About quillrag
quillrag is an MCP server published by Ayush-yadav11 in the RAG category: single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps.
The repository has 3 stars and 0 forks, with the last commit 25 days ago. Recent commit activity is the strongest signal that reported issues will get attention.
Install
git clone https://github.com/Ayush-yadav11/quillragThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (4)
rag_clearWipe everything.
Parameters not published.
rag_indexIncrementally index a directory/file. Skips unchanged files, prunes deleted ones, re-embeds only diffs.
Parameters not published.
rag_searchHybrid retrieval: dense MiniLM cosine + BM25 keyword, fused with Reciprocal Rank Fusion. Returns ranked chunks with source paths.
Parameters not published.
rag_statusDocument/chunk counts, bytes indexed, file-type breakdown.
Parameters not published.
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