Add comprehensive one-command setup.sh script that handles:
- Prerequisites validation (Python 3, Git)
- Virtual environment creation and dependency installation
- Ollama installation and model download (llama3.1, nomic-embed-text)
- Redis installation and startup
- Directory and database initialization
- Frontend npm dependencies
- Clear progress output and next steps
Fix critical database path issues:
- Use absolute path calculation in config.py to ensure consistency
- Export SQLITE_DB_PATH environment variable in startup scripts
- Prevents database separation between app and MCP server
Fix document metadata field naming:
- Change metadata field from 'source' to 'filename' in MCP ingest
- Ensures consistency with existing document format
- Fixes document visibility issue in API endpoints
Update startup scripts to support environment-based database configuration.
🤖 Generated with Claude Code
Co-Authored-By: Claude <noreply@anthropic.com>
Features:
- Fixed Ollama configuration for native (localhost) instead of Docker
- Increased LLM timeout from 30s to 120s for quality answers
- Implemented KB slug system for clean MCP endpoint URLs
- Added multiple knowledge base support with type metadata
- Integrated MCP server with FastAPI (port 8051)
- React frontend with KB management UI
- PostgreSQL + pgvector for vector embeddings
Performance:
- 33-56% faster than Docker setup with native Ollama
- Direct Metal GPU acceleration on Apple Silicon
- Optimized RAG engine with caching
- ~40s response time for comprehensive answers
Documentation:
- Complete native setup guide (README_NATIVE_SETUP.md)
- Performance benchmarking and comparison
- MCP endpoint documentation
- Slug implementation details
- Decision rationale for native vs Docker
Cleanup:
- Removed old Streamlit setup files
- Consolidated setup scripts to single setup_native.sh
- Consolidated service management scripts
- Removed test artifacts and old analysis docs
- Ready for sharing with team
🚀 Production-ready for local team deployment
🤖 Generated with Claude Code
Co-Authored-By: Claude <noreply@anthropic.com>
