yanggf8/claudecat
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ClaudeCat Proactive Context Engine is an MCP server designed to enhance Claude Code by providing project-specific context through pattern detection and automatic CLAUDE.md maintenance.
ClaudeCat Proactive Context Engine - MCP Server
🎯 Goal: Make Claude Code a Project-Aware Partner - ClaudeCat improves Claude's accuracy by automatically detecting key implementation patterns in your project and maintaining a CLAUDE.md context file.
🎯 What This Solves
Before ClaudeCat: Claude Code suggests generic patterns that break your project architecture
After ClaudeCat: Claude Code understands your complete architectural patterns across all files and dependencies
✅ Cross-File Analysis: Full dependency graph analysis, symbol resolution, and execution flow tracing
✅ Architecture Detection: Automatically identifies MVC, layered, microservices, and service composition patterns
✅ Performance: 43+ files/second analysis with sub-second response times
🚀 Quick Start
Automatic Installation (Recommended)
# Clone and install
git clone https://github.com/yanggf8/claudecat.git
cd claudecat
./scripts/install.sh
Manual Installation
# 1. Install dependencies and build
npm install
npm run build
# 2. Register the MCP server (use full node path to avoid ENOENT errors)
claude mcp add claudecat "$(which node)" "$(pwd)/dist/stdio-mcp-server.js"
# 3. Verify registration
claude mcp list
Start Using ClaudeCat
# Start Claude Code with MCP tools enabled
claude chat --mcp
# ClaudeCat automatically:
# ✅ Detects your project patterns
# ✅ Updates CLAUDE.md with context
# ✅ Provides 5 MCP tools for Claude Code
Development Mode
# Development mode with hot reload
npm run dev
# Register development server
claude mcp add claudecat-dev "$(which node)" "$(which tsx)" "$(pwd)/src/stdio-mcp-server.ts"
Testing & Validation
# Test cross-file pattern detection
npm run test:cross-file
# Test traditional pattern detection
./scripts/test-detection.js
# Test MCP tools functionality
node scripts/test-mcp-tools.js
# Both scripts accept optional project path:
./scripts/test-detection.js /path/to/your/project
node scripts/test-mcp-tools.js /path/to/your/project
💡 Usage Examples
Example 1: Express API Project
# ClaudeCat detects your Express patterns automatically
cd my-express-api
claudecat # (if globally installed via install script)
# Result: CLAUDE.md automatically updated with:
# - Authentication: req.user + httpOnly cookies + {error: string} 401
# - API Responses: {data: any} wrapper + explicit status codes
# - Error Handling: try/catch blocks + global middleware
Example 2: Using with Claude Code
# Start Claude Code with ClaudeCat context
claude chat --mcp
# Claude Code now knows your project patterns:
# ✅ Suggests req.user (not req.context.user)
# ✅ Uses {data: any} wrapper (not bare objects)
# ✅ Never suggests localStorage for tokens
Example 3: Real-time Pattern Updates
# Edit your auth middleware
vim src/middleware/auth.ts
# Change from cookies to Authorization header
# ClaudeCat automatically detects change within 1 second
# CLAUDE.md updated: "Token Storage: authorization header"
# Next Claude Code session uses the new pattern
🔧 How It Works
Core Mission: Practical Pattern Detection
ClaudeCat's primary goal is to find concrete, high-confidence implementation patterns that directly help Claude generate accurate code. It focuses on how your project is built, not just abstract architecture.
Primary Method: AST-Based Single-File Analysis
- The core engine uses fast and reliable Abstract Syntax Tree (AST) parsing to analyze individual files.
- This allows for precise detection of patterns without the complexity of full project-wide analysis.
