RAG and vectors MCP servers

526 tagged RAG and vectors, measured the same way as everything else here.

Browse within: mcp-server 46LLM 31model-context-protocol 26embeddings 23knowledge-graph 15knowledge-base 14local-first 14fastmcp 12chromadb 10code-search 10hybrid-search 10ai-tools 8claude-desktop 8cli 8

Nhuajia/RAG_MCP

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in Nhuajia/RAGMCP. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 2mo ago A tokens not measured

source-rag-mcp

386

hanhy06/source-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "source-rag-mcp" as configured in hanhy06/source-rag-mcp. Runs locally from the source-rag-mcp npm package.

not rated 0 10d ago A tokens not measured

lijunjie469/MODULAR-RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in lijunjie469/MODULAR-RAG-MCP-SERVER. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 2mo ago A tokens not measured

mcp-server-qdrant

388

ai-integr8tor/mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

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

not rated 0 20d ago A tokens not measured original Apache-2.0

federated-search

389

ArkTechNWA/federated-search

MCP server Claude CodeCodexCursor +2

Federated search module with PGVector and reranking support. Runs locally from the federated-search Python package.

not rated 0 2mo ago A tokens not measured

clawmem

390

BFLabsAI/clawmem-bf

MCP server Claude CodeCodexCursor +2

On-device memory layer for AI agents. Claude Code, OpenClaw, and Hermes. Hooks + MCP server + hybrid RAG search. Runs locally from the clawmem npm package.

not rated 0 2mo ago A tokens not measured original MIT

mnemosure

391

jsiksn/mnemosure

MCP server Claude CodeCodexCursor +2

Source-grounded memory layer for AI agents — cites its sources, says "I don't know" when it lacks evidence, and corrects superseded facts. MCP-ready. Runs locally from the mnemosure Python package.

not rated 0 today A tokens not measured original MIT

scrapedatshi-mcp

392

scrapedatshi/scrapedatshi-mcp

MCP server Claude CodeCodexCursor +2

MCP server for the scrapedatshi RAG pipeline API — use scrapedatshi tools directly from Claude Desktop. Runs locally from the scrapedatshi-mcp Python package.

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

confluence-rag-mcp

393

titulus/confluence-rag-mcp

MCP server Claude CodeCodexCursor +2

Standalone Confluence RAG MCP retrieval server backed by SQLite/sqlite-vec. Runs locally from the confluence-rag-mcp Python package.

not rated 0 2mo ago A tokens not measured

mcp-rag-assistant

394

EdwinIN01/mcp-rag-assistant

MCP server Claude CodeCodexCursor +2

MCP server "mcp-rag-assistant" as configured in EdwinIN01/mcp-rag-assistant. Launched with C:\Users\Mr. Wu\anaconda3\envs\rag\python.exe -m mcp_server.server.

not rated 0 7d ago A tokens not measured

rag-mcp

395

TyrelCB/rag-mcp

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 2mo ago A tokens not measured

sqlite-rag-mcp

396

giuseppeferretti/sqlite-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "sqlite-rag-mcp" as configured in giuseppeferretti/sqlite-rag-mcp. Runs locally from the sqlite-rag-mcp Python package.

not rated 0 2mo ago A tokens not measured original MIT

agentic-rag

397

phense/agentic-rag

MCP server Claude CodeCodexCursor +2

MCP server "agentic-rag" as configured in phense/agentic-rag. Runs locally from the agentic-rag Python package.

not rated 0 yesterday A tokens not measured original MIT

local-rag-mcp

398

junchenghe01/local-rag-mcp

MCP server Claude CodeCodexCursor +2

RAG Knowledge MCP Server — FastMCP + LanceDB + Hybrid Search. Runs locally from the local-rag-mcp Python package.

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

corpus-rag

399

monahand1023/corpus

MCP server Claude CodeCodexCursor +2

Single-user RAG framework for personal archives. Local-first, MCP-native. Runs locally from the corpus-rag Python package.

not rated 0 5d ago A tokens not measured original MIT

yyisahandsomeboy/rag_anything_mcp_sever

MCP server Claude CodeCodexCursor +2

MCP server "raganything-mcp-server" as configured in yyisahandsomeboy/raganythingmcpsever. Runs locally from the raganything-mcp-server Python package.

not rated 0 1mo ago A tokens not measured

mcp

401

littlebigbrains/lbb-mcp

MCP server Claude CodeCodexCursor +2

MCP server for little big brain — graph and hybrid search tools for agents. Runs locally from the @littlebigbrain/mcp npm package.

not rated 0 7d ago A tokens not measured copy · 78% Apache-2.0

rag-db-advisor

402

kenimo49/rag-db-advisor

MCP server Claude CodeCodexCursor +2

MCP server "rag-db-advisor" as configured in kenimo49/rag-db-advisor. Runs locally from the rag-db-advisor Python package.

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

tinyrag

403

spacecat398/TinyRAG-MCP

MCP server Claude CodeCodexCursor +2

A minimal Python library for Retrieval-Augmented Generation with codebase indexing and multiple vector store backends. Runs locally from the tinyrag Python package.

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

codescope

405

Ibadat-Ali86/codescope-mcp-preflight

MCP server Claude CodeCodexCursor +2

A call graph generator designed for codebase RAG. Runs locally from the codescope Python package.

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

rag-mcp

406

NextLevelManagementAdvisors/rag-mcp

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 11d ago A tokens not measured AGPL-3.0

context-server

407

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 today A tokens not measured original MIT

vectorlane

408

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