Project Analysis Skill

Purpose

Automatically analyze any project's codebase, specifications, and coding patterns to generate comprehensive documentation for the project_profile MCP. This enables AI assistants to understand:

• Coding Standards: Conventions, naming patterns, style guides
• Architecture: Design principles, structural patterns, module organization
• Development Practices: Workflows, testing approaches, deployment patterns

How to Use

Simply say one of:

• "analyze-project: 4" - Analyze project with database ID 4
• "analyze: 4"
• "project analysis: 4"

How it works:

1. Fetches project from Claude OS using the database ID
2. Registers all 4 MCPs with Claude Code (if not already registered)
3. Analyzes the project codebase
4. Generates 3 documentation files (saved locally)
5. Creates a concise project summary
6. Displays summary for you to save to Claude's native memory
7. MCPs are registered but NOT loaded (saves context tokens)

Example Workflow:

You: "analyze-project: 1"

→ Loads project from Claude OS (ID #1)
→ Registers 4 MCPs (myapp-project-profile, etc.)
→ Analyzes codebase
→ Generates 3 docs locally
→ Displays summary:

   PROJECT: MyApp (ID: 1)
   TYPE: Rails
   ... (save this to native memory)

→ MCPs ready to load on-demand when you need them

Then:

You (saving to memory): "Remember: [paste the summary above]"

When working on the project: "Load myapp-project-profile"
→ Loads that specific MCP into context only when needed

What Happens

When you invoke this skill:

1. Scan the project for source files, specs, and documentation
2. Analyze code patterns - naming conventions, structure, style
3. Review documentation - README, spec files, guides
4. Generate 3 documents:
   • CODING_STANDARDS.md - Style, conventions, patterns
   • ARCHITECTURE.md - Design, structure, principles
   • DEVELOPMENT_PRACTICES.md - Workflows, testing, deployment
5. Save locally to .claude-os/project-profile/ for reference
6. Ingest to MCP (if project_id provided) - Adds docs to the project_profile knowledge base in Claude OS

Document Structure

CODING_STANDARDS.md

• Naming conventions (variables, functions, classes)
• Code style and formatting
• File organization
• Import/require patterns
• Comment and documentation style
• Linting/formatting rules

ARCHITECTURE.md

• High-level design patterns
• Module organization
• Data flow and dependencies
• Database schema (if applicable)
• Key architectural decisions
• Technology stack

DEVELOPMENT_PRACTICES.md

• Development workflow
• Testing strategy and patterns
• Git workflow (branching, commits)
• Code review process
• Deployment and release process
• Build and deployment pipelines
• Common debugging approaches

Examples

Example 1: Analyze a Rails Project

You: "analyze-project: /Users/me/Projects/my-rails-app"

→ I scan Rails structure (app/, config/, spec/, etc.)
→ Analyze Models, Controllers, Services, Views
→ Review gems and dependencies
→ Generate 3 docs with Rails-specific patterns
→ Save to mcp/kb/my-rails-app-project-profile/
→ Confirm: "✓ Project analysis complete. 3 docs saved to project_profile KB"

Example 2: Analyze Specific Aspects

You: "analyze-project: /Users/me/Projects/api-service architecture"

→ Focus on architecture analysis
→ Generate ARCHITECTURE.md
→ Skip coding standards and practices (or generate minimal versions)

Example 3: Re-analyze Project

You: "analyze-project: /Users/me/Projects/my-project"

→ Existing docs are replaced with fresh analysis
→ Useful after major refactoring or architecture changes

Key Benefits

✅ Consistency - Apply same analysis to any project ✅ Speed - Generate docs in seconds instead of hours ✅ Comprehensive - Captures coding style, architecture, and practices ✅ Automatic Integration - Syncs directly to project_profile MCP ✅ Reusable - Same skill works for Rails, Python, Node, Go, etc. ✅ AI-Friendly - Docs enable Claude to write better code for your project

Technical Details

Output Location: mcp/kb/{project-name}-project-profile/ Document Names:

• CODING_STANDARDS.md
• ARCHITECTURE.md
• DEVELOPMENT_PRACTICES.md

Integration: Automatically available in Claude OS's project_profile MCP Storage: SQLite via project_profile knowledge base Sync: Uses Claude OS file watcher for auto-updates

Supported Project Types

• Rails - Ruby on Rails applications
• Python - Django, FastAPI, Flask projects
• Node.js - Express, NestJS, Next.js applications
• Java - Spring Boot, Maven/Gradle projects
• Go - Standard Go project structure
• React - React applications
• Generic - Any project with source code and documentation

Pro Tip: Run this skill immediately after creating a new project in Agent OS. The generated docs become the foundation for AI-assisted development, ensuring all code generation aligns with your project's patterns and practices.