread_id; const result = await memory.get_memories_by_task_id( userId, request.task_id, + threadId, request.limit ?? null ); return result; @@ -150,10 +154,12 @@ export class MemoryToolRegistry { `[MemoryAgent] Retrieving memory for content with length ${request.content.length}` ); const userId = this.agentConfig.user_id; // Replace with actual user ID retrieval logic + const threadId = this.agentConfig.thread_id; const embedding = await embeddingModel.embedQuery(request.content); const result = await memory.retrieve_memory( this.agentConfig.memory.strategy, userId, + threadId, embedding, request.topK, request.threshold diff --git a/packages/agent/src/shared/types/memory.types.ts b/packages/agent/src/shared/types/memory.types.ts index 6ef13720..988e3c8d 100644 --- a/packages/agent/src/shared/types/memory.types.ts +++ b/packages/agent/src/shared/types/memory.types.ts @@ -34,20 +34,12 @@ export interface LTMContext { merge_size: number; } -/** - * Base memory context - */ -export interface MemoryContextBase { - user_id: string; - run_id: string; - created_at: string; -} - /** * Semantic memory context */ export interface SemanticMemoryContext { user_id: string; + thread_id: string; run_id: string; task_id: string; step_id: string; @@ -61,6 +53,7 @@ export interface SemanticMemoryContext { export interface EpisodicMemoryContext { user_id: string; run_id: string; + thread_id: string; task_id: string; step_id: string; content: string; @@ -69,6 +62,7 @@ export interface EpisodicMemoryContext { export interface HolisticMemoryContext { user_id: string; + thread_id: string; task_id: string; step_id: string; type: memory.HolisticMemoryEnumType; @@ -81,6 +75,7 @@ export interface HolisticMemoryContext { */ export interface EpisodicMemoryInsertSQL { user_id: string; + thread_id: string; task_id: string; step_id: string; content: string; @@ -93,6 +88,7 @@ export interface EpisodicMemoryInsertSQL { */ export interface SemanticMemoryInsertSQL { user_id: string; + thread_id: string; task_id: string; step_id: string; fact: string; diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index bc7e00fb..2dcf8753 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -57,6 +57,11 @@ export class MessageRequest { @Length(1, 10000) request: string; + @IsOptional() + @IsString() + @IsUUID() + thread_id?: string; + @IsOptional() @IsInt() @Min(0) @@ -109,35 +114,23 @@ export class UpdateModelConfigDTO { } export class Message { - @IsOptional() @IsString() @IsUUID() - agent_id?: string; + agent_id: string; - @IsNotEmpty() + @IsOptional() @IsString() - @Length(1, 50) - @Matches(/^[a-zA-Z_]+$/, { - message: 'Sender type must contain only letters and underscores', - }) - sender_type: string; + @IsUUID() + thread_id?: string; @IsOptional() @IsNotEmpty() @IsString() @Length(1, 10000) content?: string; - - @IsNotEmpty() - @IsString() - @Length(1, 50) - @Matches(/^[a-zA-Z_]+$/, { - message: 'Status must contain only letters and underscores', - }) - status: string; } -export class AgentRequestDTO { +export class AgentRequestDTO { @IsNotEmpty() request: Message; } @@ -217,3 +210,129 @@ export type AgentResponse = | { status: 'success'; data: T } | { status: 'waiting_for_human_input'; data?: T } | { status: 'failure'; error: string; data?: T }; + + /** + * Request to get a specific agent’s MCP config + */ +export class GetAgentMcpsRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; +} + +/** + * Request to get all MCP server of a specific agent + */ +export class AgentMCPRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + @IsString() + mcp_id: string; +} + +/** + * Request to update the value of one secret in a given MCP server + */ +export class UpdateMcpEnvValueRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + @IsString() + mcp_id: string; + + @IsNotEmpty() + @IsString() + secret_name: string; + + @IsNotEmpty() + @IsString() + secret_value: string; +} + +/** + * Request to rename a secret key in an MCP config + */ +export class UpdateMcpEnvNameRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + @IsString() + mcp_id: string; + + @IsNotEmpty() + @IsString() + old_name: string; + + @IsNotEmpty() + @IsString() + new_name: string; +} + +/** + * Request to replace --key value or --profile with a new value + */ +export class UpdateMcpValueRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + @IsString() + mcp_id: string; + + @IsNotEmpty() + @IsString() + new_value: string; +} + +/** + * Request to delete multiple MCP servers + */ +export class DeleteMultipleMcpServersRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsArray() + @ArrayNotEmpty() + mcp_ids: string[]; +} + +/** + * Request to add one or more new MCP servers + */ +export class AddMcpServerRequestDTO { + @IsNotEmpty() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + mcpServers: Record< + string, + { + command: string; + args?: string[] | string; + env?: Record; + [key: string]: any; + } + >; +} + +/** + * Request to update an entire agent’s MCP server object + */ +export class UpdateAgentMcpDTO { + @IsNotEmpty() + @IsUUID() + id: string; + + @IsNotEmpty() + mcp_servers: Record; // Replace Record +} diff --git a/packages/core/src/common/server/dto/agents.ts b/packages/core/src/common/server/dto/agents.ts deleted file mode 100644 index c7cdf954..00000000 --- a/packages/core/src/common/server/dto/agents.ts +++ /dev/null @@ -1,358 +0,0 @@ -import { isNull } from 'util'; -import { AgentConfig } from '../../agent.js'; -import { - IsNotEmpty, - IsOptional, - IsString, - IsUUID, - IsArray, - Length, - Min, - Max, - IsInt, - Matches, - ArrayNotEmpty, - ArrayMinSize, - ArrayMaxSize, - isNotEmpty, - isUUID, - IsIn, -} from 'class-validator'; - -/** - * Configuration for agent memory settings - */ -export interface AgentMemory { - enabled: boolean; - short_term_memory_size: number; - memory_size: number; -} - -/** - * Configuration for agent rag settings - */ -export interface AgentRag { - enabled: boolean; - embedding_model: string | null; -} - -/** - * DTO for adding a new agent - */ -export class AddAgentRequestDTO { - @IsNotEmpty() - agent: AgentConfig.Input; -} - -/** - * DTO for retrieving messages from a specific agent - */ -export class MessageFromAgentIdDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - thread_id: string; - - @IsOptional() - @IsInt() - @Min(1) - @Max(100) - limit_message?: number; -} - -/** - * Interface for message requests to agents - */ -export class MessageRequest { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsString() - @Length(1, 10000) - request: string; - - @IsOptional() - @IsInt() - @Min(0) - @Max(1) - hitl_threshold?: number; -} - -/** - * DTO for deleting multiple agents - */ -export class AgentsDeleteRequestDTO { - @IsArray() - @ArrayNotEmpty() - @ArrayMinSize(1) - @ArrayMaxSize(100) - @IsUUID(undefined, { each: true }) - agent_id: string[]; -} - -/** - * DTO for updating model configuration - */ -export class UpdateModelConfigDTO { - @IsNotEmpty() - @IsString() - @Length(1, 50) - @Matches(/^[a-zA-Z0-9_-]+$/, { - message: - 'Provider must contain only alphanumeric characters, hyphens, and underscores', - }) - model_provider: string; - - @IsNotEmpty() - @IsString() - @Length(1, 100) - @Matches(/^[a-zA-Z0-9._:-]+$/, { - message: - 'Model name must contain only alphanumeric characters, dots, colons, hyphens, and underscores', - }) - modelName: string; - - @Min(0) - @Max(2) - @Matches(/^-?\d+(\.\d+)?$/, { message: 'Temperature must be a number' }) - temperature: number; - - @IsInt() - @Min(1) - maxTokens: number; -} - -export class Message { - @IsOptional() - @IsUUID() - agent_id?: string; - - @IsNotEmpty() - @IsString() - @Length(1, 50) - @Matches(/^[a-zA-Z_]+$/, { - message: 'Sender type must contain only letters and underscores', - }) - sender_type: string; - - @IsOptional() - @IsNotEmpty() - @IsString() - @Length(1, 10000) - content?: string; - - @IsNotEmpty() - @IsString() - @Length(1, 50) - @Matches(/^[a-zA-Z_]+$/, { - message: 'Status must contain only letters and underscores', - }) - status: string; -} - -export class AgentRequestDTO { - @IsNotEmpty() - request: Message; -} - -export class SupervisorRequest { - @IsNotEmpty() - @IsString() - @Length(1, 10000) - content: string; - - @IsOptional() - @IsUUID() - agentId?: string; // Optional: specify which agent to use -} - -export class SupervisorRequestDTO { - @IsNotEmpty() - request: SupervisorRequest; -} - -export class getMessagesFromAgentsDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - thread_id: string; -} -export class InitializesRequestDTO { - @IsArray() - @ArrayNotEmpty() - @ArrayMinSize(1) - @ArrayMaxSize(50) - agents: AgentConfig.Input[]; -} - -export class AgentDeleteRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; -} - -export class AgentDeletesRequestDTO { - @IsArray() - @ArrayNotEmpty() - @ArrayMinSize(1) - @ArrayMaxSize(100) - @IsUUID(undefined, { each: true }) - agent_id: string[]; -} - -export class AgentAddRequestDTO { - @IsNotEmpty() - agent: AgentConfig.Input; -} - -export class AgentAvatarResponseDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - @Length(1, 50) - @Matches(/^image\/(jpeg|png|gif|webp)$/, { - message: 'MIME type must be a valid image format', - }) - avatar_mime_type: string; -} - -export type AgentResponse = - | { status: 'success'; data: T } - | { status: 'waiting_for_human_input'; data?: T } - | { status: 'failure'; error: string; data?: T }; - -/** - * Request to get a specific agent’s MCP config - */ -export class GetAgentMcpsRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; -} - -/** - * Request to get all MCP server of a specific agent - */ -export class AgentMCPRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - mcp_id: string; -} - -/** - * Request to update the value of one secret in a given MCP server - */ -export class UpdateMcpEnvValueRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - mcp_id: string; - - @IsNotEmpty() - @IsString() - secret_name: string; - - @IsNotEmpty() - @IsString() - secret_value: string; -} - -/** - * Request to rename a secret key in an MCP config - */ -export class UpdateMcpEnvNameRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - mcp_id: string; - - @IsNotEmpty() - @IsString() - old_name: string; - - @IsNotEmpty() - @IsString() - new_name: string; -} - -/** - * Request to replace --key value or --profile with a new value - */ -export class UpdateMcpValueRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - @IsString() - mcp_id: string; - - @IsNotEmpty() - @IsString() - new_value: string; -} - -/** - * Request to delete multiple MCP servers - */ -export class DeleteMultipleMcpServersRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsArray() - @ArrayNotEmpty() - mcp_ids: string[]; -} - -/** - * Request to add one or more new MCP servers - */ -export class AddMcpServerRequestDTO { - @IsNotEmpty() - @IsUUID() - agent_id: string; - - @IsNotEmpty() - mcpServers: Record< - string, - { - command: string; - args?: string[] | string; - env?: Record; - [key: string]: any; - } - >; -} - -/** - * Request to update an entire agent’s MCP server object - */ -export class UpdateAgentMcpDTO { - @IsNotEmpty() - @IsUUID() - id: string; - - @IsNotEmpty() - mcp_servers: Record; // Replace Record -} diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts index 0c71646d..283e6844 100644 --- a/packages/core/src/index.ts +++ b/packages/core/src/index.ts @@ -10,9 +10,9 @@ export { DatabaseConfigService } from './config/database.config.js'; export * from './common/constant/default-database.constant.js'; export * from './common/constant/default-agent.constant.js'; export * from './common/constant/agents.constants.js'; +export * from './common/server/dto/agents.dto.js' export type { RagConfigSize } from './types/rag/ragConfig.js'; export type { GuardsConfig } from './config/guards/guardsSchema.js'; -export * from './common/server/dto/agents.js'; export * from './common/server/dto/websocket.js'; export { CustomHuggingFaceEmbeddings, diff --git a/packages/database/initdb/05a-memory.sql b/packages/database/initdb/05a-memory.sql index 14b9742f..6c25c4a9 100644 --- a/packages/database/initdb/05a-memory.sql +++ b/packages/database/initdb/05a-memory.sql @@ -26,6 +26,9 @@ CREATE TABLE IF NOT EXISTS