diff --git a/.claude/skills/recce-docs-guide.md b/.claude/skills/recce-docs-guide.md
new file mode 100644
index 00000000..7a55d97f
--- /dev/null
+++ b/.claude/skills/recce-docs-guide.md
@@ -0,0 +1,188 @@
+---
+name: recce-docs-guide
+description: >
+ Use when writing, editing, or reviewing any documentation in this repo.
+ Triggers on any work touching files under docs/, mkdocs.yml, or claude/.
+ Handles MkDocs conventions, page structure, and formatting standards.
+ Delegates voice, terminology, QA, and AISEO to the recce-team plugin.
+---
+
+# Recce Docs Guide
+
+## Pre-flight: plugin check
+
+Before any work, verify the `recce-team` plugin is available by checking if the `recce-team:writing-content` skill exists.
+
+If the plugin is NOT installed, stop and show:
+
+> The `recce-team` plugin is required for writing principles, terminology, QA, and AISEO reviews.
+>
+> Install it:
+> ```
+> claude plugin add https://github.com/DataRecce/recce-team
+> ```
+>
+> Then retry your request.
+
+Do not proceed without the plugin.
+
+## Scope detection
+
+Assess the scope of the documentation work to choose the right workflow:
+
+**Lightweight path** — use when:
+- Editing 1-2 existing pages
+- No new pages created
+- No navigation changes in `mkdocs.yml`
+
+**Full path** — use when:
+- Creating new pages
+- Changing `mkdocs.yml` navigation
+- Touching 3+ pages
+- Restructuring or consolidating content
+
+The user can override: request full workflow on a small edit, or lightweight on a large one.
+
+## Lightweight path
+
+1. Read local docs-specific context:
+ - `claude/writing-principles.md` — ICP definitions, audience strategy, tone variants
+ - `claude/terminology.md` — confusion risks, conflicting usage, clarification patterns
+2. Invoke `recce-team:writing-content` for voice and formatting checks
+3. Apply the MkDocs conventions below
+4. Done — no QA/AISEO required
+
+## Full path
+
+1. Read local docs-specific context:
+ - `claude/writing-principles.md` — ICP definitions, audience strategy, tone variants
+ - `claude/terminology.md` — confusion risks, conflicting usage, clarification patterns
+ - `claude/KNOWLEDGE_BASE.md` — site map / section index
+2. Delegate to `recce-team:writing-content` which handles:
+ - Planning (action types, doc types, source materials)
+ - Structure approval
+ - Drafting content under `docs/` in the appropriate section
+ - QA review (`/recce-team:qa`)
+ - AISEO review (`/recce-team:aiseo-review`)
+3. Apply MkDocs conventions below on top of the drafted content
+4. Handle nav updates and redirects in `mkdocs.yml`
+
+## MkDocs conventions
+
+### Page structure template
+
+Every documentation page should follow this structure:
+
+```markdown
+---
+title: [Descriptive Title]
+---
+
+# [H1 Title - Title Case, matches page title]
+
+[Brief introduction — what this page covers and why it matters]
+
+## [Value-first conceptual overview]
+[Explain the concept, especially why and what value it provides, before implementation]
+
+## [Step-by-step guide]
+[Numbered steps with code examples or screenshots]
+
+## [Common scenarios/use cases]
+[Real-world applications and variations]
+
+## [Troubleshooting] (if applicable)
+[Common issues and solutions]
+
+## [What's next]
+[Links to related topics and logical next steps]
+```
+
+### Heading capitalization
+
+- **Page title (H1):** Title Case — capitalize every word
+- **H2 and below:** Sentence case — only capitalize the first word
+
+### Image format
+
+Use the standardized figure format with shadow styling. The image path is relative to the current page location:
+
+For pages in subdirectories (e.g., `docs/setup-guides/connect-git.md`):
+
+```markdown
+
+ {: .shadow}
+ Description of what the image shows
+
+```
+
+For top-level pages (e.g., `docs/index.md`):
+
+```markdown
+
+ {: .shadow}
+ Description of what the image shows
+
+```
+
+- Use consistent naming: `section-feature-description.png`
+- Include meaningful alt text
+- Keep screenshots current
+
+### Admonitions
+
+Use MkDocs Material admonition syntax:
+
+```markdown
+!!! tip
+ Use for helpful suggestions and best practices
+
+!!! note
+ Use for important information and context
+
+!!! warning
+ Use for potential issues or important caveats
+
+!!! info
+ Use for additional context or background information
+```
+
+### Code blocks
+
+- Use `shell` for commands
+- Show expected output when helpful
+- Use `diff` for configuration changes
+
+```shell
+pip install recce
+recce server
+```
+
+```diff
+ existing_line
+- removed_line
++ added_line
+```
+
+### Bold usage
+
+Use bold sparingly. Too many highlights lose focus and make content harder to read.
