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WorkRAG Documentation Server
PythonMCPRAGClaude DesktopVS Code
Deployed at JWX to keep engineering documentation accessible within the tools developers already use. The server uses the Model Context Protocol (MCP) to surface context-aware documentation directly inside Claude Desktop and VS Code as developers write code.
A terminal-based management tool handles adding, updating, and removing documentation sources. An automated pipeline runs every 30 days to pull the latest docs and rebuild the retrieval index, keeping context fresh without manual intervention.
Key Highlights
- ▸MCP-native: surfaces docs inside Claude Desktop and VS Code
- ▸Automated 30-day documentation refresh pipeline
- ▸Terminal tool for managing documentation sources
- ▸Context-aware retrieval using RAG architecture