holistic_memories ( -- Step identifier linking memory to specific steps within a task step_id UUID NOT NULL, + -- Thread identifier linking memory to specific conversation threads + thread_id UUID NOT NULL, + type memory_holistic_type NOT NULL, -- The actual memory content - what was remembered @@ -54,6 +57,7 @@ CREATE OR REPLACE FUNCTION insert_holistic_memory_smart( p_user_id VARCHAR(100), p_task_id UUID, p_step_id UUID, + p_thread_id UUID, p_type memory_holistic_type, p_content TEXT, p_embedding vector(384), @@ -76,7 +80,7 @@ DECLARE v_similarity FLOAT; BEGIN -- Input validation - IF p_user_id IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR + IF p_user_id IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR p_thread_id IS NULL OR p_type IS NULL OR p_content IS NULL OR p_embedding IS NULL OR p_request IS NULL THEN RAISE EXCEPTION 'Required fields cannot be null' USING ERRCODE = '23502'; @@ -92,6 +96,7 @@ BEGIN WHERE user_id = p_user_id AND task_id = p_task_id AND step_id = p_step_id + AND thread_id = p_thread_id AND type = p_type AND 1 - (embedding <=> p_embedding) >= p_similarity_threshold ORDER BY embedding <=> p_embedding @@ -117,6 +122,7 @@ BEGIN user_id, task_id, step_id, + thread_id, type, content, embedding, @@ -127,6 +133,7 @@ BEGIN p_user_id, p_task_id, p_step_id, + p_thread_id, p_type, p_content, p_embedding, @@ -156,6 +163,7 @@ $$; CREATE OR REPLACE FUNCTION retrieve_similar_holistic_memories( p_user_id VARCHAR(100), + p_thread_id UUID, p_embedding vector(384), p_similarity_threshold FLOAT, p_limit INTEGER @@ -165,6 +173,7 @@ RETURNS TABLE ( memory_id UUID, task_id UUID, step_id UUID, + thread_id UUID, content TEXT, similarity FLOAT, metadata JSONB @@ -180,6 +189,7 @@ BEGIN id, hm.task_id, hm.step_id, + hm.thread_id, hm.type, hm.content, hm.request, @@ -189,6 +199,7 @@ BEGIN hm.updated_at FROM holistic_memories hm WHERE user_id = p_user_id + AND thread_id = p_thread_id AND 1 - (embedding <=> p_embedding) >= p_similarity_threshold ORDER BY embedding <=> p_embedding LIMIT p_limit @@ -207,6 +218,7 @@ BEGIN v_memory.id, v_memory.task_id, v_memory.step_id, + v_memory.thread_id, v_memory.content, v_memory.sim, jsonb_build_object( @@ -224,6 +236,10 @@ $$; -- PERFORMANCE INDEXES -- ============================================================================ +-- Composite index for thread-based queries +CREATE INDEX IF NOT EXISTS idx_holistic_user_thread + ON holistic_memories(user_id, thread_id); + -- Composite index for task-based queries CREATE INDEX IF NOT EXISTS idx_holistic_user_task ON holistic_memories(user_id, task_id); @@ -232,6 +248,10 @@ CREATE INDEX IF NOT EXISTS idx_holistic_user_task CREATE INDEX IF NOT EXISTS idx_holistic_user_task_step ON holistic_memories(user_id, task_id, step_id); +-- Composite index for thread, task and step-based queries +CREATE INDEX IF NOT EXISTS idx_holistic_user_thread_task_step + ON holistic_memories(user_id, thread_id, task_id, step_id); + -- Index for type-based filtering CREATE INDEX IF NOT EXISTS idx_holistic_type ON holistic_memories(user_id, task_id, type); diff --git a/packages/database/initdb/05b-memory.sql b/packages/database/initdb/05b-memory.sql index cb3e8ee6..2f1f2b2a 100644 --- a/packages/database/initdb/05b-memory.sql +++ b/packages/database/initdb/05b-memory.sql @@ -26,7 +26,10 @@ CREATE TABLE IF NOT EXISTS episodic_memories ( -- Step identifier linking memory to specific steps within a task -- UUID format for consistency, mandatory field step_id UUID NOT NULL, - + + -- Thread identifier linking memory to specific conversation threads + thread_id UUID NOT NULL, + -- The actual memory content - what happened or was experienced -- Stored as TEXT to accommodate detailed descriptions -- Examples: "User asked about weather", "Successfully completed task X" @@ -82,7 +85,10 @@ CREATE TABLE IF NOT EXISTS semantic_memories ( -- Step identifier linking memory to specific steps within a task -- UUID format for consistency, mandatory field step_id UUID NOT NULL, - + + -- Thread identifier linking memory to specific conversation threads + thread_id UUID NOT NULL, + -- The factual information or learned insight -- Examples: "User prefers JSON format", "API endpoint X requires authentication" fact TEXT NOT NULL, @@ -124,6 +130,7 @@ CREATE OR REPLACE FUNCTION upsert_semantic_memory_smart( p_user_id VARCHAR(100), -- User/agent identifier p_task_id UUID, -- Task identifier p_step_id UUID, -- Step identifier + p_thread_id UUID, -- Thread identifier p_fact TEXT, -- Knowledge to store p_embedding vector(384), -- Vector representation of the fact p_similarity_threshold FLOAT, -- Similarity cutoff for updates vs inserts @@ -152,7 +159,7 @@ DECLARE v_created_at TIMESTAMP; BEGIN -- Input validation to prevent null pointer errors - IF p_user_id IS NULL OR p_fact IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR p_embedding IS NULL THEN + IF p_user_id IS NULL OR p_fact IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR p_thread_id IS NULL OR p_embedding IS NULL THEN RAISE EXCEPTION 'Required fields cannot be null' USING ERRCODE = '23502'; -- NOT NULL violation code END IF; @@ -171,6 +178,7 @@ BEGIN WHERE user_id = p_user_id AND task_id = p_task_id AND step_id = p_step_id + AND thread_id = p_thread_id AND 1 - (embedding <=> p_embedding) >= p_similarity_threshold ORDER BY embedding <=> p_embedding -- Closest match first LIMIT 1 @@ -217,6 +225,7 @@ BEGIN user_id, task_id, step_id, + thread_id, fact, embedding, category, @@ -227,6 +236,7 @@ BEGIN p_user_id, p_task_id, p_step_id, + p_thread_id, p_fact, p_embedding, p_category, @@ -260,6 +270,7 @@ CREATE OR REPLACE FUNCTION insert_episodic_memory_smart( p_user_id VARCHAR(100), p_task_id UUID, p_step_id UUID, + p_thread_id UUID, p_content TEXT, p_embedding vector(384), p_similarity_threshold FLOAT, -- Higher threshold - episodic memories are more specific @@ -287,7 +298,7 @@ DECLARE v_created_at TIMESTAMP; BEGIN -- Input validation - IF p_user_id IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR + IF p_user_id IS NULL OR p_task_id IS NULL OR p_step_id IS NULL OR p_thread_id IS NULL OR p_content IS NULL OR p_embedding IS NULL THEN RAISE EXCEPTION 'Required fields cannot be null' USING ERRCODE = '23502'; @@ -304,6 +315,7 @@ BEGIN WHERE user_id = p_user_id AND task_id = p_task_id AND step_id = p_step_id + AND thread_id = p_thread_id AND 1 - (embedding <=> p_embedding) >= p_similarity_threshold ORDER BY embedding <=> p_embedding LIMIT 1; @@ -331,6 +343,7 @@ BEGIN user_id, task_id, step_id, + thread_id, content, embedding, sources, @@ -341,6 +354,7 @@ BEGIN p_user_id, p_task_id, p_step_id, + p_thread_id, p_content, p_embedding, p_sources, @@ -369,6 +383,7 @@ $$; -- Searches both episodic and semantic memories for relevant information CREATE OR REPLACE FUNCTION retrieve_similar_categorized_memories( p_user_id VARCHAR(100), + p_thread_id UUID, p_embedding vector(384), p_threshold FLOAT, -- Lower threshold allows broader retrieval p_limit INTEGER @@ -378,6 +393,7 @@ RETURNS TABLE ( memory_id UUID, task_id UUID, step_id UUID, + thread_id UUID, content TEXT, similarity FLOAT, metadata JSONB @@ -394,6 +410,7 @@ BEGIN sm.id, sm.task_id, sm.step_id, + sm.thread_id, sm.fact as content, 1 - (sm.embedding <=> p_embedding) as sim, jsonb_build_object( @@ -404,6 +421,7 @@ BEGIN ) as meta FROM semantic_memories sm WHERE sm.user_id = p_user_id + AND sm.thread_id = p_thread_id AND 1 - (sm.embedding <=> p_embedding) >= p_threshold ), similar_episodic AS ( @@ -413,6 +431,7 @@ BEGIN em.id, em.task_id, em.step_id, + em.thread_id, em.content as content, 1 - (em.embedding <=> p_embedding) as sim, jsonb_build_object( @@ -422,6 +441,7 @@ BEGIN ) as meta FROM episodic_memories em WHERE em.user_id = p_user_id + AND em.thread_id = p_thread_id AND 1 - (em.embedding <=> p_embedding) >= p_threshold AND em.expires_at > NOW() -- Only non-expired memories ) @@ -444,6 +464,7 @@ $$; CREATE OR REPLACE FUNCTION get_memories_by_task_id( p_user_id VARCHAR(100), p_task_id UUID, + p_thread_id UUID, p_limit INTEGER DEFAULT NULL ) RETURNS TABLE ( @@ -451,6 +472,7 @@ RETURNS TABLE ( memory_id UUID, content TEXT, step_id UUID, + thread_id UUID, created_at TIMESTAMP, updated_at TIMESTAMP, confidence FLOAT, @@ -468,6 +490,7 @@ BEGIN id, fact as content, sm.step_id, + sm.thread_id, sm.created_at, sm.updated_at, sm.confidence, @@ -478,6 +501,7 @@ BEGIN FROM semantic_memories sm WHERE user_id = p_user_id AND task_id = p_task_id + AND thread_id = p_thread_id ), task_episodic AS ( -- Retrieve all episodic memories for the task @@ -486,6 +510,7 @@ BEGIN id, em.content as content, em.step_id, + em.thread_id, em.created_at, em.updated_at, em.confidence, @@ -497,6 +522,7 @@ BEGIN FROM episodic_memories em WHERE user_id = p_user_id AND task_id = p_task_id + AND thread_id = p_thread_id AND expires_at > NOW() -- Only non-expired memories ) -- Combine and sort by creation time (most recent first) @@ -515,6 +541,7 @@ $$; CREATE OR REPLACE FUNCTION get_memories_by_step_id( p_user_id VARCHAR(100), p_step_id UUID, + p_thread_id UUID, p_limit INTEGER DEFAULT NULL ) RETURNS TABLE ( @@ -522,6 +549,7 @@ RETURNS TABLE ( memory_id UUID, content TEXT, task_id UUID, + thread_id UUID, created_at TIMESTAMP, updated_at TIMESTAMP, confidence FLOAT, @@ -539,6 +567,7 @@ BEGIN id, fact as content, sm.task_id, + sm.thread_id, sm.created_at, sm.updated_at, sm.confidence, @@ -547,7 +576,9 @@ BEGIN 'category', category ) as meta FROM semantic_memories sm - WHERE user_id = p_user_id AND step_id = p_step_id + WHERE user_id = p_user_id + AND step_id = p_step_id + AND thread_id = p_thread_id ), step_episodic AS ( -- Retrieve all episodic memories for the step @@ -556,6 +587,7 @@ BEGIN id, em.content as content, em.task_id, + em.thread_id, em.created_at, em.updated_at, em.confidence, @@ -567,6 +599,7 @@ BEGIN FROM episodic_memories em WHERE user_id = p_user_id AND step_id = p_step_id + AND thread_id = p_thread_id AND expires_at > NOW() -- Only non-expired memories ) -- Combine and sort by creation time (most recent first) @@ -606,6 +639,12 @@ $$; -- Optimizes temporal memory access patterns CREATE INDEX IF NOT EXISTS idx_episodic_time ON episodic_memories(user_id, created_at DESC); +-- Thread-based episodic memory index +-- Used for: Retrieving all memories for a specific thread +-- Query pattern: WHERE user_id = ? AND thread_id = ? +-- Optimizes thread-specific memory retrieval +CREATE INDEX IF NOT EXISTS idx_episodic_thread ON episodic_memories(user_id, thread_id); + -- Task-based episodic memory index -- Used for: Retrieving all memories for a specific task -- Query pattern: WHERE user_id = ? AND task_id = ? @@ -618,12 +657,12 @@ CREATE INDEX IF NOT EXISTS idx_episodic_task ON episodic_memories(user_id, task_ -- Optimizes get_memories_by_step_id function performance CREATE INDEX IF NOT EXISTS idx_episodic_step ON episodic_memories(user_id, step_id); --- Composite index for episodic similarity search with task/step context --- Used for: Similarity search within specific task/step context --- Query pattern: WHERE user_id = ? AND task_id = ? AND step_id = ? ORDER BY embedding <=> ? +-- Composite index for episodic similarity search with thread/task/step context +-- Used for: Similarity search within specific thread/task/step context +-- Query pattern: WHERE user_id = ? AND thread_id = ? AND task_id = ? AND step_id = ? ORDER BY embedding <=> ? -- Optimizes insert_episodic_memory_smart and retrieve_similar_categorized_memories functions -- Note: Vector columns must use specialized vector indexes (ivfflat/hnsw), not btree -CREATE INDEX IF NOT EXISTS idx_episodic_task_step ON episodic_memories(user_id, task_id, step_id); +CREATE INDEX IF NOT EXISTS idx_episodic_thread_task_step ON episodic_memories(user_id, thread_id, task_id, step_id); -- Vector similarity search index for episodic memories -- Used for: Semantic similarity search in episodic memories @@ -641,7 +680,7 @@ CREATE INDEX IF NOT EXISTS idx_episodic_embedding ON episodic_memories -- Used for: Semantic similarity search in factual knowledge -- Same configuration as episodic for consistency -- Critical for knowledge retrieval and fact-finding operations -CREATE INDEX IF NOT EXISTS idx_semantic_embedding ON semantic_memories +CREATE INDEX IF NOT EXISTS