Knowledge Rag

Unclaimed

by lyonzin

Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.

Install

$docker run -v $(pwd)/documents:/app/documents -p 8179:8179 ghcr.io/lyonzin/knowledge-rag:latest

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Tools (13)

add_document

Index a new document via MCP

add_from_url

Fetch, sanitize, and index a URL

evaluate_retrieval

Measure MRR@5 · Recall@5 · Precision@5

get_document

Retrieve full content of one document

get_index_stats

Corpus size, cache hit rate, embedding dim

get_reindex_status

Live progress polling (async reindex)

list_categories

Auto-tagged by folder path

list_documents

Enumerate indexed documents

reindex_documents

Smart incremental OR nuclear rebuild

remove_document

Drop a document + all its chunks

search_knowledge

Hybrid semantic + BM25 with cross-encoder rerank

search_similar

Find documents similar to a reference

update_document

Re-index a changed document