+
+### Navigation updates
+
+When adding or moving pages:
+1. Update `mkdocs.yml` nav section
+2. Add redirects under `plugins > redirects > redirect_maps` for moved/deleted pages:
+
+```yaml
+plugins:
+ - redirects:
+ redirect_maps:
+ 'old-path/file.md': 'new-path/file.md'
+```
+
+### File and path conventions
+
+- Use `./` for relative paths: `./models/staging/stg_payments.sql`
+- Highlight important files with code formatting: `profiles.yml`, `dbt_project.yml`
+- Use consistent file extensions: `.sql`, `.yml`, `.md`
diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md
new file mode 100644
index 00000000..23db771c
--- /dev/null
+++ b/.github/copilot-instructions.md
@@ -0,0 +1,64 @@
+This is a documentation repository for Recce, a Data Review Agent for dbt data validation. All content follows strict writing and terminology standards.
+
+## Writing rules for PR review
+
+When reviewing pull requests that modify files under `docs/`, `mkdocs.yml`, or `claude/`, apply these rules:
+
+### Terminology
+
+- Use "Recce" (capitalized), never "recce"
+- Use "dbt" (lowercase), never "DBT"
+- Use "data validation" not "data testing"
+- Use "release changes" not "deploy changes"
+- Use "development stage" not "environment" when referring to dev/prod
+- Use "warehouse connection" not "database connection"
+- Use "run dbt" not "execute dbt" or "build models"
+- Use "data changes" not "code changes" when referring to what users validate
+- Use "validation checks" not "unit tests"
+- Use "change review" not "code review"
+- Feature names are capitalized: Row Count Diff, Schema Diff, Profile Diff, Value Diff, Top-K Diff, Histogram Diff, Lineage Diff, Column-Level Lineage (CLL)
+- Generic concepts are lowercase: "data diffing", "impact analysis"
+- Use "PR" not "Pull Request" (unless specifically about GitLab)
+- Spell out acronyms on first use: "Column-Level Lineage (CLL)"
+
+### Voice
+
+- Omit needless words: cut filler phrases ("the fact that", "in order to")
+- Use active voice: "Recce validates" not "validation is performed by Recce"
+- Be specific: use concrete numbers, exact tool names
+- Confident tone: "Here's how to set up validation" not "You might want to try this approach"
+- No false humility ("just", "only", "merely") or overselling ("amazing", "incredible")
+- Aim for sentences under 20 words
+
+### MkDocs formatting
+
+- Page title (H1): Title Case
+- H2 and below: Sentence case (only capitalize first word)
+- Images must use the figure format with shadow styling. Path is relative to the page location (`../assets/images/` for subdirectory pages, `assets/images/` for top-level pages):
+ ```
+
+ {: .shadow}
+ Description
+
+ ```
+- Use MkDocs Material admonitions: `!!! tip`, `!!! note`, `!!! warning`, `!!! info`
+- Use `shell` for command code blocks
+- Use `diff` for showing configuration changes
+- Use bold sparingly: too many highlights lose focus
+- Add line breaks between sentences and lists for proper rendering
+
+### Content strategy
+
+- Cloud-first: present Recce Cloud as primary, OSS as alternative
+- Lead with value: explain why before how
+- Single source of truth: state details once, reference elsewhere
+- When moving or deleting pages, verify redirects are added in `mkdocs.yml`
+
+### Common review flags
+
+- "environment" used where "development stage" or "dbt target" would be clearer for data teams
+- "deploy" used where "release" would be more appropriate for data workflows
+- "testing" used where "validation" is the preferred Recce term
+- Heading capitalization inconsistency (Title Case vs sentence case)
+- Missing alt text on images
+- Duplicated information that should be stated once and referenced
diff --git a/.gitignore b/.gitignore
index 5b865f47..8f047fab 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,8 @@ site/
node_modules/
.cache/
.nvmrc
+.claude/superpowers/
+.claude/settings.local.json
# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
diff --git a/CLAUDE.md b/CLAUDE.md
index bf2b80e4..c721071b 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -27,12 +27,17 @@ mkdocs build # Build static site to /site
| Path | Purpose |
|------|---------|
-| `docs/` | Markdown source files (numbered sections) |
+| `docs/` | Markdown source files |
| `mkdocs.yml` | Site config and nav structure |
-| `claude/` | Writing principles and terminology guides |
+| `claude/` | Docs-specific writing principles, terminology, and site map |
+| `.claude/skills/` | Local Claude Code skills (docs guide) |
| `docs/assets/images/` | Screenshots and diagrams |
| `site/` | Built output (git-ignored) |
-## Knowledge Base
+## Plugin Dependency
-→ `claude/KNOWLEDGE_BASE.md`
+Voice, formatting, QA, and AISEO reviews are provided by the `recce-team` plugin. Install it:
+
+```
+claude plugin add https://github.com/DataRecce/recce-team
+```
diff --git a/docs/setup-guides/claude-plugin.md b/docs/setup-guides/claude-plugin.md
index a6538331..9b24835b 100644
--- a/docs/setup-guides/claude-plugin.md
+++ b/docs/setup-guides/claude-plugin.md
@@ -86,7 +86,7 @@ This walks you through:
When setup completes, you'll see confirmation that the MCP server is running and connected.
