An MCP server that exposes document retrieval as tools (semantic search and source listing) for any LLM, using a vector index built from DocPilot's ingestion pipeline.
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process.env. You'll be asked to provide them before it can run.DOCPILOT_EMBEDDINGS— default default (local ONNX model) or hash (offline, for CI/tests)DOCPILOT_CHROMA_PATH— "": "/absolute/path/to/mcp-docpilot-server/chroma"DOCPILOT_COLLECTION— docpilot Collection nameDOCPILOT_CHUNK_SIZE— 800 Characters per chunk (ingest)DOCPILOT_CHUNK_OVERLAP— 100 Overlap between chunks (ingest)DOCPILOT_TRANSPORT— http python server.py[](https://m8ven.ai/mcp/shishirreddyyk-mcp-docpilot-server-qfrdm8)