idx_semantic_embedding ON semantic_memories USING ivfflat (embedding vector_cosine_ops) WITH (lists = 100); -- Category-based semantic memory filtering index @@ -651,6 +690,12 @@ CREATE INDEX IF NOT EXISTS idx_semantic_embedding ON semantic_memories -- Categories: 'preference', 'fact', 'skill', 'relationship' CREATE INDEX IF NOT EXISTS idx_semantic_category ON semantic_memories(user_id, category); +-- Thread-based semantic memory index +-- Used for: Retrieving all memories for a specific thread +-- Query pattern: WHERE user_id = ? AND thread_id = ? +-- Optimizes thread-specific memory retrieval +CREATE INDEX IF NOT EXISTS idx_semantic_thread ON semantic_memories(user_id, thread_id); + -- Task-based semantic memory index -- Used for: Retrieving all semantic memories for a specific task -- Query pattern: WHERE user_id = ? AND task_id = ? @@ -663,12 +708,12 @@ CREATE INDEX IF NOT EXISTS idx_semantic_task ON semantic_memories(user_id, task_ -- Optimizes get_memories_by_step_id function performance CREATE INDEX IF NOT EXISTS idx_semantic_step ON semantic_memories(user_id, step_id); --- Composite index for semantic similarity search with task/step context --- Used for: Similarity search within specific task/step context --- Query pattern: WHERE user_id = ? AND task_id = ? AND step_id = ? ORDER BY embedding <=> ? +-- Composite index for semantic similarity search with thread/task/step context +-- Used for: Similarity search within specific thread/task/step context +-- Query pattern: WHERE user_id = ? AND thread_id = ? AND task_id = ? AND step_id = ? ORDER BY embedding <=> ? -- Optimizes upsert_semantic_memory_smart and retrieve_similar_categorized_memories functions -- Note: Vector columns must use specialized vector indexes (ivfflat/hnsw), not btree -CREATE INDEX IF NOT EXISTS idx_semantic_task_step ON semantic_memories(user_id, task_id, step_id); +CREATE INDEX IF NOT EXISTS idx_semantic_thread_task_step ON semantic_memories(user_id, thread_id, task_id, step_id); -- Database Statistics Updates for Memory Tables -- ============================================================================ diff --git a/packages/database/src/queries/memory/queries.ts b/packages/database/src/queries/memory/queries.ts index 334e96aa..6de52146 100644 --- a/packages/database/src/queries/memory/queries.ts +++ b/packages/database/src/queries/memory/queries.ts @@ -99,6 +99,7 @@ export namespace memory { user_id: string; task_id: string; step_id: string; + thread_id: string; embedding: number[]; created_at?: Date; accessed_at?: Date; @@ -115,6 +116,7 @@ export namespace memory { interface HolisticMemoryBase extends MemoryBase { request: string; content: string; + thread_id: string; type: HolisticMemoryEnumType; } interface EpisodicMemoryBase extends MemoryBase { @@ -166,11 +168,12 @@ export namespace memory { similarityThreshold: number ): Promise { const q = new Postgres.Query( - `SELECT * FROM insert_holistic_memory_smart($1, $2, $3, $4, $5, $6, $7,$8);`, + `SELECT * FROM insert_holistic_memory_smart($1, $2, $3, $4, $5, $6, $7, $8, $9);`, [ memory.user_id, memory.task_id, memory.step_id, + memory.thread_id, memory.type, memory.content, JSON.stringify(memory.embedding), @@ -187,11 +190,12 @@ export namespace memory { simitlarityThreshold: number ): Promise { const q = new Postgres.Query( - `SELECT * FROM insert_episodic_memory_smart($1, $2, $3, $4, $5, $6, $7);`, + `SELECT * FROM insert_episodic_memory_smart($1, $2, $3, $4, $5, $6, $7, $8);`, [ memory.user_id, memory.task_id, memory.step_id, + memory.thread_id, memory.content, JSON.stringify(memory.embedding), simitlarityThreshold, @@ -207,11 +211,12 @@ export namespace memory { similarityThreshold: number ): Promise { const q = new Postgres.Query( - `SELECT * FROM upsert_semantic_memory_smart($1, $2, $3, $4, $5, $6, $7, $8);`, + `SELECT * FROM upsert_semantic_memory_smart($1, $2, $3, $4, $5, $6, $7, $8, $9);`, [ memory.user_id, memory.task_id, memory.step_id, + memory.thread_id, memory.fact, JSON.stringify(memory.embedding), similarityThreshold, @@ -277,6 +282,7 @@ export namespace memory { memory_id: string; task_id: string; step_id: string; + thread_id: string; content: string; similarity: number; metadata: any; // JSONB from PostgreSQL @@ -291,6 +297,7 @@ export namespace memory { content: string; task_id?: string; step_id?: string; + thread_id?: string; created_at: Date; updated_at: Date; confidence: number; @@ -308,21 +315,22 @@ export namespace memory { export async function retrieve_memory( strategy: 'holistic' | 'categorized', userId: string, + threadId: string, embedding: number[], limit: number, threshold: number ): Promise { if (strategy === 'categorized') { const q = new Postgres.Query( - `SELECT * FROM retrieve_similar_categorized_memories($1, $2, $3, $4)`, - [userId, JSON.stringify(embedding), threshold, limit] + `SELECT * FROM retrieve_similar_categorized_memories($1, $2, $3, $4, $5)`, + [userId, threadId, JSON.stringify(embedding), threshold, limit] ); const result = await Postgres.query(q); return result; } else if (strategy === 'holistic') { const q = new Postgres.Query( - `SELECT * FROM retrieve_similar_holistic_memories($1, $2, $3, $4)`, - [userId, JSON.stringify(embedding), threshold, limit] + `SELECT * FROM retrieve_similar_holistic_memories($1, $2, $3, $4, $5)`, + [userId, threadId, JSON.stringify(embedding), threshold, limit] ); const result = await Postgres.query(q); return result; @@ -343,11 +351,12 @@ export namespace memory { export async function get_memories_by_task_id( userId: string, taskId: string, + threadId: string, limit: number | null ): Promise { const q = new Postgres.Query( - `SELECT * FROM get_memories_by_task_id($1, $2, $3)`, - [userId, taskId, limit] + `SELECT * FROM get_memories_by_task_id($1, $2, $3, $4)`, + [userId, taskId, threadId, limit] ); const result = await Postgres.query(q); return result; @@ -367,11 +376,12 @@ export namespace memory { export async function get_memories_by_step_id( userId: string, stepId: string, + threadId: string, limit: number | null ): Promise { const q = new Postgres.Query( - `SELECT * FROM get_memories_by_step_id($1, $2, $3,$4)`, - [userId, stepId, limit] + `SELECT * FROM get_memories_by_step_id($1, $2, $3, $4)`, + [userId, stepId, threadId, limit] ); const result = await Postgres.query(q); return result; diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 840af67f..016aba89 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -301,42 +301,18 @@ export class AgentsController { const route = this.reflector.get('path', this.handleUserRequest); let agent: BaseAgent | undefined = undefined; - if (userRequest.request.agent_id === undefined) { - logger.info( - 'Agent ID not provided in request, Using agent Selector to select agent' - ); - if ( - !userRequest.request.content || - userRequest.request.content?.length === 0 - ) { - throw new ServerError('E01TA400'); // Bad request if no content - } - const agentSelector = this.agentFactory.getAgentSelector(); - agent = await agentSelector.execute(userRequest.request.content, false, { - userId, - }); - if (agent) { - const agentId = agent.getAgentConfig().id; - await ControllerHelpers.verifyAgentConfigOwnership( - this.agentFactory, - agentId, - userId - ); - } - } else { - agent = await ControllerHelpers.verifyAgentOwnership( - this.agentFactory, - userRequest.request.agent_id, - userId - ); - } + agent = await ControllerHelpers.verifyAgentOwnership( + this.agentFactory, + userRequest.request.agent_id, + userId + ); if (!agent) { throw new ServerError('E01TA400'); } - const messageRequest: MessageRequest = { agent_id: agent.getAgentConfig().id.toString(), + thread_id: userRequest.request.thread_id, request: userRequest.request.content ?? '', }; From 4d57b9dcd0ba2ce6bdb90bc0ec1d7154ee508a3d Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 24 Oct 2025 15:17:26 +0100 Subject: [PATCH 31/44] verify if exist --- .../database/src/queries/message/queries.ts | 29 +++++++++++++++++++ .../src/controllers/agents.controller.ts | 11 +++++++ 2 files changed, 40 insertions(+) diff --git a/packages/database/src/queries/message/queries.ts b/packages/database/src/queries/message/queries.ts index f689fdd1..1fe83392 100644 --- a/packages/database/src/queries/message/queries.ts +++ b/packages/database/src/queries/message/queries.ts @@ -145,4 +145,33 @@ export namespace message { ); await Postgres.query(q); } + /** + * Check if a thread_id exists for a specific agent and user. + * + * @param { string } threadId - Thread identifier to check. + * @param { string } agentId - Agent identifier. + * @param { string } userId - User identifier. + * + * @returns { Promise } True if the thread_id exists for the agent and user, false otherwise. + * + * @throws { DatabaseError } If a database operation fails. + */ + export async function check_thread_exists_for_agent( + threadId: string, + agentId: string, + userId: string + ): Promise { + const q = new Postgres.Query( + `SELECT EXISTS( + SELECT 1 FROM message m + INNER JOIN agents a ON m.agent_id = a.id + WHERE m.thread_id = $1 + AND m.agent_id = $2 + AND a.user_id = $3 + ) as exists`, + [threadId, agentId, userId] + ); + const result = await Postgres.query<{ exists: boolean }>(q); + return result[0].exists; + } } diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 016aba89..8b1ec6c7 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -316,6 +316,17 @@ export class AgentsController { request: userRequest.request.content ?? '', }; + if (messageRequest.thread_id) { + const isThreadExists = await message.check_thread_exists_for_agent( + messageRequest.thread_id, + messageRequest.agent_id, + userId + ); + if (isThreadExists === false) { + throw new ServerError('E01TA400'); + } // TODO add specific error + } + const action = this.agentService.handleUserRequest( agent, userId, From ba3da67e6a9b6992a4c693412c04cc938891232e Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 27 Oct 2025 15:03:47 +0000 Subject: [PATCH 32/44] prettier version --- packages/agent/src/agents/core/snakAgent.ts | 2 +- packages/agent/src/agents/core/supervisorAgent.ts | 10 +++++++--- .../src/agents/graphs/core-graph/supervisor.graph.ts | 4 ++-- .../graphs/manager/memory/memory-db-manager.ts | 6 +++++- .../supervisor/tools/schemas/common.schemas.ts | 12 +++++++++--- packages/core/src/common/server/dto/agents.dto.ts | 4 ++-- packages/core/src/index.ts | 2 +- 7 files changed, 27 insertions(+), 13 deletions(-) diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index 6a338b73..f79df267 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -26,7 +26,7 @@ import { getInterruptCommand, isInterrupt, } from '@agents/graphs/utils/graph.utils.js'; -import {v4 as uuidv4} from 'uuid'; +import { v4 as uuidv4 } from 'uuid'; /** * Main agent for interacting with the Starknet blockchain * Supports multiple execution modes: interactive, autonomous, and hybrid diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 067134ca..e5e456ad 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -198,12 +198,14 @@ export class SupervisorAgent extends BaseAgent { ? getInterruptCommand(userRequest.request) : { messages: [new HumanMessage(userRequest.request || '')] }; - if (stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0) { + if ( + stateSnapshot.values.transfer_to && + stateSnapshot.values.transfer_to.length > 0 + ) { await this.compiledStateGraph.updateState(executionConfig, { transfer_to: [], }); } - console.log(isInterrupt(stateSnapshot)); for await (const chunk of this.compiledStateGraph.streamEvents( executionInput, executionConfig @@ -215,7 +217,9 @@ export class SupervisorAgent extends BaseAgent { if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } - isTransferHandle = stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0; + isTransferHandle = + stateSnapshot.values.transfer_to && + stateSnapshot.values.transfer_to.length > 0; currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 2ecdfbfc..dad3f701 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -203,7 +203,7 @@ export class SupervisorGraph { ...getSupervisorConfigModifierTools(this.supervisorConfig), ...getSupervisorReadTools(this.supervisorConfig), ...getSupervisorCommunicationTools(), - transferBackToSupervisorTool() + transferBackToSupervisorTool(), ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, @@ -248,7 +248,7 @@ export class SupervisorGraph { this.supervisorConfig.user_id ); logger.info( - `[SupervisorGraph] Found ${agentsAvailable.length} avaible age1nts for user ${this.supervisorConfig.user_id}` + `[SupervisorGraph] Found ${agentsAvailable.length} avaible agents for user ${this.supervisorConfig.user_id}` ); this.specializedAgent.push( createReactAgent({ diff --git a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts index e0ceaf58..124188bb 100644 --- a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts +++ b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts @@ -479,7 +479,11 @@ export class MemoryDBManager { }; } - if (!episodic_memory.sources || !Array.isArray(episodic_memory.sources) || episodic_memory.sources.length <= 0) { + if ( + !episodic_memory.sources || + !Array.isArray(episodic_memory.sources) || + episodic_memory.sources.length <= 0 + ) { return { success: false, error: 'Sources Array cannot be empty', diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index caff5ec3..d70e71a1 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -186,9 +186,15 @@ export const MemoryTimeoutsSchema = z.object({ // Schema for MemoryConfig export const MemoryConfigSchema = z.object({ ltm_enabled: z.boolean().optional().describe('Long-term memory enabled'), - size_limits: MemorySizeLimitsSchema.partial().optional().describe('Memory size limits'), - thresholds: MemoryThresholdsSchema.partial().optional().describe('Memory thresholds'), - timeouts: MemoryTimeoutsSchema.partial().optional().describe('Memory timeouts'), + size_limits: MemorySizeLimitsSchema.partial() + .optional() + .describe('Memory size limits'), + thresholds: MemoryThresholdsSchema.partial() + .optional() + .describe('Memory thresholds'), + timeouts: MemoryTimeoutsSchema.partial() + .optional() + .describe('Memory timeouts'), strategy: z .enum(['holistic', 'categorized']) .optional() diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index 2dcf8753..673f384a 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -130,7 +130,7 @@ export class Message { content?: string; } -export class AgentRequestDTO { +export class AgentRequestDTO { @IsNotEmpty() request: Message; } @@ -211,7 +211,7 @@ export type AgentResponse = | { status: 'waiting_for_human_input'; data?: T } | { status: 'failure'; error: string; data?: T }; - /** +/** * Request to get a specific agent’s MCP config */ export class GetAgentMcpsRequestDTO { diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts index 283e6844..6fd0e130 100644 --- a/packages/core/src/index.ts +++ b/packages/core/src/index.ts @@ -10,7 +10,7 @@ export { DatabaseConfigService } from './config/database.config.js'; export * from './common/constant/default-database.constant.js'; export * from './common/constant/default-agent.constant.js'; export * from './common/constant/agents.constants.js'; -export * from './common/server/dto/agents.dto.js' +export * from './common/server/dto/agents.dto.js'; export type { RagConfigSize } from './types/rag/ragConfig.js'; export type { GuardsConfig } from './config/guards/guardsSchema.js'; export * from './common/server/dto/websocket.js'; From 12fcdc6ebf2188caf50289e9c65f89d9dd801df2 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 27 Oct 2025 18:14:56 +0000 Subject: [PATCH 33/44] fix quries rag --- packages/database/src/queries/rag/queries.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/database/src/queries/rag/queries.ts b/packages/database/src/queries/rag/queries.ts index 061a6212..001f5c94 100644 --- a/packages/database/src/queries/rag/queries.ts +++ b/packages/database/src/queries/rag/queries.ts @@ -96,7 +96,7 @@ export namespace rag { export async function totalSize(userId: string): Promise { const q = new Postgres.Query( `SELECT COALESCE(SUM(file_size),0) AS size - FROM ( + FROM (~ SELECT DISTINCT dv.document_id, dv.file_size FROM document_vectors dv INNER JOIN agents a ON dv.agent_id = a.id From 783a6da68a08253d6051cefe7bc1b1294feade9b Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 27 Oct 2025 18:15:58 +0000 Subject: [PATCH 34/44] prettier all --- packages/core/src/common/agent/interfaces/agent.interface.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/core/src/common/agent/interfaces/agent.interface.ts b/packages/core/src/common/agent/interfaces/agent.interface.ts index c012e606..3e912bb4 100644 --- a/packages/core/src/common/agent/interfaces/agent.interface.ts +++ b/packages/core/src/common/agent/interfaces/agent.interface.ts @@ -197,4 +197,4 @@ export interface DatabaseCredentials { user: string; password: string; database: string; -} \ No newline at end of file +} From bb6cf6f24199dbcda96a17d354331c906b0afe4e Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Mon, 27 Oct 2025 18:33:55 +0000 Subject: [PATCH 35/44] updated readme --- packages/agent/src/agents/langsmith/README.md | 244 +----------------- 1 file changed, 14 insertions(+), 230 deletions(-) diff --git a/packages/agent/src/agents/langsmith/README.md b/packages/agent/src/agents/langsmith/README.md index ae8ea4fb..a56da200 100644 --- a/packages/agent/src/agents/langsmith/README.md +++ b/packages/agent/src/agents/langsmith/README.md @@ -1,262 +1,46 @@ # LangSmith Dataset Evaluation -This directory contains tools for managing and evaluating datasets with LangSmith. - -## Files - -- **`datasets.ts`** - Static `Dataset` class for managing LangSmith datasets -- **`run-datasets.ts`** - CLI runner for executing dataset evaluations +Run evaluations on graph nodes using LangSmith datasets. ## Usage -### Running Evaluations - -To run an evaluation on a specific node in a graph: - ```bash pnpm datasets --graph= --node= [--csv_path=] ``` -**Required Parameters:** -- `--graph`: The graph name (currently only `supervisor` is supported) -- `--node`: The node name to evaluate. Valid nodes are: - - `mcpConfigurationHelper` - - `snakRagAgentHelper` - - `agentConfigurationHelper` - - `supervisor` +**Required:** +- `--graph`: Graph name (currently only `supervisor`) +- `--node`: Node to evaluate (`mcpConfigurationHelper`, `snakRagAgentHelper`, `agentConfigurationHelper`, or `supervisor`) + +**Optional:** +- `--csv_path`: Custom CSV path (defaults to `..dataset.csv`) -**Optional Parameters:** -- `--csv_path`: Custom path to CSV file (defaults to `..dataset.csv`) +## Examples -**Examples:** ```bash -# Evaluate the supervisor node with default CSV +# Evaluate supervisor node (uses supervisor.supervisor.dataset.csv) pnpm datasets --graph=supervisor --node=supervisor -# Uses: supervisor.supervisor.dataset.csv -# Evaluate a helper node with default CSV +# Evaluate helper node (uses supervisor.agentConfigurationHelper.dataset.csv) pnpm datasets --graph=supervisor --node=agentConfigurationHelper -# Uses: supervisor.agentConfigurationHelper.dataset.csv -# Evaluate with custom CSV file +# Use custom CSV file pnpm datasets --graph=supervisor --node=supervisor --csv_path=custom-test.csv -# Uses: custom-test.csv ``` -### How It Works +## CSV Format -1. **Validates the graph name** - Only `supervisor` graph is currently supported -2. **Validates the node name** - Checks if the node exists in the list of valid nodes -3. **Retrieves the node** from the compiled state graph -4. **Determines the CSV file**: - - If `--csv_path` is provided, uses that file - - Otherwise, looks for `..dataset.csv` (e.g., `supervisor.supervisor.dataset.csv`) -5. **The command will first try to find an existing dataset** in LangSmith -6. **If the dataset doesn't exist**, it will attempt to create it from the CSV file -7. **The CSV file must be located in the `datasets/` directory** at the project root -8. If the CSV file doesn't exist, the command will fail with a helpful error message - -### CSV File Format - -Your CSV file should have columns that match the `inputKeys` and `outputKeys` defined in `run-datasets.ts`. - -By default, the runner expects: -- **Input columns:** `messages` -- **Output columns:** `output` - -**Example CSV (`supervisor.supervisor.dataset.csv`):** +CSV files must be in the `datasets/` directory with columns: `messages` (input) and `output` (expected output). ```csv messages,output "Hello, how are you?","Not toxic" "You are an idiot!","Toxic" -"What's the weather like?","Not toxic" -``` - -## Customization - -### Custom Evaluators - -You can modify the evaluator function in `run-datasets.ts` to implement your own evaluation logic: - -```typescript -function myCustomEvaluator({ - outputs, - referenceOutputs, -}: { - outputs: Record; - referenceOutputs?: Record; -}): EvaluationResult { - // Your custom evaluation logic here - const score = // ... calculate score - return { key: 'my-metric', score }; -} -``` - -### Custom Chain - -You can also modify the chain in `run-datasets.ts` to use your own model and prompts: - -```typescript -const prompt = ChatPromptTemplate.fromMessages([ - ['system', 'Your custom system prompt'], - ['user', '{input}'], -]); - -const chatModel = new ChatOpenAI({ model: 'gpt-4' }); -const chain = prompt.pipe(chatModel).pipe(outputParser); -``` - -### Custom Input/Output Keys - -If your CSV has different column names, update the `inputKeys` and `outputKeys` in the `runEvaluation` call: - -```typescript -const results = await Dataset.runEvaluation( - datasetName, - chain, - [correct], - { - inputKeys: ['question', 'context'], // Your CSV input columns - outputKeys: ['answer'], // Your CSV output columns - csvBasePath: process.cwd(), - experimentPrefix: `evaluation-${datasetName}`, - } -); -``` - -## Dataset Class API - -The `Dataset` class provides three static methods: - -### `getDataset(datasetName: string)` - -Get an existing dataset by name. - -```typescript -const dataset = await Dataset.getDataset('my-dataset'); -``` - -### `createDatasetIfNotExist(datasetName, inputKeys, outputKeys, csvBasePath?)` - -Create a dataset from a CSV file if it doesn't exist. - -```typescript -await Dataset.createDatasetIfNotExist( - 'my-dataset', - ['messages'], - ['output'], - '/path/to/csv/files' -); -``` - -### `runEvaluation(datasetName, target, evaluators, options?)` - -Run an evaluation on a dataset (automatically creates from CSV if needed). - -```typescript -await Dataset.runEvaluation( - 'my-dataset', - chain, - [correct], - { - inputKeys: ['messages'], - outputKeys: ['output'], - csvBasePath: process.cwd(), - experimentPrefix: 'gpt-4o-eval' - } -); ``` ## Environment Variables -Make sure you have the necessary environment variables set in your `.env` file: - ```env LANGSMITH_API_KEY=your_api_key_here -OPENAI_API_KEY=your_openai_key_here -``` - -## Examples - -### Example 1: Evaluate the supervisor node - -```bash -pnpm datasets --graph=supervisor --node=supervisor -``` - -This will look for `supervisor.supervisor.dataset.csv` in the datasets directory. - -### Example 2: Evaluate a helper node - -```bash -pnpm datasets --graph=supervisor --node=agentConfigurationHelper -``` - -This will look for `supervisor.agentConfigurationHelper.dataset.csv`. - -### Example 3: Evaluate with custom CSV - -1. Create a CSV file named `custom-test.csv` in the `datasets/` directory: -```csv -messages,output -"Hello, how are you?","Not toxic" -"You are terrible!","Toxic" -``` - -2. Run the evaluation: -```bash -pnpm datasets --graph=supervisor --node=supervisor --csv_path=custom-test.csv +GEMINI_API_KEY=your_gemini_key_here ``` - -The system will: -- Validate the graph and node names -- Retrieve the node from the compiled state graph -- Check if the dataset exists in LangSmith -- If not, create it from the specified CSV file -- Run the evaluation on the node -- Display the results - -## Troubleshooting - -### Error: --graph parameter is required - -You forgot to provide the `--graph` argument. Use: -```bash -pnpm datasets --graph=supervisor --node= -``` - -### Error: --node parameter is required - -You forgot to provide the `--node` argument. Use: -```bash -pnpm datasets --graph=supervisor --node=supervisor -``` - -### Error: Graph not found - -Currently, only the `supervisor` graph is supported. Make sure you use: -```bash -pnpm datasets --graph=supervisor --node= -``` - -### Error: Node is not valid - -The node name must be one of: -- `mcpConfigurationHelper` -- `snakRagAgentHelper` -- `agentConfigurationHelper` -- `supervisor` - -### Error: CSV file not found - -The CSV file with the expected name doesn't exist. Make sure you have: -- A file named `..dataset.csv` (e.g., `supervisor.supervisor.dataset.csv`) -- Or specify a custom path with `--csv_path` -- Located in the `datasets/` directory at the project root - -### Error: Node not found in the graph - -The specified node doesn't exist in the compiled state graph. This could indicate: -- The supervisor agent wasn't initialized correctly -- The node name is valid but not present in the current graph configuration From c419dae391729a5a4760259c705a17ad03f52ae2 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 28 Oct 2025 15:18:06 +0000 Subject: [PATCH 36/44] version with supervisor --- packages/agent/src/agents/core/supervisorAgent.ts | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index e5e456ad..65147aeb 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -21,7 +21,7 @@ import { isInterrupt, } from '@agents/graphs/utils/graph.utils.js'; import { notify } from '@snakagent/database/queries'; - +import { v4 as uuidv4 } from 'uuid'; /** * Supervisor agent for managing and coordinating multiple agents */ @@ -158,7 +158,7 @@ export class SupervisorAgent extends BaseAgent { * @param input - The input for execution * @returns AsyncGenerator yielding ChunkOutput */ - public async *execute(userRequest: UserRequest): AsyncGenerator { + public async *execute(request: UserRequest): AsyncGenerator { try { let currentCheckpointId: string | undefined = undefined; let lastChunk: StreamEvent | undefined = undefined; @@ -174,7 +174,7 @@ export class SupervisorAgent extends BaseAgent { if (this.pgCheckpointer === null) { throw new Error('Checkpointer is not initialized'); } - const threadId = this.agentConfig.id; + const threadId = request.thread_id ? request.thread_id : uuidv4(); const configurable = { thread_id: threadId, agent_config: this.agentConfig, @@ -195,8 +195,8 @@ export class SupervisorAgent extends BaseAgent { throw new Error('Failed to retrieve initial graph state'); } const executionInput = isInterrupt(stateSnapshot) - ? getInterruptCommand(userRequest.request) - : { messages: [new HumanMessage(userRequest.request || '')] }; + ? getInterruptCommand(request.request) + : { messages: [new HumanMessage(request.request || '')] }; if ( stateSnapshot.values.transfer_to && @@ -237,7 +237,7 @@ export class SupervisorAgent extends BaseAgent { const chunkProcessed = this.processChunkOutput( chunk, stateSnapshot, - userRequest.request, + request.request, 0 ); if (chunkProcessed) { @@ -268,7 +268,7 @@ export class SupervisorAgent extends BaseAgent { error: undefined, final: true, is_human: isInterruptHandle, - user_request: userRequest.request, + user_request: request.request, transfer_to: isTransferHandle ? stateSnapshot.values.transfer_to : null, From 0388c89b6b3d261ed6da7379aab74d6ba78d4fe1 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 28 Oct 2025 15:24:11 +0000 Subject: [PATCH 37/44] update logger --- packages/server/src/utils/agents.utils.ts | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/packages/server/src/utils/agents.utils.ts b/packages/server/src/utils/agents.utils.ts index ee1850de..6d3f82ff 100644 --- a/packages/server/src/utils/agents.utils.ts +++ b/packages/server/src/utils/agents.utils.ts @@ -2,8 +2,7 @@ import { ChatAnthropic } from '@langchain/anthropic'; import { BaseChatModel } from '@langchain/core/language_models/chat_models'; import { ChatGoogleGenerativeAI } from '@langchain/google-genai'; import { ChatOpenAI } from '@langchain/openai'; -import { ModelConfig } from '@snakagent/core'; -import { logger } from 'starknet'; +import { logger, ModelConfig } from '@snakagent/core'; /** * Initializes model instances based on the loaded configuration. From b79f27f480aafbd897b5fc2dc8339c7a97c84799 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 28 Oct 2025 21:31:51 +0000 Subject: [PATCH 38/44] checkpoint --- packages/agent/src/agents/core/snakAgent.ts | 2 + .../agent/src/agents/core/supervisorAgent.ts | 13 +- .../agent/src/shared/types/streaming.types.ts | 1 + .../common/server/dto/agent/message.dto.ts | 80 ++++++++++ .../core/src/common/server/dto/agents.dto.ts | 3 +- packages/database/initdb/03-agents.sql | 2 +- packages/database/initdb/04-messages.sql | 60 ++++--- .../database/src/queries/agents/queries.ts | 12 +- .../src/controllers/agents.controller.ts | 2 + .../src/controllers/gateway.controller.ts | 147 ------------------ packages/server/src/services/agent.service.ts | 2 +- 11 files changed, 136 insertions(+), 188 deletions(-) create mode 100644 packages/core/src/common/server/dto/agent/message.dto.ts diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index f79df267..718ee440 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -210,6 +210,7 @@ export class SnakAgent extends BaseAgent { const chunkOutput: ChunkOutput = { event: chunk.event, + agent_id: this.agentConfig.id, run_id: chunk.run_id, checkpoint_id: state.config.configurable?.checkpoint_id, thread_id: state.config.configurable?.thread_id, @@ -406,6 +407,7 @@ export class SnakAgent extends BaseAgent { } yield { event: lastChunk.event, + agent_id: this.agentConfig.id, run_id: lastChunk.run_id, from: GraphNode.END_GRAPH, thread_id: threadId, diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 65147aeb..4d956ebb 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -88,6 +88,7 @@ export class SupervisorAgent extends BaseAgent { }; const chunkOutput: ChunkOutput = { event: chunk.event, + agent_id: this.agentConfig.id, run_id: chunk.run_id, checkpoint_id: state.config.configurable?.checkpoint_id, thread_id: state.config.configurable?.thread_id, @@ -247,16 +248,12 @@ export class SupervisorAgent extends BaseAgent { if (!lastChunk || !currentCheckpointId) { throw new Error('No output from autonomous execution'); } - - const startTime = Date.now(); - if (isInterruptHandle === false) { - const endTime = Date.now(); - const duration = endTime - startTime; - await this.pgCheckpointer.deleteThread(threadId); - logger.info(`[SupervisorAgent] deleteThread took ${duration}ms`); - } + logger.info( + `[SupervisorAgent] Execution completed for thread ${threadId}` + ); yield { event: lastChunk.event, + agent_id: this.agentConfig.id, run_id: lastChunk.run_id, from: SupervisorNode.END_GRAPH, thread_id: threadId, diff --git a/packages/agent/src/shared/types/streaming.types.ts b/packages/agent/src/shared/types/streaming.types.ts index 6d348583..42415a8c 100644 --- a/packages/agent/src/shared/types/streaming.types.ts +++ b/packages/agent/src/shared/types/streaming.types.ts @@ -20,6 +20,7 @@ export interface ChunkOutputMetadata { export interface ChunkOutput { event: string; + agent_id: string; run_id: string; thread_id: string; checkpoint_id: string; diff --git a/packages/core/src/common/server/dto/agent/message.dto.ts b/packages/core/src/common/server/dto/agent/message.dto.ts new file mode 100644 index 00000000..7d878fb3 --- /dev/null +++ b/packages/core/src/common/server/dto/agent/message.dto.ts @@ -0,0 +1,80 @@ +import { + IsNotEmpty, + IsOptional, + IsString, + IsUUID, + Length, + Min, + Max, + IsInt, + ValidateNested, +} from 'class-validator'; +import { Type } from 'class-transformer'; + +/** + * DTO for retrieving messages from a specific agent + */ +export class MessageFromAgentIdDTO { + @IsNotEmpty() + @IsString() + @IsUUID() + agent_id: string; + + @IsOptional() + @IsString() + thread_id?: string; + + @IsOptional() + @IsInt() + @Min(1) + @Max(100) + limit_message?: number; +} + +/** + * Interface for message requests to agents + */ +export class MessageRequest { + @IsNotEmpty() + @IsString() + @IsUUID() + agent_id: string; + + @IsString() + @Length(1, 10000) + content: string; + + @IsOptional() + @IsInt() + @Min(0) + @Max(1) + hitl_threshold?: number; +} + +export class Message { + @IsString() + @IsUUID() + agent_id: string; + + @IsNotEmpty() + @IsString() + @Length(1, 10000) + content: string; +} +export class AgentRequestDTO { + @IsNotEmpty() + @ValidateNested() + @Type(() => Message) + request: Message; +} + +export class getMessagesFromAgentsDTO { + @IsNotEmpty() + @IsString() + @IsUUID() + agent_id: string; + + @IsOptional() + @IsString() + thread_id?: string; +} diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index 673f384a..b0ee1bb4 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -35,7 +35,8 @@ export class MessageFromAgentIdDTO { @IsNotEmpty() @IsString() - thread_id: string; + @IsOptional() + thread_id?: string; @IsOptional() @IsInt() diff --git a/packages/database/initdb/03-agents.sql b/packages/database/initdb/03-agents.sql index 99631b3e..f9c86a5a 100644 --- a/packages/database/initdb/03-agents.sql +++ b/packages/database/initdb/03-agents.sql @@ -171,7 +171,7 @@ CREATE TRIGGER update_agents_updated_at EXECUTE FUNCTION update_updated_at_column(); -- ============================================================================ --- VALIDATION FUNCTION +-- VALIDATION FUNCTION~ -- ============================================================================ -- Function to validate agent data completeness before insertion diff --git a/packages/database/initdb/04-messages.sql b/packages/database/initdb/04-messages.sql index 691c62be..05535a4b 100644 --- a/packages/database/initdb/04-messages.sql +++ b/packages/database/initdb/04-messages.sql @@ -105,7 +105,6 @@ CREATE TABLE IF NOT EXISTS message ( -- row(s) referencing it should be automatically deleted as well" FOREIGN KEY (agent_id) REFERENCES agents(id) ON DELETE CASCADE ); - -- Message Retrieval Functions -- ============================================================================ @@ -173,73 +172,78 @@ $$; CREATE OR REPLACE FUNCTION get_messages_optimized( -- Required: Which agent's messages to retrieve p_agent_id UUID, - - -- Required: Which conversation thread to query - p_thread_id TEXT, - + -- Required: User ID for access control verification -- Ensures user can only access messages from their own agents p_user_id UUID, - + + -- Optional: Which conversation thread to query + -- If NULL, returns all messages for the agent regardless of thread + p_thread_id TEXT DEFAULT NULL, + -- Optional: Sort order (false = ascending, true = descending) -- Default ascending provides chronological conversation flow p_order_desc BOOLEAN DEFAULT FALSE, - + -- Optional: Maximum number of messages to return -- NULL means no limit (returns all matching messages) p_limit INTEGER DEFAULT NULL, - + -- Optional: Number of messages to skip -- Used for pagination in combination with p_limit p_offset INTEGER DEFAULT 0 ) -- Return Type: Table with all essential message fields --- Excludes internal fields like 'id' and 'created_at' for cleaner API +-- Includes id and created_at for consistency RETURNS TABLE ( + id UUID, agent_id UUID, user_id UUID, event TEXT, run_id TEXT, thread_id TEXT, + task_title TEXT, checkpoint_id TEXT, task_id UUID, step_id UUID, - task_title TEXT, "from" TEXT, message TEXT, tools JSONB, metadata JSONB, - "timestamp" TIMESTAMP WITH TIME ZONE + "timestamp" TIMESTAMP WITH TIME ZONE, + created_at TIMESTAMP WITH TIME ZONE ) LANGUAGE plpgsql AS $$ BEGIN -- Conditional execution based on requested sort order -- Separate queries optimize PostgreSQL's query planner performance - + IF p_order_desc THEN -- Descending order: Most recent messages first -- Useful for displaying latest conversation activity RETURN QUERY SELECT + m.id, m.agent_id, - a.user_id, + m.user_id, m.event, m.run_id, m.thread_id, + m.task_title, m.checkpoint_id, m.task_id, m.step_id, - m.task_title, m."from", m.message, m.tools, m.metadata, - m."timestamp" + m."timestamp", + m.created_at FROM message m INNER JOIN agents a ON m.agent_id = a.id WHERE m.agent_id = p_agent_id - AND m.thread_id = p_thread_id + AND (p_thread_id IS NULL OR m.thread_id = p_thread_id) AND a.user_id = p_user_id ORDER BY m."timestamp" DESC LIMIT COALESCE(p_limit, 2147483647) -- Max INT when p_limit is NULL @@ -249,24 +253,26 @@ BEGIN -- Standard for displaying conversation history RETURN QUERY SELECT + m.id, m.agent_id, - a.user_id, + m.user_id, m.event, m.run_id, m.thread_id, + m.task_title, -- Move before checkpoint_id