-Once connected, Claude has access to the full set of Recce validation tools, including Lineage Diff, Column-Level Lineage, row-level Value Diff, Top-K Diff, Histogram Diff, and more. Try asking questions about your data changes:
+Once connected, Claude has access to all Recce validation tools: Lineage Diff, Column-Level Lineage, Value Diff, Top-K Diff, Histogram Diff, and more. Try asking about your data changes:
```
You: What schema changes happened in my current branch?
@@ -203,7 +203,7 @@ Recce works with any dbt adapter, including Snowflake, BigQuery, Redshift, Datab
Yes. The plugin works with the open source version for local validation. [Cloud](https://cloud.reccehq.com/) adds automated PR review, team collaboration, and persistent validation history.
-## Next Steps
+## Next steps
- [Recce MCP Server](mcp-server.md): full tool reference, agent workflow guide, and configuration for Cursor, Windsurf, and other AI agents
- [Column-Level Lineage](../what-you-can-explore/column-level-lineage.md): understand how column changes propagate through your models
diff --git a/docs/setup-guides/mcp-server.md b/docs/setup-guides/mcp-server.md
index eed936de..b44baa9e 100644
--- a/docs/setup-guides/mcp-server.md
+++ b/docs/setup-guides/mcp-server.md
@@ -60,7 +60,7 @@ dbt docs generate --target-path target-base
This creates `target-base/manifest.json` and `target-base/catalog.json`. The MCP server compares these two artifact sets to produce diffs.
!!! note
- If `target-base/` is missing, the MCP server starts in **single-environment mode** — all tools remain available, but diff results show no changes because both sides reference the same data. Generate base artifacts to enable real comparisons.
+ If `target-base/` is missing, the MCP server starts in **single-source mode** — all tools remain available, but diff results show no changes because both sides reference the same data. Generate base artifacts to enable real comparisons.
## Installation
@@ -197,7 +197,7 @@ Choose the tab for your AI agent. **stdio** is simpler (no separate process to m
## Available tools
-The MCP server exposes these tools to your AI agent. Tools are grouped by availability — some work in all modes, while diff tools require a running server with warehouse access.
+The MCP server exposes these tools to your AI agent. Tools are grouped by function: metadata tools work with dbt artifacts only, while diff tools require a warehouse connection.
### Metadata and lineage tools
@@ -239,9 +239,6 @@ These tools manage validation checks stored in the running Recce server instance
Checks can also be configured as preset checks in `recce.yml`. See [Preset checks](../collaboration/preset-checks.md) for details.
-!!! note
- If base artifacts (`target-base/`) are not present, the server starts in **single-environment mode** — all tools remain available, but diff results show no changes. Generate base artifacts to enable real comparisons.
-
## How agents use these tools
The metadata and diff tools work together in a structured validation workflow. A well-configured AI agent follows this pattern:
@@ -341,7 +338,7 @@ No. The MCP server is part of Recce OSS and free to use. [Recce Cloud](https://c
[MCP (Model Context Protocol)](https://modelcontextprotocol.io) is an open standard that allows AI agents to call external tools. Recce implements an MCP server so AI agents can run data diffs against your warehouse on demand.
-## Next Steps
+## Next steps
- [Recce Claude Plugin](claude-plugin.md): guided setup for Claude Code users with interactive commands
- [Column-Level Lineage](../what-you-can-explore/column-level-lineage.md): trace how column changes propagate through your model graph