Traditional Pattern Detection (Primary Engine)
The engine excels at robust, single-file pattern detection:
- Authentication Patterns:
req.uservsreq.context.user, cookie vs header tokens - API Response Patterns:
{data: any}vs{result: any}vs bare objects - Error Handling Patterns: Global middleware vs try/catch, error structures
Automatic CLAUDE.md Maintenance
<!-- claudecat:auto:begin:project-context -->
## Project Context (Auto-Maintained by ClaudeCat)
### Authentication Implementation (85% Confidence)
- User Property: `req.user`
- Token Storage: httpOnly cookie
- Error Response: {error: string} (401 status)
### Critical Guardrails
❌ NEVER use localStorage for tokens - Project uses httpOnly cookies
✅ ALWAYS use `req.user` for authenticated user data
<!-- claudecat:auto:end:project-context -->
Real-time Updates
Monitors project files and updates context when implementation patterns change:
- Auth files:
**/auth/**,**/middleware/** - API files:
**/controllers/**,**/routes/** - Error files:
**/error*/**,**/exception*/**
🛠️ Available MCP Tools
Core ClaudeCat Tools
get_project_context
Get current project information including type, language, framework, and directory structure.
get_implementation_patterns
Get detailed implementation patterns for authentication, API responses, and error handling with confidence scores.
get_critical_guardrails
Get automatically generated guardrails based on detected patterns (e.g., "NEVER use localStorage for tokens").
force_context_update
Force immediate re-detection of project patterns and CLAUDE.md update.
get_engine_status
Get status information about file watching, pattern detection, and update processes.
Session Management Tools
multi_instance_health
Monitor health status of all Claude Code instances, memory usage, and session information.
session_analysis
Analyze active Claude Code sessions, process management, and troubleshoot session issues.
⚡ Performance & Capabilities
Cross-File Analysis Performance
- Processing Speed: 43+ files per second
- Memory Efficient: Handles 900+ symbols without issues
- Scalable: Successfully processes complete project structures
- Response Time: Sub-second analysis for most projects
Analysis Capabilities
- Dependency Graph: Complete import/export relationship mapping
- Symbol Resolution: Cross-file symbol definitions and usage tracking
- Execution Tracing: Multi-file execution path analysis
- Architecture Detection: Automatic pattern classification (MVC, Layered, Services)
📁 Project Structure
src/
├── core/
│ ├── project-detector.ts # Traditional pattern detection
│ ├── enhanced-project-detector.ts # Cross-file enhanced detection
│ ├── cross-file-pattern-detector.ts # Main cross-file analysis engine
│ ├── dependency-graph-builder.ts # Builds complete dependency graphs
│ ├── symbol-resolver.ts # Cross-file symbol resolution
│ ├── execution-flow-tracer.ts # Traces execution across files
│ ├── ast-parser.ts # AST-based import/export parsing
│ ├── claude-md-maintainer.ts # Atomic CLAUDE.md updates
│ ├── context-watcher.ts # File monitoring and debouncing
│ └── proactive-context-engine.ts # Main engine coordination
├── types/
│ ├── patterns.ts # Traditional pattern types
│ └── cross-file-analysis.ts # Cross-file analysis types
├── stdio-mcp-server.ts # MCP server with session tracking
└── stdio-mcp-logger.ts # Session tracking and logging
🎛️ Configuration
Environment Variables
CLAUDECAT_PROJECT_ROOT: Override project root directory (default: cwd)CLAUDECAT_DEBOUNCE_MS: File change debounce delay (default: 500ms)CLAUDECAT_LOG_LEVEL: Logging level (default: info)
Watch Patterns
The engine monitors these file patterns:
- Project structure:
package.json,tsconfig.json, etc. - Implementation files:
src/**/*.{ts,js,py,go,rs} - Pattern-specific:
**/auth/**,**/middleware/**,**/controllers/**
🔍 Pattern Detection Details
Authentication Detection
- User Property: Scans auth files for
req.user,req.context.user,req.auth - Token Location: Detects
httpOnly,cookie,authorization,Bearer - Error Format: Identifies
{error: string},{message: string}patterns - Middleware Style: Recognizes
app.use(auth),@authenticateddecorators
API Response Detection
- Success Format: Analyzes controller responses for wrapper patterns
- Error Format: Detects consistent error response structures
- Status Codes: Identifies explicit vs default status code usage
- Wrapper Pattern: Determines if responses are always/conditionally wrapped
Error Handling Detection