m.checkpoint_id, m.task_id, m.step_id, - m.task_title, m."from", m.message, m.tools, m.metadata, - m."timestamp" + m."timestamp", + m.created_at FROM message m INNER JOIN agents a ON m.agent_id = a.id WHERE m.agent_id = p_agent_id - AND m.thread_id = p_thread_id + AND (p_thread_id IS NULL OR m.thread_id = p_thread_id) AND a.user_id = p_user_id ORDER BY m."timestamp" ASC LIMIT COALESCE(p_limit, 2147483647) @@ -365,11 +371,17 @@ CREATE INDEX IF NOT EXISTS idx_message_tools ON message USING GIN (tools); -- '{"tool": "web_search", "query": "user question"}', -- '{"confidence": 0.9, "processing_time_ms": 150}'); -- --- Retrieving conversation history: --- SELECT * FROM get_messages_optimized('agent-uuid', 'thread-456', 'user-uuid', false, 50, 0); +-- Retrieving conversation history for a specific thread: +-- SELECT * FROM get_messages_optimized('agent-uuid', 'user-uuid', 'thread-456', false, 50, 0); +-- +-- Retrieving all messages for an agent (all threads): +-- SELECT * FROM get_messages_optimized('agent-uuid', 'user-uuid', NULL, false, 50, 0); +-- +-- Getting recent messages from a specific thread: +-- SELECT * FROM get_messages_optimized('agent-uuid', 'user-uuid', 'thread-456', true, 10, 0); -- --- Getting recent messages: --- SELECT * FROM get_messages_optimized('agent-uuid', 'thread-456', 'user-uuid', true, 10, 0); +-- Getting recent messages from all threads: +-- SELECT * FROM get_messages_optimized('agent-uuid', 'user-uuid', NULL, true, 10, 0); -- -- High-Performance Query Patterns (using indexes): -- diff --git a/packages/database/src/queries/agents/queries.ts b/packages/database/src/queries/agents/queries.ts index 8023f701..7c36ab30 100644 --- a/packages/database/src/queries/agents/queries.ts +++ b/packages/database/src/queries/agents/queries.ts @@ -512,24 +512,24 @@ export namespace agents { /** * Get messages from agents using the optimized function * @param agentId - Agent ID - * @param threadId - Thread ID (optional) * @param userId - User ID - * @param includeDeleted - Include deleted messages + * @param threadId - Thread ID (optional, if null returns all messages for the agent) + * @param orderDesc - Sort order (false = ascending, true = descending) * @param limit - Limit number of messages * @param offset - Offset for pagination * @returns Promise */ export async function getMessagesOptimized( agentId: string, - threadId: string | null, userId: string, - includeDeleted: boolean, + threadId: string | null | undefined, + orderDesc: boolean, limit: number, offset: number ): Promise { const query = new Postgres.Query( - `SELECT * FROM get_messages_optimized($1::UUID,$2,$3::UUID,$4,$5,$6)`, - [agentId, threadId, userId, includeDeleted, limit, offset] + `SELECT * FROM get_messages_optimized($1::UUID,$2::UUID,$3,$4,$5,$6)`, + [agentId, userId, threadId ?? null, orderDesc, limit, offset] ); const result = await Postgres.query(query); diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 4dcfa022..6b2cf7fb 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -608,6 +608,8 @@ export class AgentsController { logger.info('get_agents called'); const userId = ControllerHelpers.getUserId(req); const agents = await this.agentService.getAllAgentsOfUser(userId); + console.log() + console.log(agents); return ResponseFormatter.success(agents); } diff --git a/packages/server/src/controllers/gateway.controller.ts b/packages/server/src/controllers/gateway.controller.ts index dd609042..3763ffca 100644 --- a/packages/server/src/controllers/gateway.controller.ts +++ b/packages/server/src/controllers/gateway.controller.ts @@ -119,151 +119,4 @@ export class MyGateway { 'onAgentRequest' ); } - - @SubscribeMessage('stop_agent') - async stopAgent( - @MessageBody() userRequest: { agent_id: string; socket_id: string }, - @ConnectedSocket() client: Socket - ): Promise { - await ErrorHandler.handleWebSocketError( - async () => { - logger.info('stop_agent called'); - const { userId, agent } = - await ControllerHelpers.getSocketUserAndVerifyAgentOwnership( - client, - this.agentFactory, - userRequest.agent_id - ); - - // Check if the agent is a supervisor agent - await this.supervisorService.validateNotSupervisorForModification( - userRequest.agent_id, - userId - ); - - agent.stop(); - const response: AgentResponse = ResponseFormatter.success( - `Agent ${userRequest.agent_id} stopped` - ); - client.emit('onStopAgentRequest', response); - }, - 'stopAgent', - client, - 'onStopAgentRequest', - 'E02TA100' - ); - } - - @SubscribeMessage('init_agent') - async addAgent( - @MessageBody() userRequest: WebsocketAgentAddRequestDTO, - @ConnectedSocket() client: Socket - ): Promise { - await ErrorHandler.handleWebSocketError( - async () => { - logger.info('init_agent called'); - - const userId = ControllerHelpers.getUserIdFromSocket(client); - - this.supervisorService.validateNotSupervisorAgent(userRequest.agent); - - await this.agentFactory.addAgent(userRequest.agent, userId); - const response: AgentResponse = ResponseFormatter.success( - `Agent ${userRequest.agent.profile.name} added` - ); - client.emit('onInitAgentRequest', response); - }, - 'addAgent', - client, - 'onInitAgentRequest', - 'E02TA200' - ); - } - - @SubscribeMessage('delete_agent') - async deleteAgent( - @MessageBody() userRequest: WebsocketAgentDeleteRequestDTO, - @ConnectedSocket() client: Socket - ): Promise { - await ErrorHandler.handleWebSocketError( - async () => { - logger.info('delete_agent called'); - const { userId } = - await ControllerHelpers.getSocketUserAndVerifyAgentConfigOwnership( - client, - this.agentFactory, - userRequest.agent_id - ); - - // Check if the agent is a supervisor agent - await this.supervisorService.validateNotSupervisorForDeletion( - userRequest.agent_id, - userId - ); - - await this.agentFactory.deleteAgent(userRequest.agent_id, userId); - - const response: AgentResponse = ResponseFormatter.success( - `Agent ${userRequest.agent_id} deleted` - ); - client.emit('onDeleteAgentRequest', response); - }, - 'deleteAgent', - client, - 'onDeleteAgentRequest', - 'E02TA300' - ); - } - - @SubscribeMessage('get_agents') - async getAgents( - @MessageBody() userRequest: WebsocketGetAgentsConfigRequestDTO, - @ConnectedSocket() client: Socket - ): Promise { - await ErrorHandler.handleWebSocketError( - async () => { - logger.info('getAgents called'); - - const userId = ControllerHelpers.getUserIdFromSocket(client); - const agents = await this.agentService.getAllAgentsOfUser(userId); - - const response: AgentResponse = ResponseFormatter.success(agents); - client.emit('onGetAgentsRequest', response); - }, - 'getAgents', - client, - 'onGetAgentsRequest', - 'E05TA100' - ); - } - - @SubscribeMessage('get_messages') - async getMessages( - @MessageBody() userRequest: WebsocketGetMessagesRequestDTO, - @ConnectedSocket() client: Socket - ): Promise { - await ErrorHandler.handleWebSocketError( - async () => { - logger.info('getMessages called'); - const userId = ControllerHelpers.getUserIdFromSocket(client); - const messages = await this.agentService.getMessageFromAgentId( - { - agent_id: userRequest.agent_id, - thread_id: userRequest.thread_id, - limit_message: userRequest.limit_message, - }, - userId - ); - if (!messages) { - throw new ServerError('E01TA400'); - } - const response: AgentResponse = ResponseFormatter.success(messages); - client.emit('onGetMessagesRequest', response); - }, - 'getMessages', - client, - 'onGetMessagesRequest', - 'E05TA100' - ); - } } diff --git a/packages/server/src/services/agent.service.ts b/packages/server/src/services/agent.service.ts index a9a07a0c..d7c219eb 100644 --- a/packages/server/src/services/agent.service.ts +++ b/packages/server/src/services/agent.service.ts @@ -253,8 +253,8 @@ export class AgentService implements IAgentService { const limit = userRequest.limit_message || 10; const res = await agents.getMessagesOptimized( userRequest.agent_id, - userRequest.thread_id, userId, + userRequest.thread_id ?? null, false, limit, 0 From eafd2d6a7fb60efc2011153ba05d4cb898a2062f Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Tue, 28 Oct 2025 21:39:45 +0000 Subject: [PATCH 39/44] checkpoint --- packages/agent/src/agents/core/snakAgent.ts | 2 +- packages/agent/src/agents/core/supervisorAgent.ts | 10 +++------- .../src/agents/graphs/core-graph/supervisor.graph.ts | 4 ++-- .../graphs/manager/memory/memory-db-manager.ts | 6 +----- .../supervisor/tools/schemas/common.schemas.ts | 12 +++--------- packages/core/src/common/server/dto/agents.dto.ts | 4 ++-- packages/core/src/index.ts | 2 +- 7 files changed, 13 insertions(+), 27 deletions(-) diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index 718ee440..f820c01d 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -26,7 +26,7 @@ import { getInterruptCommand, isInterrupt, } from '@agents/graphs/utils/graph.utils.js'; -import { v4 as uuidv4 } from 'uuid'; +import {v4 as uuidv4} from 'uuid'; /** * Main agent for interacting with the Starknet blockchain * Supports multiple execution modes: interactive, autonomous, and hybrid diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 4d956ebb..771b217d 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -199,14 +199,12 @@ export class SupervisorAgent extends BaseAgent { ? getInterruptCommand(request.request) : { messages: [new HumanMessage(request.request || '')] }; - if ( - stateSnapshot.values.transfer_to && - stateSnapshot.values.transfer_to.length > 0 - ) { + if (stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0) { await this.compiledStateGraph.updateState(executionConfig, { transfer_to: [], }); } + console.log(isInterrupt(stateSnapshot)); for await (const chunk of this.compiledStateGraph.streamEvents( executionInput, executionConfig @@ -218,9 +216,7 @@ export class SupervisorAgent extends BaseAgent { if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } - isTransferHandle = - stateSnapshot.values.transfer_to && - stateSnapshot.values.transfer_to.length > 0; + isTransferHandle = stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0; currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index dad3f701..2ecdfbfc 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -203,7 +203,7 @@ export class SupervisorGraph { ...getSupervisorConfigModifierTools(this.supervisorConfig), ...getSupervisorReadTools(this.supervisorConfig), ...getSupervisorCommunicationTools(), - transferBackToSupervisorTool(), + transferBackToSupervisorTool() ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, @@ -248,7 +248,7 @@ export class SupervisorGraph { this.supervisorConfig.user_id ); logger.info( - `[SupervisorGraph] Found ${agentsAvailable.length} avaible agents for user ${this.supervisorConfig.user_id}` + `[SupervisorGraph] Found ${agentsAvailable.length} avaible age1nts for user ${this.supervisorConfig.user_id}` ); this.specializedAgent.push( createReactAgent({ diff --git a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts index 124188bb..e0ceaf58 100644 --- a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts +++ b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts @@ -479,11 +479,7 @@ export class MemoryDBManager { }; } - if ( - !episodic_memory.sources || - !Array.isArray(episodic_memory.sources) || - episodic_memory.sources.length <= 0 - ) { + if (!episodic_memory.sources || !Array.isArray(episodic_memory.sources) || episodic_memory.sources.length <= 0) { return { success: false, error: 'Sources Array cannot be empty', diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index d70e71a1..caff5ec3 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -186,15 +186,9 @@ export const MemoryTimeoutsSchema = z.object({ // Schema for MemoryConfig export const MemoryConfigSchema = z.object({ ltm_enabled: z.boolean().optional().describe('Long-term memory enabled'), - size_limits: MemorySizeLimitsSchema.partial() - .optional() - .describe('Memory size limits'), - thresholds: MemoryThresholdsSchema.partial() - .optional() - .describe('Memory thresholds'), - timeouts: MemoryTimeoutsSchema.partial() - .optional() - .describe('Memory timeouts'), + size_limits: MemorySizeLimitsSchema.partial().optional().describe('Memory size limits'), + thresholds: MemoryThresholdsSchema.partial().optional().describe('Memory thresholds'), + timeouts: MemoryTimeoutsSchema.partial().optional().describe('Memory timeouts'), strategy: z .enum(['holistic', 'categorized']) .optional() diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index b0ee1bb4..a48b99c5 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -131,7 +131,7 @@ export class Message { content?: string; } -export class AgentRequestDTO { +export class AgentRequestDTO { @IsNotEmpty() request: Message; } @@ -212,7 +212,7 @@ export type AgentResponse = | { status: 'waiting_for_human_input'; data?: T } | { status: 'failure'; error: string; data?: T }; -/** + /** * Request to get a specific agent’s MCP config */ export class GetAgentMcpsRequestDTO { diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts index 9dbfab80..89aa7a84 100644 --- a/packages/core/src/index.ts +++ b/packages/core/src/index.ts @@ -10,7 +10,7 @@ export { DatabaseConfigService } from './config/database.config.js'; export * from './common/constant/default-database.constant.js'; export * from './common/constant/default-agent.constant.js'; export * from './common/constant/agents.constants.js'; -export * from './common/server/dto/agents.dto.js'; +export * from './common/server/dto/agents.dto.js' export type { RagConfigSize } from './types/rag/ragConfig.js'; export type { GuardsConfig } from './config/guards/guardsSchema.js'; export * from './common/server/dto/websocket.js'; From 63c965fccbd59e3e2f72a41fa8952434fa898c01 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Thu, 30 Oct 2025 11:38:22 +0000 Subject: [PATCH 40/44] version working with the front-end --- packages/agent/src/agents/core/snakAgent.ts | 4 ++- .../agent/src/agents/core/supervisorAgent.ts | 11 ++++++-- .../agent/src/shared/types/streaming.types.ts | 1 + packages/database/initdb/05b-memory.sql | 28 +++++++++---------- .../src/controllers/agents.controller.ts | 3 +- .../src/controllers/gateway.controller.ts | 6 ++-- packages/server/src/services/agent.service.ts | 2 ++ 7 files changed, 34 insertions(+), 21 deletions(-) diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index f820c01d..b0d7a13c 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -26,7 +26,7 @@ import { getInterruptCommand, isInterrupt, } from '@agents/graphs/utils/graph.utils.js'; -import {v4 as uuidv4} from 'uuid'; +import { v4 as uuidv4 } from 'uuid'; /** * Main agent for interacting with the Starknet blockchain * Supports multiple execution modes: interactive, autonomous, and hybrid @@ -301,6 +301,8 @@ export class SnakAgent extends BaseAgent { request: UserRequest ): AsyncGenerator { try { + console.log('[SnakAgent] Starting execution...'); + console.log(request); let lastChunk: StreamEvent | undefined = undefined; let retryCount: number = 0; let currentCheckpointId: string | undefined = undefined; diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 771b217d..130ba577 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -161,6 +161,8 @@ export class SupervisorAgent extends BaseAgent { */ public async *execute(request: UserRequest): AsyncGenerator { try { + console.log('[SupervisorAgent] Starting execution...'); + console.log(request); let currentCheckpointId: string | undefined = undefined; let lastChunk: StreamEvent | undefined = undefined; let stateSnapshot: StateSnapshot; @@ -199,7 +201,10 @@ export class SupervisorAgent extends BaseAgent { ? getInterruptCommand(request.request) : { messages: [new HumanMessage(request.request || '')] }; - if (stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0) { + if ( + stateSnapshot.values.transfer_to && + stateSnapshot.values.transfer_to.length > 0 + ) { await this.compiledStateGraph.updateState(executionConfig, { transfer_to: [], }); @@ -216,7 +221,9 @@ export class SupervisorAgent extends BaseAgent { if (!stateSnapshot) { throw new Error('Failed to retrieve graph state during execution'); } - isTransferHandle = stateSnapshot.values.transfer_to && stateSnapshot.values.transfer_to.length > 0; + isTransferHandle = + stateSnapshot.values.transfer_to && + stateSnapshot.values.transfer_to.length > 0; currentCheckpointId = stateSnapshot.config.configurable?.checkpoint_id; lastChunk = chunk; if ( diff --git a/packages/agent/src/shared/types/streaming.types.ts b/packages/agent/src/shared/types/streaming.types.ts index 42415a8c..8ec7f75e 100644 --- a/packages/agent/src/shared/types/streaming.types.ts +++ b/packages/agent/src/shared/types/streaming.types.ts @@ -13,6 +13,7 @@ export interface ChunkOutputMetadata { ls_model_type?: string; ls_model_name?: string; ls_temperature?: number; + transfer_to?: { agent_id: string; agent_name: string; query?: string }[]; error?: GraphErrorType | null; final?: boolean; [key: string]: any; diff --git a/packages/database/initdb/05b-memory.sql b/packages/database/initdb/05b-memory.sql index 2f1f2b2a..7b21f75f 100644 --- a/packages/database/initdb/05b-memory.sql +++ b/packages/database/initdb/05b-memory.sql @@ -499,9 +499,9 @@ BEGIN 'category', category ) as meta FROM semantic_memories sm - WHERE user_id = p_user_id - AND task_id = p_task_id - AND thread_id = p_thread_id + WHERE sm.user_id = p_user_id + AND sm.task_id = p_task_id + AND sm.thread_id = p_thread_id ), task_episodic AS ( -- Retrieve all episodic memories for the task @@ -520,10 +520,10 @@ BEGIN 'expires_at', expires_at ) as meta FROM episodic_memories em - WHERE user_id = p_user_id - AND task_id = p_task_id - AND thread_id = p_thread_id - AND expires_at > NOW() -- Only non-expired memories + WHERE em.user_id = p_user_id + AND em.task_id = p_task_id + AND em.thread_id = p_thread_id + AND em.expires_at > NOW() -- Only non-expired memories ) -- Combine and sort by creation time (most recent first) SELECT * FROM ( @@ -576,9 +576,9 @@ BEGIN 'category', category ) as meta FROM semantic_memories sm - WHERE user_id = p_user_id - AND step_id = p_step_id - AND thread_id = p_thread_id + WHERE sm.user_id = p_user_id + AND sm.step_id = p_step_id + AND sm.thread_id = p_thread_id ), step_episodic AS ( -- Retrieve all episodic memories for the step @@ -597,10 +597,10 @@ BEGIN 'expires_at', expires_at ) as meta FROM episodic_memories em - WHERE user_id = p_user_id - AND step_id = p_step_id - AND thread_id = p_thread_id - AND expires_at > NOW() -- Only non-expired memories + WHERE em.user_id = p_user_id + AND em.step_id = p_step_id + AND em.thread_id = p_thread_id + AND em.expires_at > NOW() -- Only non-expired memories ) -- Combine and sort by creation time (most recent first) SELECT * FROM ( diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 6b2cf7fb..5d093aa3 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -312,6 +312,7 @@ export class AgentsController { request: userRequest.request.content ?? '', }; + console.log(messageRequest); if (messageRequest.thread_id) { const isThreadExists = await message.check_thread_exists_for_agent( messageRequest.thread_id, @@ -608,7 +609,7 @@ export class AgentsController { logger.info('get_agents called'); const userId = ControllerHelpers.getUserId(req); const agents = await this.agentService.getAllAgentsOfUser(userId); - console.log() + console.log(); console.log(agents); return ResponseFormatter.success(agents); } diff --git a/packages/server/src/controllers/gateway.controller.ts b/packages/server/src/controllers/gateway.controller.ts index 3763ffca..534641d7 100644 --- a/packages/server/src/controllers/gateway.controller.ts +++ b/packages/server/src/controllers/gateway.controller.ts @@ -27,7 +27,7 @@ import { AgentResponse } from '@snakagent/core'; @WebSocketGateway({ cors: { - origin: 'http://localhost:4000', + origin: ['http://localhost:4000', 'http://localhost:3001', 'http://localhost:3000'], methods: ['GET', 'POST'], credentials: true, }, @@ -55,8 +55,7 @@ export class MyGateway { throw new WsException('Socket connection is invalid or disconnected'); } logger.info('handleUserRequest called'); - logger.debug(`handleUserRequest: ${JSON.stringify(userRequest)}`); - + console.log('Received userRequest:', userRequest); const userId = ControllerHelpers.getUserIdFromSocket(client); let agent: BaseAgent | undefined; @@ -111,6 +110,7 @@ export class MyGateway { `Inserted message with ID: ${messageId.toLocaleString()}` ); } + console.log('Emitting chunk to client:', chunk.event); client.emit('onAgentRequest', chunk); } }, diff --git a/packages/server/src/services/agent.service.ts b/packages/server/src/services/agent.service.ts index d7c219eb..fda440a0 100644 --- a/packages/server/src/services/agent.service.ts +++ b/packages/server/src/services/agent.service.ts @@ -65,6 +65,7 @@ export class AgentService implements IAgentService { const user_request: UserRequest = { request: userRequest.request || '', + thread_id: userRequest.thread_id || undefined, hitl_threshold: userRequest.hitl_threshold ?? undefined, }; @@ -163,6 +164,7 @@ export class AgentService implements IAgentService { try { const user_request: UserRequest = { request: userRequest.request || '', + thread_id: userRequest.thread_id || undefined, hitl_threshold: userRequest.hitl_threshold ?? undefined, }; From 744ac0ab4cb482e02b839c2cbe057083500be36b Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Thu, 30 Oct 2025 12:00:53 +0000 Subject: [PATCH 41/44] pretteir versiion --- packages/agent/src/agents/core/snakAgent.ts | 2 -- packages/agent/src/agents/core/supervisorAgent.ts | 3 --- .../src/agents/graphs/core-graph/supervisor.graph.ts | 2 +- .../graphs/manager/memory/memory-db-manager.ts | 6 +++++- .../supervisor/tools/executeHandoffTools.ts | 7 +++++-- .../supervisor/tools/schemas/common.schemas.ts | 12 +++++++++--- .../shared/prompts/agents/agentSelector.prompt.ts | 2 +- packages/core/src/common/server/dto/agents.dto.ts | 4 ++-- packages/core/src/index.ts | 2 +- packages/server/src/controllers/agents.controller.ts | 3 --- .../server/src/controllers/gateway.controller.ts | 8 +++++--- 11 files changed, 29 insertions(+), 22 deletions(-) diff --git a/packages/agent/src/agents/core/snakAgent.ts b/packages/agent/src/agents/core/snakAgent.ts index b0d7a13c..718ee440 100644 --- a/packages/agent/src/agents/core/snakAgent.ts +++ b/packages/agent/src/agents/core/snakAgent.ts @@ -301,8 +301,6 @@ export class SnakAgent extends BaseAgent { request: UserRequest ): AsyncGenerator { try { - console.log('[SnakAgent] Starting execution...'); - console.log(request); let lastChunk: StreamEvent | undefined = undefined; let retryCount: number = 0; let currentCheckpointId: string | undefined = undefined; diff --git a/packages/agent/src/agents/core/supervisorAgent.ts b/packages/agent/src/agents/core/supervisorAgent.ts index 130ba577..4d956ebb 100644 --- a/packages/agent/src/agents/core/supervisorAgent.ts +++ b/packages/agent/src/agents/core/supervisorAgent.ts @@ -161,8 +161,6 @@ export class SupervisorAgent extends BaseAgent { */ public async *execute(request: UserRequest): AsyncGenerator { try { - console.log('[SupervisorAgent] Starting execution...'); - console.log(request); let currentCheckpointId: string | undefined = undefined; let lastChunk: StreamEvent | undefined = undefined; let stateSnapshot: StateSnapshot; @@ -209,7 +207,6 @@ export class SupervisorAgent extends BaseAgent { transfer_to: [], }); } - console.log(isInterrupt(stateSnapshot)); for await (const chunk of this.compiledStateGraph.streamEvents( executionInput, executionConfig diff --git a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts index 2ecdfbfc..1c583033 100644 --- a/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts +++ b/packages/agent/src/agents/graphs/core-graph/supervisor.graph.ts @@ -203,7 +203,7 @@ export class SupervisorGraph { ...getSupervisorConfigModifierTools(this.supervisorConfig), ...getSupervisorReadTools(this.supervisorConfig), ...getSupervisorCommunicationTools(), - transferBackToSupervisorTool() + transferBackToSupervisorTool(), ], name: 'agentConfigurationHelper', prompt: formattedAgentConfigurationHelperPrompt, diff --git a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts index e0ceaf58..124188bb 100644 --- a/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts +++ b/packages/agent/src/agents/graphs/manager/memory/memory-db-manager.ts @@ -479,7 +479,11 @@ export class MemoryDBManager { }; } - if (!episodic_memory.sources || !Array.isArray(episodic_memory.sources) || episodic_memory.sources.length <= 