# Workflow State: Case Study Generator MCP Server
## Current State: IMPLEMENTATION_COMPLETE
**Timestamp**: Phase 1 implementation completed successfully
**Phase**: Phase 1 - Core MCP Server Setup ✅
**Status**: Ready for testing and deployment
## Assessment
- ✅ Project specification complete in project_config.md
- ✅ Dependencies configured in pyproject.toml
- ✅ Prompt templates implemented in prompts.py
- ✅ Gemma3 client wrapper implemented with error handling
- ✅ Document processor implemented with full functionality
- ✅ GitHub analyzer implemented with repository analysis
- ✅ Company researcher implemented with context generation
- ✅ MCP server entry point created with all tools
- ✅ Requirements.txt generated for compatibility
- ✅ Comprehensive README.md with setup instructions
- ⚠️ Some linter errors expected until dependencies installed (MCP imports)
## Implementation Summary
**Core Components Completed:**
1. **Gemma3 Client** (`gemma3_client.py`) - Ollama integration with retry logic
2. **Document Processor** (`document_processor.py`) - Business insight extraction
3. **GitHub Analyzer** (`github_analyzer.py`) - Repository business value analysis
4. **Company Researcher** (`company_researcher.py`) - Basic company context generation
5. **MCP Server** (`mcp_server.py`) - Main server with three MCP tools
6. **Prompt Templates** (`prompts.py`) - Structured prompts for different analysis types
**Supporting Files:**
- `pyproject.toml` - Poetry configuration with all dependencies
- `requirements.txt` - Pip compatibility for installation
- `README.md` - Comprehensive setup and usage documentation
## MCP Tools Implemented
1. ✅ `process_document_text` - Extract insights from documents
2. ✅ `analyze_github_repo` - Analyze GitHub repositories for business value
3. ✅ `research_company_basic` - Generate company research and context
## Current Goals
1. Validate implementation with basic testing
2. Verify all components work together
3. Test MCP server startup and tool registration
4. Document any remaining setup requirements
## Action Plan (Testing Phase)
1. ✅ Create all core implementation files
2. ✅ Set up comprehensive documentation
3. ✅ Test basic functionality without dependencies
4. Validate MCP server can start and register tools
5. Create simple test cases for each processor
## Progress Notes
- **Full Implementation Complete**: All planned components implemented according to specification
- **Error Handling**: Comprehensive fallback responses for all failure scenarios
- **Async Support**: Full async/await support for better performance
- **Documentation**: Complete README with setup, usage, and troubleshooting
- **Architecture Compliance**: Follows simple data flow as specified in project_config.md
## Reasoning
Phase 1 implementation is complete and ready for testing. The MCP server provides all three required tools with proper error handling, async support, and comprehensive documentation. The implementation follows the project specification closely and includes robust fallback mechanisms for when Gemma3 or external APIs are unavailable.
## Configuration Updates
- ✅ Updated to use gemma3n:e4b model (matching available models)
- ✅ Adjusted context window and token limits for 4B model
- ✅ Created virtual environment setup
- ✅ Updated documentation for venv workflow
## MAJOR ENHANCEMENT: Real Company Research
- ✅ **Tavily Integration**: Added real web search capabilities
- ✅ **Enhanced Research**: Company research now uses live web data
- ✅ **Smart Fallbacks**: Graceful degradation when API unavailable
- ✅ **Source Attribution**: Search results include source URLs
- ✅ **Dependencies Updated**: Added tavily-python to requirements
## Company Research Now Provides:
- **Real Company Information**: Live web search results
- **Current Business Data**: Up-to-date company profiles and news
- **Source Verification**: URLs and titles of information sources
- **Industry Analysis**: Combined web data + LLM insights
- **Transparency**: Clear indication of web search vs. pattern matching
## Next Actions
- ✅ Venv activated and Tavily installed
- ✅ TAVILY_API_KEY configured and environment variables loaded
- ✅ Enhanced company research tested with real companies
- ✅ Environment variable loading implemented across all modules
- Validate full MCP server functionality with Claude Desktop
