context-server
409MCP server Claude CodeCodexCursor +2
Lightweight MCP server for semantic search over organizational markdown. Runs locally from the context-server Python package.
527 tagged RAG and vectors, measured the same way as everything else here.
Browse within: mcp-server 46LLM 31model-context-protocol 27embeddings 23knowledge-graph 15knowledge-base 13local-first 13fastmcp 12chromadb 10code-search 10hybrid-search 10ai-tools 8claude-desktop 8cli 8
MCP server Claude CodeCodexCursor +2
Lightweight MCP server for semantic search over organizational markdown. Runs locally from the context-server Python package.
MCP server Claude CodeCodexCursor +2
Open-source local vector memory engine for AI agents — ingest documents, chunk content, generate embeddings, search locally, return metadata/citations. Runs locally from the @talocode/vectorlane npm package.
MCP server Claude CodeCodexCursor +2
MCP server for retrieving context from a Qdrant vector database. Runs locally from the mad-mcp-qdrant Python package.
MCP server Claude CodeCodexCursor +2
Mnemosyne MCP: FREE Local Embeddings for Knowledge Graph Memory - No API Keys Required. Runs locally from the @zhadyz/mnemosyne-mcp npm package.
MCP server Claude CodeCodexCursor +2
Universal RAG Memory MCP Server for AI assistants. Runs locally from the @sid7vish/universal-rag-mcp npm package.
lorenzomicheli/bedrock-kb-mcp-server
MCP server Claude CodeCodexCursor +2
MCP server "bedrock-kb-mcp-server" as configured in lorenzomicheli/bedrock-kb-mcp-server. Runs locally from the bedrock-kb-mcp-server Python package.
MCP server Claude CodeCodexCursor +2
MCP server that lets any agent query a remote oG-Memory knowledge base with just OGMEMAPIURL + OGMEMAPITOKEN. Runs locally from the ogmem-rag-mcp Python package.
MCP server Claude CodeCodexCursor +2
AI orchestration engine — semantic retrieval, context compression, and intelligent model routing. Runs locally from the tokensense Python package.
MCP server Claude CodeCodexCursor +2
MCP server "rag-insights-mcp" as configured in hamurda/rag-insights-mcp. Runs locally from the rag-insights-mcp Python package.
MCP server Claude CodeCodexCursor +2
MCP server "ragmark" as configured in cdcoonce/ragmark. Runs locally from the ragmark Python package.
MCP server Claude CodeCodexCursor +2
MCP server "mcp-knowledge-assistant" as configured in Devidas-07/mcp-based-rag. Runs locally from the mcp-knowledge-assistant Python package.
MCP server Claude CodeCodexCursor +2
MCP server "ragwatcher" as configured in neumann-mlucas/ragwatcher. Runs locally from the ragwatcher Python package.
MCP server Claude CodeCodexCursor +2
Memoo MCP Gateway — knowledge graph RAG via Model Context Protocol. Runs locally from the memoo-mcp npm package.
MCP server Claude CodeCodexCursor +2
Local RAG MCP Server - Easy-to-setup document search with minimal configuration. Runs locally from the mcp-local-rag npm package. Needs 13 environment variables to run.
scorpion1476-lgtm/D-Knowledge_Graph
MCP server Claude CodeCodexCursor +2
MCP server "d-knowledge-graph" as configured in scorpion1476-lgtm/D-KnowledgeGraph. Runs locally from the d-knowledge-graph Python package.
MCP server Claude CodeCodexCursor +2
MCP server for finding ACL conference papers about NLP from a Qdrant database. Runs locally from the gengomcp Python package.
BairuiZhang/agent-bm25-knowledge-mcp
MCP server Claude CodeCodexCursor +2
MCP server "agent-knowledge-mcp-server" as configured in BairuiZhang/agent-bm25-knowledge-mcp. Runs locally from the agent-knowledge-mcp-server npm package.
MCP server Claude CodeCodexCursor +2
MCP server "dryad-rag-mcp" as configured in DryadAI/dryad-rag-mcp. Runs locally from the dryad-rag-mcp npm package.
MCP server Claude CodeCodexCursor +2
MCP server "ontology-rag-mcp" as configured in Pawangunjkar/ontology-rag-mcp. Runs locally from the ontology-rag-mcp Python package.
XBW-Leo/MODULAR-RAG-MCP-SERVER
MCP server Claude CodeCodexCursor +2
MCP server "modular-rag-mcp-server" as configured in XBW-Leo/MODULAR-RAG-MCP-SERVER. Runs locally from the modular-rag-mcp-server Python package.
MCP server Claude CodeCodexCursor +2
MCP server "rag-nfl-analyst" as configured in JustinUbes/rag-nfl-analyst. Runs locally from the rag-nfl-analyst Python package.
MCP server Claude CodeCodexCursor +2
MCP server "ragbuddy" as configured in azmirizkifar20/RAGBuddy. Runs locally from the ragbuddy npm package.
MCP server Claude CodeCodexCursor +2
Local post-retrieval context optimization for RAG pipelines. Runs locally from the uma-context Python package.
MCP server Claude CodeCodexCursor +2
MCP server "hybrid-rag-mcp" as configured in udarshmarthala/hybrid-rag-mcp. Runs locally from the hybrid-rag-mcp Python package.