Knowledge Rag
未认领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.
antigravityclaudeclaude-codeclaude-code-clicodexcursor-aidocument-searchhybrid-searchinteligencia-artificialknowledge-baselocal-aimcpmcp-serverragrag-chatbotrag-pipelinererankingretrieval-augmented-generationsemantic-searchvector-database
安装
$
docker run -v $(pwd)/documents:/app/documents -p 8179:8179 ghcr.io/lyonzin/knowledge-rag:latest工具（13 个）
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