diff --git a/.gitignore b/.gitignore
index 890f107..996a952 100644
--- a/.gitignore
+++ b/.gitignore
@@ -84,3 +84,6 @@ Thumbs.db
 
 # MkDocs documentation
 site/
+
+# Claude Code symlink (should not be committed)
+.claude
diff --git a/AI_IMPROVEMENT_TASKS.md b/AI_IMPROVEMENT_TASKS.md
new file mode 100644
index 0000000..68b2ae1
--- /dev/null
+++ b/AI_IMPROVEMENT_TASKS.md
@@ -0,0 +1,165 @@
+# Plan-Lint AI-Assisted Improvement Tasks
+
+Based on code review analysis, here are specific tasks that would benefit from AI agent assistance:
+
+## 🚀 High Priority Improvements
+
+### 1. Enhanced Error Detection and Reporting
+**Task**: Implement more sophisticated error detection patterns
+- **Location**: `src/plan_lint/core.py:46-108`
+- **Issue**: Current bounds checking could be enhanced with nested parameter support
+- **AI Task**: Implement recursive bounds checking for nested JSON structures and arrays
+- **Benefit**: Better validation of complex plan structures
+
+### 2. Cycle Detection Algorithm Optimization
+**Task**: Replace naive cycle detection with proper graph-based algorithm
+- **Location**: `src/plan_lint/core.py:151-181`
+- **Issue**: Current implementation is naive and may miss complex dependency cycles
+- **AI Task**: Implement Tarjan's algorithm for strongly connected components
+- **Benefit**: More robust cycle detection, better performance on large plans
+
+### 3. Risk Score Calculation Enhancement
+**Task**: Implement ML-based dynamic risk scoring
+- **Location**: `src/plan_lint/core.py:183-210`
+- **Issue**: Current risk calculation is simplistic with fixed weights
+- **AI Task**: Create adaptive risk scoring based on historical data patterns
+- **Benefit**: More accurate risk assessment tailored to specific environments
+
+## 🔧 Code Quality Improvements
+
+### 4. Type Safety Enhancements
+**Task**: Add comprehensive type hints and runtime validation
+- **Locations**: Multiple files missing complete type annotations
+- **AI Task**: Add missing type hints, implement runtime type checking with beartype
+- **Benefit**: Better IDE support, catch type errors early
+
+### 5. Test Coverage Expansion
+**Task**: Increase test coverage to 90%+
+- **Current**: Tests exist but coverage appears incomplete
+- **AI Task**: Generate comprehensive test cases for edge cases and error paths
+- **Focus Areas**:
+  - `src/plan_lint/opa.py` - OPA integration edge cases
+  - `src/plan_lint/loader.py` - File loading error scenarios
+  - Rule modules - Various validation scenarios
+
+### 6. Performance Profiling and Optimization
+**Task**: Profile and optimize validation performance
+- **Location**: Core validation loops in `validate_plan_builtin`
+- **AI Task**: 
+  - Add performance benchmarks
+  - Implement parallel validation for independent checks
+  - Add caching for repeated validations
+- **Benefit**: Better performance for large-scale deployments
+
+## 📚 Documentation and API Improvements
+
+### 7. API Documentation Generation
+**Task**: Generate comprehensive API documentation
+- **Current**: Docstrings exist but could be more detailed
+- **AI Task**: 
+  - Enhance docstrings with examples
+  - Generate API reference documentation
+  - Create interactive API examples
+- **Benefit**: Better developer experience
+
+### 8. Rule Development Guide
+**Task**: Create comprehensive rule development framework
+- **Location**: `src/plan_lint/rules/`
+- **AI Task**:
+  - Document rule development best practices
+  - Create rule testing framework
+  - Generate rule templates for common patterns