0) { + if ( + !episodic_memory.sources || + !Array.isArray(episodic_memory.sources) || + episodic_memory.sources.length <= 0 + ) { return { success: false, error: 'Sources Array cannot be empty', diff --git a/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts b/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts index 813eaa42..f9114dce 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/executeHandoffTools.ts @@ -45,10 +45,13 @@ export function createExecuteHandoffTools( description: `Executing handoff to ${agentName}`, schema: z .object({ - query: z.string().describe('Query to send to the agent upon handoff'), + query: z + .string() + .optional() + .describe('Query to send to the agent upon handoff'), }) .strict(), - func: async (query: string) => { + func: async (query?: string) => { const tool_id = uuidv4(); const aiMessage = new AIMessage(`Executing handoff to ${agentName}`); aiMessage.tool_calls = [ diff --git a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts index caff5ec3..d70e71a1 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/schemas/common.schemas.ts @@ -186,9 +186,15 @@ export const MemoryTimeoutsSchema = z.object({ // Schema for MemoryConfig export const MemoryConfigSchema = z.object({ ltm_enabled: z.boolean().optional().describe('Long-term memory enabled'), - size_limits: MemorySizeLimitsSchema.partial().optional().describe('Memory size limits'), - thresholds: MemoryThresholdsSchema.partial().optional().describe('Memory thresholds'), - timeouts: MemoryTimeoutsSchema.partial().optional().describe('Memory timeouts'), + size_limits: MemorySizeLimitsSchema.partial() + .optional() + .describe('Memory size limits'), + thresholds: MemoryThresholdsSchema.partial() + .optional() + .describe('Memory thresholds'), + timeouts: MemoryTimeoutsSchema.partial() + .optional() + .describe('Memory timeouts'), strategy: z .enum(['holistic', 'categorized']) .optional() diff --git a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts index 41d0f1bd..724e2a62 100644 --- a/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts +++ b/packages/agent/src/shared/prompts/agents/agentSelector.prompt.ts @@ -95,8 +95,8 @@ You will have access to \`execute_handoff_to_*\` functions that route to specifi **TERMINAL OPERATION**: When you use an execute_handoff tool, it is a terminal operation. When you route to an agent, execution immediately stops and control transfers to that agent until you receive another user request. **Important Rules:** -- You must include a clear, specific query when performing the handoff that describes what the specialized agent needs to accomplish - You cannot perform any actions after executing a handoff +- If user asking an specific query, fill the query optional query field when performing the handoff that describes what the specialized agent needs to accomplish - Ensure you've completed all necessary investigation and information gathering BEFORE calling the handoff tool - Make your handoff decision with confidence based on the agent configurations you've reviewed - Include relevant context about the user's request when performing the handoff diff --git a/packages/core/src/common/server/dto/agents.dto.ts b/packages/core/src/common/server/dto/agents.dto.ts index a48b99c5..b0ee1bb4 100644 --- a/packages/core/src/common/server/dto/agents.dto.ts +++ b/packages/core/src/common/server/dto/agents.dto.ts @@ -131,7 +131,7 @@ export class Message { content?: string; } -export class AgentRequestDTO { +export class AgentRequestDTO { @IsNotEmpty() request: Message; } @@ -212,7 +212,7 @@ export type AgentResponse = | { status: 'waiting_for_human_input'; data?: T } | { status: 'failure'; error: string; data?: T }; - /** +/** * Request to get a specific agent’s MCP config */ export class GetAgentMcpsRequestDTO { diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts index 89aa7a84..9dbfab80 100644 --- a/packages/core/src/index.ts +++ b/packages/core/src/index.ts @@ -10,7 +10,7 @@ export { DatabaseConfigService } from './config/database.config.js'; export * from './common/constant/default-database.constant.js'; export * from './common/constant/default-agent.constant.js'; export * from './common/constant/agents.constants.js'; -export * from './common/server/dto/agents.dto.js' +export * from './common/server/dto/agents.dto.js'; export type { RagConfigSize } from './types/rag/ragConfig.js'; export type { GuardsConfig } from './config/guards/guardsSchema.js'; export * from './common/server/dto/websocket.js'; diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index 5d093aa3..4dcfa022 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -312,7 +312,6 @@ export class AgentsController { request: userRequest.request.content ?? '', }; - console.log(messageRequest); if (messageRequest.thread_id) { const isThreadExists = await message.check_thread_exists_for_agent( messageRequest.thread_id, @@ -609,8 +608,6 @@ export class AgentsController { logger.info('get_agents called'); const userId = ControllerHelpers.getUserId(req); const agents = await this.agentService.getAllAgentsOfUser(userId); - console.log(); - console.log(agents); return ResponseFormatter.success(agents); } diff --git a/packages/server/src/controllers/gateway.controller.ts b/packages/server/src/controllers/gateway.controller.ts index 534641d7..405712fb 100644 --- a/packages/server/src/controllers/gateway.controller.ts +++ b/packages/server/src/controllers/gateway.controller.ts @@ -27,7 +27,11 @@ import { AgentResponse } from '@snakagent/core'; @WebSocketGateway({ cors: { - origin: ['http://localhost:4000', 'http://localhost:3001', 'http://localhost:3000'], + origin: [ + 'http://localhost:4000', + 'http://localhost:3001', + 'http://localhost:3000', + ], methods: ['GET', 'POST'], credentials: true, }, @@ -55,7 +59,6 @@ export class MyGateway { throw new WsException('Socket connection is invalid or disconnected'); } logger.info('handleUserRequest called'); - console.log('Received userRequest:', userRequest); const userId = ControllerHelpers.getUserIdFromSocket(client); let agent: BaseAgent | undefined; @@ -110,7 +113,6 @@ export class MyGateway { `Inserted message with ID: ${messageId.toLocaleString()}` ); } - console.log('Emitting chunk to client:', chunk.event); client.emit('onAgentRequest', chunk); } }, From 791ea7c6f196933c0aa852b58634bb82342576dd Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Thu, 30 Oct 2025 14:20:22 +0000 Subject: [PATCH 42/44] add await --- packages/agent/src/services/mcp/src/mcp.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/agent/src/services/mcp/src/mcp.ts b/packages/agent/src/services/mcp/src/mcp.ts index 3a615d1b..d119bafa 100644 --- a/packages/agent/src/services/mcp/src/mcp.ts +++ b/packages/agent/src/services/mcp/src/mcp.ts @@ -78,7 +78,7 @@ export class MCP_CONTROLLER { public initializeConnections = async () => { try { await this.client.initializeConnections(); - this.parseTools(); + await this.parseTools(); logger.info(`MCP connections initialized successfully`); } catch (error) { throw new Error(`Error initializing connections: ${error}`); From 57252119b65b518c93d3c0d5fa35f78048f41894 Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Thu, 30 Oct 2025 17:16:50 +0000 Subject: [PATCH 43/44] pretteir --- .../agents/operators/supervisor/tools/createAgentTool.ts | 1 - packages/core/src/common/server/dto/agent/config.dto.ts | 2 +- packages/core/src/services/agent-validation.service.ts | 5 ++++- packages/server/src/controllers/agents.controller.ts | 5 ++++- packages/server/src/controllers/gateway.controller.ts | 7 +++++-- packages/server/src/utils/error-handler.ts | 2 +- 6 files changed, 15 insertions(+), 7 deletions(-) diff --git a/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts b/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts index 39314297..7cd477e6 100644 --- a/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts +++ b/packages/agent/src/agents/operators/supervisor/tools/createAgentTool.ts @@ -99,7 +99,6 @@ export function createAgentTool( notes.push(nameNote); } - // Insert into database const createdAgent = await agents.insertAgentFromJson( userId, diff --git a/packages/core/src/common/server/dto/agent/config.dto.ts b/packages/core/src/common/server/dto/agent/config.dto.ts index e0a99084..521d054c 100644 --- a/packages/core/src/common/server/dto/agent/config.dto.ts +++ b/packages/core/src/common/server/dto/agent/config.dto.ts @@ -114,4 +114,4 @@ export class AgentAvatarResponseDTO { export type AgentResponse = | { status: 'success'; data: T } | { status: 'waiting_for_human_input'; data?: T } - | { status: 'failure'; error: string; data?: T }; \ No newline at end of file + | { status: 'failure'; error: string; data?: T }; diff --git a/packages/core/src/services/agent-validation.service.ts b/packages/core/src/services/agent-validation.service.ts index c36d8b70..d0340901 100644 --- a/packages/core/src/services/agent-validation.service.ts +++ b/packages/core/src/services/agent-validation.service.ts @@ -1,5 +1,8 @@ import { getGuardValue } from './guards.service.js'; -import { AgentConfig, ModelConfig } from '../common/agent/interfaces/agent.interface.js'; +import { + AgentConfig, + ModelConfig, +} from '../common/agent/interfaces/agent.interface.js'; import logger from '../logger/logger.js'; /** diff --git a/packages/server/src/controllers/agents.controller.ts b/packages/server/src/controllers/agents.controller.ts index cf5e9137..f4036aae 100644 --- a/packages/server/src/controllers/agents.controller.ts +++ b/packages/server/src/controllers/agents.controller.ts @@ -290,7 +290,10 @@ export class AgentsController { throw new ServerError('E01TA400'); } // Validate content is not empty - if (!userRequest.request.content || userRequest.request.content.trim().length === 0) { + if ( + !userRequest.request.content || + userRequest.request.content.trim().length === 0 + ) { throw new ServerError('E04TA120'); // Invalid request format } diff --git a/packages/server/src/controllers/gateway.controller.ts b/packages/server/src/controllers/gateway.controller.ts index 4aebe909..664e7573 100644 --- a/packages/server/src/controllers/gateway.controller.ts +++ b/packages/server/src/controllers/gateway.controller.ts @@ -62,13 +62,16 @@ export class MyGateway { agent_id: userRequest.request.agent_id, thread_id: userRequest.request.thread_id, content: userRequest.request.content, - content_length: userRequest.request.content?.length ?? 0 + content_length: userRequest.request.content?.length ?? 0, }); const userId = ControllerHelpers.getUserIdFromSocket(client); let agent: BaseAgent | undefined; // Validate content is not empty - if (!userRequest.request.content || userRequest.request.content.trim().length === 0) { + if ( + !userRequest.request.content || + userRequest.request.content.trim().length === 0 + ) { logger.warn('Request validation failed: empty content'); throw new ServerError('E04TA120'); // Invalid request format } diff --git a/packages/server/src/utils/error-handler.ts b/packages/server/src/utils/error-handler.ts index 13578cea..aa583a21 100644 --- a/packages/server/src/utils/error-handler.ts +++ b/packages/server/src/utils/error-handler.ts @@ -130,7 +130,7 @@ export class ErrorHandler { logger.error(`ServerError in ${context}:`, { errorCode: error.errorCode, message: error.message, - statusCode: error.statusCode + statusCode: error.statusCode, }); client.emit(eventName, error); return; From 9bef418f15050bf8a641e0d42727da50254d92df Mon Sep 17 00:00:00 2001 From: Etienne Duclos Date: Fri, 31 Oct 2025 13:57:12 +0000 Subject: [PATCH 44/44] fi thread_Id ambiheous --- packages/database/initdb/05a-memory.sql | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/packages/database/initdb/05a-memory.sql b/packages/database/initdb/05a-memory.sql index 6c25c4a9..55eed68e 100644 --- a/packages/database/initdb/05a-memory.sql +++ b/packages/database/initdb/05a-memory.sql @@ -199,8 +199,8 @@ BEGIN hm.updated_at FROM holistic_memories hm WHERE user_id = p_user_id - AND thread_id = p_thread_id - AND 1 - (embedding <=> p_embedding) >= p_similarity_threshold + AND hm.thread_id = p_thread_id + AND 1 - (hm.embedding <=> p_embedding) >= p_similarity_threshold ORDER BY embedding <=> p_embedding LIMIT p_limit LOOP