Developer Tools●●Solid
An MCP server for the docs of any repo that uses Sphinx
Faster doc search for AI agents than vanilla Sphinx, with RRF hybrid retrieval.
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btcalex
304mo ago
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GitHub Repository
Open-source MCP server for your docs. Zero LLM at query time. docker compose up and go.
10 starsPython
KnowledgeMCP – Turn any docs into an MCP endpoint (0 LLM at query time)
by Hashwanths·Jun 10, 2026·3 points·0 comments
AI Analysis
●●SolidSolve My ProblemBig Brain
Zero LLM cost at query time when most MCP doc servers burn tokens on every search.
Strengths
- •Local embeddings + OpenSearch hybrid search eliminates per-query LLM costs entirely.
- •Three purpose-built MCP tools (docs_search, code_sample_search, docs_fetch) for agent workflows.
- •Production AWS deployment path via SAM template, not just local Docker.
Weaknesses
- •MCP documentation servers are becoming a crowded category with multiple alternatives emerging.
- •OpenSearch dependency adds ~700MB image weight for a tool that could use lighter backends.
Category
Target Audience
Teams building AI agents that need access to documentation
Similar To
Sourcegraph Cody · Cursor Docs · Continue.dev
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