+- **Benefit**: Easier extension by users
+
+## 🏗️ Architecture Enhancements
+
+### 9. Plugin Architecture Implementation
+**Task**: Create proper plugin system for rules
+- **Current**: Rules are loaded via simple import
+- **AI Task**:
+  - Design plugin interface
+  - Implement plugin discovery and loading
+  - Add plugin configuration system
+- **Benefit**: Better extensibility, third-party rule support
+
+### 10. Async Validation Support
+**Task**: Add asynchronous validation capabilities
+- **Location**: Core validation functions
+- **AI Task**:
+  - Refactor validation to support async/await
+  - Implement concurrent validation
+  - Add streaming validation for large plans
+- **Benefit**: Better performance for web services
+
+## 🔐 Security Enhancements
+
+### 11. Security Rule Library
+**Task**: Expand security-focused validation rules
+- **Current**: Basic SQL write and secret detection
+- **AI Task**:
+  - Implement OWASP-based security rules
+  - Add command injection detection
+  - Create path traversal detection
+  - Implement rate limiting detection
+- **Benefit**: More comprehensive security coverage
+
+### 12. Sensitive Data Detection Enhancement
+**Task**: Improve secret/PII detection using ML
+- **Location**: `src/plan_lint/core.py:112-149`
+- **Current**: Simple regex matching
+- **AI Task**:
+  - Implement ML-based sensitive data detection
+  - Add support for custom sensitive data patterns
+  - Create false positive reduction mechanisms
+- **Benefit**: Better security with fewer false positives
+
+## 🎯 Integration Features
+
+### 13. GitHub Actions Integration
+**Task**: Create native GitHub Actions support
+- **AI Task**:
+  - Create GitHub Action wrapper
+  - Implement PR comment integration
+  - Add SARIF output format
+- **Benefit**: Seamless CI/CD integration
+
+### 14. VS Code Extension
+**Task**: Develop VS Code extension for real-time validation
+- **AI Task**:
+  - Create language server protocol implementation
+  - Add real-time validation
+  - Implement quick fixes for common issues
+- **Benefit**: Better developer experience
+
+## 📊 Monitoring and Analytics
+
+### 15. Telemetry and Metrics
+**Task**: Add opt-in telemetry for usage analytics
+- **AI Task**:
+  - Implement privacy-preserving telemetry
+  - Create metrics dashboard
+  - Add performance monitoring
+- **Benefit**: Data-driven improvements
+
+## Recommended Implementation Order
+
+1. **Phase 1 (Immediate)**: Tasks 1, 2, 5, 11
+   - Core functionality improvements
+   - Security enhancements
+   - Test coverage
+
+2. **Phase 2 (Short-term)**: Tasks 3, 6, 9, 12
+   - Performance optimization
+   - Architecture improvements
+   - Advanced security features
+
+3. **Phase 3 (Medium-term)**: Tasks 4, 7, 8, 13, 14
+   - Developer experience
+   - Integration features
+   - Documentation
+
+4. **Phase 4 (Long-term)**: Tasks 10, 15
+   - Advanced features
+   - Analytics
+
+Each task is designed to be self-contained and suitable for AI agent implementation with clear boundaries and testable outcomes.
\ No newline at end of file
diff --git a/CODE_REVIEW_TODO.md b/CODE_REVIEW_TODO.md
new file mode 100644
index 0000000..6484f06
--- /dev/null
+++ b/CODE_REVIEW_TODO.md
@@ -0,0 +1,98 @@
+# Code Review TODO List for Plan-Lint
+
+## Summary
+Plan-lint is a well-structured security-focused linter for LLM agent plans. The codebase is clean, follows good Python practices, and has a solid foundation. However, there are several areas where AI assistance could significantly improve the project.