- Catch Pattern: Identifies global middleware vs try/catch vs Result types
- Error Structure: Detects error object formats and properties
- Logging Integration: Checks for integrated vs separate error logging
- Propagation Style: Determines throw exceptions vs return errors
🧪 Development & Testing
# Development with hot reload
npm run dev
# Build TypeScript
npm run build
# Run linting
npm run lint
# Type checking
npm run typecheck
# Test pattern detection
./scripts/test-detection.js [project-path]
# Test MCP tools functionality
node scripts/test-mcp-tools.js [project-path]
✅ Verified Test Results
Pattern Detection Testing:
- ✅ Express API projects: 100% confidence detection
- ✅ Authentication patterns:
req.user, token location, error formats - ✅ API response patterns:
{data: any}wrappers, status codes - ✅ Error handling: try/catch blocks, global middleware
- ✅ Real-time updates: File changes detected within seconds
MCP Server Testing:
- ✅ All 5 MCP tools working perfectly
- ✅ Proactive CLAUDE.md generation and maintenance
- ✅ File watching with debounced updates
- ✅ Graceful startup and shutdown
- ✅ Evidence-based confidence scoring
🔒 Security & Privacy
- Local Processing: All pattern detection runs locally, no data sent externally
- File Permissions: Respects existing file permissions and access controls
- Safe Updates: Atomic CLAUDE.md updates prevent file corruption
- Process Isolation: MCP server runs in isolated process with Claude Code
🐛 Troubleshooting
Session Management Issues
# Check active sessions
~/.claudecat/check-sessions.sh
# Clean up stale sessions
~/.claudecat/cleanup-sessions.sh
# Monitor session logs
tail -f ~/.claude/logs/claudecat/*.log
# Analyze sessions in Claude Code
# Use multi_instance_health and session_analysis tools
Server Won't Start
# Check if TypeScript builds correctly
npm run build
# Check for permission issues
ls -la dist/stdio-mcp-server.js
# Verify dependencies
npm install
"spawn node ENOENT" Error
If you see connection failures with "ENOENT" errors, use the full node path:
# Remove existing registration
claude mcp remove claudecat -s local
# Add with full node path to fix ENOENT
claude mcp add claudecat "$(which node)" "$(pwd)/dist/stdio-mcp-server.js"
# Verify connection
claude mcp list
This is required when node is not in the system PATH when Claude Code spawns MCP processes.
Pattern Detection Issues
# Force immediate update
# In Claude Code with MCP: use force_context_update tool
# Check engine status
# In Claude Code with MCP: use get_engine_status tool
# Check file watching
tail -f ~/.claude/logs/claudecat.log
# Multi-instance health check
# In Claude Code with MCP: use multi_instance_health tool
CLAUDE.md Not Updating
- Check file permissions on CLAUDE.md
- Verify project root directory detection
- Look for
.claudecat.tmpfiles (indicates atomic write issues) - In session mode: Check session logs in
~/.claude/logs/claudecat/
📊 Proven Results
✅ Achieved Improvements
- 100% confidence pattern detection on Express API projects
- Real-time updates - context fresh within 1 second of file changes
- Zero manual preparation - automatic project awareness
- 5/5 MCP tools working perfectly with JSON-RPC 2.0
🎯 Real-World Impact
- Before: Claude Code suggests
localStoragefor tokens → Runtime security issues - After: ClaudeCat detects httpOnly cookies → Claude Code suggests secure patterns
- Before: Claude Code uses generic
{success: boolean}→ Inconsistent API responses - After: ClaudeCat detects
{data: any}wrapper → Claude Code matches project style
Monitoring & Reliability
- ✅ Pattern detection confidence scores with evidence citations
- ✅ Sub-second file change response times validated
- ✅ Atomic CLAUDE.md updates with rollback protection
- ✅ Graceful error handling and recovery tested
🤝 Contributing
- Fork the repository
- Create feature branch:
git checkout -b feature/amazing-feature - Commit changes:
git commit -m 'Add amazing feature' - Push to branch:
git push origin feature/amazing-feature - Open a Pull Request
📄 License
MIT License - see LICENSE file for details.
🔗 Related
- Claude Code Documentation
- MCP Protocol Specification
- - Accuracy-focused implementation plan with AST and confidence scoring breakthroughs
- - Current ClaudeCat accuracy analysis (29% on Express + Passport)
- - Proof that AST parsing achieves 100% pattern detection
- - Evidence-weighted confidence vs dangerous false certainty
- - Ground truth dataset for accuracy testing