A deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM.
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process.env. You'll be asked to provide them before it can run.GOOGLE_API_KEY— Note: No is needed for the server — it contains no LLM.OPENAI_API_KEY— cp .env.example .env # add your GOOGLE_API_KEY orGPU_CONCURRENCY— =2 # max concurrent FAISS build/retrieval ops (default: 2)MCP_RATE_LIMIT_RPM— =60 # requests per minute per user (default: 60)MCP_REQUEST_TIMEOUT— =300 # seconds per tool call (default: 300)[](https://m8ven.ai/mcp/vamshi9415-docrag-mcp-1jwuiy)