RAG and vectors MCP servers

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

context-server

409

context-server/context-server

MCP server Claude CodeCodexCursor +2

Lightweight MCP server for semantic search over organizational markdown. Runs locally from the context-server Python package.

not rated 0 yesterday A tokens not measured original MIT

vectorlane

410

talocode/vectorlane

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.

not rated 0 1mo ago A tokens not measured original MIT

mad-mcp-qdrant

411

MADPANDA3D/QDRANT-MCP

MCP server Claude CodeCodexCursor +2

MCP server for retrieving context from a Qdrant vector database. Runs locally from the mad-mcp-qdrant Python package.

not rated 0 yesterday A tokens not measured original Apache-2.0

mnemosyne-mcp

412

zhadyz/mnemosyne-mcp

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.

not rated 0 10mo ago A tokens not measured original MIT

universal-rag-mcp

413

Sid7on1/universal-memory-mcp

MCP server Claude CodeCodexCursor +2

Universal RAG Memory MCP Server for AI assistants. Runs locally from the @sid7vish/universal-rag-mcp npm package.

not rated 0 10mo ago A tokens not measured original MIT

bedrock-kb-mcp-server

414

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.

not rated 0 1mo ago A tokens not measured copy · 100% MIT

ogmem-rag-mcp

415

PoivronMax/oG-Memory-RAG

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.

not rated 0 1mo ago A tokens not measured original MIT

tokensense

416

AayushKumbhare/tokensense

MCP server Claude CodeCodexCursor +2

AI orchestration engine — semantic retrieval, context compression, and intelligent model routing. Runs locally from the tokensense Python package.

not rated 0 1mo ago A tokens not measured

rag-insights-mcp

417

hamurda/rag-insights-mcp

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.

not rated 0 5mo ago A tokens not measured

ragmark

418

cdcoonce/ragmark

MCP server Claude CodeCodexCursor +2

MCP server "ragmark" as configured in cdcoonce/ragmark. Runs locally from the ragmark Python package.

not rated 0 29d ago A tokens not measured original MIT

Devidas-07/mcp-based-rag

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.

not rated 0 27d ago A tokens not measured

ragwatcher

420

neumann-mlucas/ragwatcher

MCP server Claude CodeCodexCursor +2

MCP server "ragwatcher" as configured in neumann-mlucas/ragwatcher. Runs locally from the ragwatcher Python package.

not rated 0 11d ago A tokens not measured original MIT

memoo-mcp

421

hinha/memoo-mcp

MCP server Claude CodeCodexCursor +2

Memoo MCP Gateway — knowledge graph RAG via Model Context Protocol. Runs locally from the memoo-mcp npm package.

not rated 0 1mo ago A tokens not measured original Apache-2.0

mcp-local-rag

422

xiuxiansk/mcp-local-rag

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.

not rated 0 20d ago A tokens not measured copy · 91% MIT

d-knowledge-graph

423

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.

not rated 0 1mo ago A tokens not measured

gengomcp

424

sobamchan/gengomcp

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.

not rated 0 1mo ago A tokens not measured original MIT

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.

not rated 0 1mo ago A tokens not measured

dryad-rag-mcp

426

DryadAI/dryad-rag-mcp

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.

not rated 0 1mo ago A tokens not measured original MIT

ontology-rag-mcp

427

Pawangunjkar/ontology-rag-mcp

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.

not rated 0 20d ago A tokens not measured original MIT

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.

not rated 0 29d ago A tokens not measured

rag-nfl-analyst

429

JustinUbes/rag-nfl-analyst

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.

not rated 0 29d ago A tokens not measured

ragbuddy

430

azmirizkifar20/RAGBuddy

MCP server Claude CodeCodexCursor +2

MCP server "ragbuddy" as configured in azmirizkifar20/RAGBuddy. Runs locally from the ragbuddy npm package.

not rated 0 17d ago A tokens not measured original MIT

uma-context

431

sainellutla/uma

MCP server Claude CodeCodexCursor +2

Local post-retrieval context optimization for RAG pipelines. Runs locally from the uma-context Python package.

not rated 0 13d ago A tokens not measured original MIT

hybrid-rag-mcp

432

udarshmarthala/hybrid-rag-mcp

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.

not rated 0 28d ago A tokens not measured original MIT