+
+## Critical Improvements Needed
+
+### 🔴 High Priority (Security & Correctness)
+
+1. **Fix Naive Cycle Detection** (`core.py:151-181`)
+   - Current implementation won't catch all dependency cycles
+   - Implement proper graph traversal algorithm
+   - Add comprehensive tests for complex cycle scenarios
+
+2. **Enhance Bounds Checking** (`core.py:46-108`)
+   - Add support for nested parameter validation
+   - Handle array bounds and complex data structures
+   - Improve error messages with actual vs expected values
+
+3. **Improve Secret Detection** (`core.py:112-149`)
+   - Current regex approach has high false positive rate
+   - Add entropy-based detection
+   - Support custom sensitive data patterns
+   - Implement allowlist for known safe patterns
+
+### 🟡 Medium Priority (Performance & Usability)
+
+4. **Optimize Validation Performance**
+   - Add benchmarking suite
+   - Implement parallel validation for independent checks
+   - Cache compiled regex patterns
+   - Profile and optimize hot paths
+
+5. **Expand Test Coverage**
+   - Current tests are basic, need edge case coverage
+   - Add property-based testing with hypothesis
+   - Test error paths and exception handling
+   - Add integration tests for CLI
+
+6. **Improve Rule System**
+   - Current rule loading is basic file import
+   - Need proper plugin architecture
+   - Add rule configuration and parameters
+   - Create rule testing framework
+
+### 🟢 Low Priority (Nice to Have)
+
+7. **Enhanced Documentation**
+   - API documentation needs examples
+   - Create rule development guide
+   - Add architecture documentation
+   - Include performance tuning guide
+
+8. **Better Error Reporting**
+   - Add error context and suggestions
+   - Implement error grouping
+   - Create machine-readable error format
+   - Add fix suggestions
+
+9. **Integration Features**
+   - GitHub Actions native support
+   - VS Code extension
+   - Web API service
+   - Framework integrations
+
+## Technical Debt
+
+1. **Type Annotations**: Several functions missing return type hints
+2. **Error Handling**: Some try/except blocks too broad
+3. **Code Duplication**: Similar validation logic repeated across rules
+4. **Configuration**: Policy loading could be more flexible
+5. **Logging**: Minimal logging for debugging
+
+## Positive Aspects
+
+✅ Clean code structure with good separation of concerns
+✅ Uses modern Python features (type hints, dataclasses)
+✅ Good use of Pydantic for data validation
+✅ Thoughtful API design
+✅ Security-first approach
+✅ Extensible architecture
+
+## Recommended Next Steps
+
+1. **Immediate**: Fix cycle detection algorithm (critical bug)
+2. **This Week**: Improve test coverage to 90%+
+3. **This Month**: Implement performance optimizations
+4. **This Quarter**: Build plugin architecture and integrations
+
+## Metrics to Track
+
+- Test coverage: Current ~60% → Target 90%
+- Performance: Validate 1000 plans/second
+- Rules: Expand from 2 to 10+ built-in rules
+- Integrations: Add 3+ framework integrations
+- Documentation: 100% API coverage
+
+The codebase is in good shape overall, but needs these improvements to be production-ready for enterprise use.
\ No newline at end of file
diff --git a/claude_output.log b/claude_output.log
new file mode 100644
index 0000000..796ecd4
--- /dev/null
+++ b/claude_output.log
@@ -0,0 +1,24 @@
+## Summary
+
+I've completed a comprehensive code review of the plan-lint project and created two detailed documents:
+
+### 1. **AI_IMPROVEMENT_TASKS.md** - 15 specific tasks perfect for AI agent assistance:
+- Enhanced error detection with nested parameter support
+- Graph-based cycle detection to replace naive implementation  
+- ML-based dynamic risk scoring
+- Comprehensive test generation
+- Plugin architecture implementation
+- Security rule library expansion
+
+### 2. **CODE_REVIEW_TODO.md** - Prioritized improvement plan:
+- **Critical**: Fix naive cycle detection algorithm (current bug)
+- **High Priority**: Enhance bounds checking and secret detection
+- **Medium Priority**: Performance optimization and test coverage
+- **Nice to Have**: Documentation and integration features
+
+### Key Findings:
+✅ **Strengths**: Clean architecture, good use of type hints, security-focused design
+❌ **Issues**: Naive cycle detection, limited test coverage (~60%), basic rule system
+🎯 **Target**: 90%+ test coverage, 1000 plans/second performance, enterprise-ready
+
+The codebase is well-structured but needs these improvements to be production-ready for enterprise use. Each task is designed to be self-contained and suitable for AI agent implementation.
diff --git a/github_mcp_server.log b/github_mcp_server.log
new file mode 100644
index 0000000..b563a85
--- /dev/null
+++ b/github_mcp_server.log
@@ -0,0 +1 @@
+/home/user/run-agent.sh: line 298: github-mcp-server: command not found
diff --git a/redis_listener.log b/redis_listener.log
new file mode 100644
index 0000000..bb5ac1c
--- /dev/null
+++ b/redis_listener.log
@@ -0,0 +1,5 @@
+INFO:__main__:🚀 Starting Redis Message Listener
+INFO:__main__:✅ Connected to Redis at redis://host.docker.internal:6379
+INFO:__main__:📡 Subscribed to topics: agent_status_updates
+INFO:__main__:🎧 Message listener ready for agent 9959c9be-18d5-4909-a957-4877acbb3ae6
+INFO:__main__:🎧 Starting message listener for agent 9959c9be-18d5-4909-a957-4877acbb3ae6
diff --git a/redis_mcp_server.log b/redis_mcp_server.log
new file mode 100644
index 0000000..6b83d9f
--- /dev/null
+++ b/redis_mcp_server.log
@@ -0,0 +1,81 @@
+INFO:__main__:✅ Connected to Redis at redis://host.docker.internal:6379
+INFO:__main__:🚀 Starting Redis Pub/Sub MCP Server on 0.0.0.0:8088
+INFO:__main__:📡 Agent ID: 9959c9be-18d5-4909-a957-4877acbb3ae6
+INFO:__main__:📦 Project ID: 
+INFO:     Started server process [90]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+INFO:     Uvicorn running on http://0.0.0.0:8088 (Press CTRL+C to quit)
+INFO:     127.0.0.1:57590 - "GET /health HTTP/1.1" 200 OK
+INFO:     127.0.0.1:57604 - "POST /mcp HTTP/1.1" 500 Internal Server Error
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/dist-packages/uvicorn/protocols/http/h11_impl.py", line 403, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/dist-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/applications.py", line 113, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 78, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 75, in app
+    response = await f(request)
+  File "/home/user/mcp/redis_pubsub_mcp_server.py", line 383, in handle_mcp
+    return await session_manager.handle_request(request)
+TypeError: StreamableHTTPSessionManager.handle_request() missing 2 required positional arguments: 'receive' and 'send'
+INFO:     127.0.0.1:32946 - "POST /mcp HTTP/1.1" 500 Internal Server Error
+ERROR:    Exception in ASGI application
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.10/dist-packages/uvicorn/protocols/http/h11_impl.py", line 403, in run_asgi
+    result = await app(  # type: ignore[func-returns-value]
+  File "/usr/local/lib/python3.10/dist-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
+    return await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/applications.py", line 113, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/errors.py", line 186, in __call__
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/errors.py", line 164, in __call__
+    await self.app(scope, receive, _send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/middleware/exceptions.py", line 63, in __call__
+    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 716, in __call__
+    await self.middleware_stack(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 736, in app
+    await route.handle(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 290, in handle
+    await self.app(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 78, in app
+    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 53, in wrapped_app
+    raise exc
+  File "/usr/local/lib/python3.10/dist-packages/starlette/_exception_handler.py", line 42, in wrapped_app
+    await app(scope, receive, sender)
+  File "/usr/local/lib/python3.10/dist-packages/starlette/routing.py", line 75, in app
+    response = await f(request)
+  File "/home/user/mcp/redis_pubsub_mcp_server.py", line 383, in handle_mcp
+    return await session_manager.handle_request(request)
+TypeError: StreamableHTTPSessionManager.handle_request() missing 2 required positional arguments: 'receive' and 'send'