RAG and vectors MCP servers

vectorise-mcp

313

jameslovespancakes/Vectorised-Embedding-MCP

MCP server Claude CodeCodexCursor +2

Local stdio MCP server that turns folders of dense documents into a vector embedding DB Claude can search. Runs locally from the vectorise-mcp Python package.

not rated 0 4mo ago A tokens not measured original MIT

agentic-rag-postgres-mcp

314

jayanthlocam/agentic-rag-postgres-mcp

MCP server Claude CodeCodexCursor +2

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

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

mcp-canon

315

tripcher/canon

MCP server Claude CodeCodexCursor +2

MCP server providing architectural patterns and best practices to LLM agents via RAG. Runs locally from the mcp-canon Python package.

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

super-memory-ts

316

Veedubin/Super-Memory-TS

MCP server Claude CodeCodexCursor +2

Super-Memory MCP server with local embeddings and vector search. Runs locally from the @veedubin/super-memory-ts npm package.

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

mcp-pinecone

317

fastmcp-me/mcp-pinecone

MCP server Claude CodeCodexCursor +2

Read and write to Pinecone from Claude Desktop with Model Context Protocol. Runs locally from the mcp-pinecone Python package.

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

mcp-server-azure-ai-search-preview

318

projectAcetylcholine/mcp-server-azure-ai-search-python-preview

MCP server Claude CodeCodexCursor +2

MCP server "mcp-server-azure-ai-search-preview" as configured in projectAcetylcholine/mcp-server-azure-ai-search-python-preview. Runs locally from the mcp-server-azure-ai-search-preview Python package.

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

rag-streamable-http

319

aekanun2020/fixed-2026-rag-mcp-server-streamablehttp

MCP server Claude CodeCodexCursor +2

MCP server "rag-streamable-http", hosted remotely at localhost, as configured in aekanun2020/fixed-2026-rag-mcp-server-streamablehttp.

not rated 0 1mo ago A tokens not measured

omni-rag-mcp

320

Suyash2013/codebase-rag-mcp

MCP server Claude CodeCodexCursor +2

General-purpose RAG MCP plugin — index anything, search with hybrid BM25+semantic, zero-config. Runs locally from the omni-rag-mcp Python package.

not rated 0 4mo ago A tokens not measured original MIT

wiki-kit

321

ihorleleka/Local-Rag-Wiki

MCP server Claude CodeCodexCursor +2

MCP server "wiki-kit" as configured in ihorleleka/Local-Rag-Wiki. Runs locally from the @ihorleleka/wiki-kit npm package.

not rated 0 3d ago A tokens not measured

docs-rag-mcp

322

shrish346/docs-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "docs-rag-mcp" as configured in shrish346/docs-rag-mcp. Runs locally from the docs-rag-mcp Python package.

not rated 0 3mo ago A tokens not measured

modular-rag-mcp-server

323

Lina6795/MODULAR-RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in Lina6795/MODULAR-RAG-MCP-SERVER. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 2mo ago A tokens not measured

cognis-ragkit

324

cognis-digital/ragkit

MCP server Claude CodeCodexCursor +2

MCP server "cognis-ragkit" as configured in cognis-digital/ragkit. Runs locally from the cognis-ragkit Python package.

not rated 0 2mo ago A tokens not measured

cerevox-mcp-server

325

CerevoxAI/cerevox-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server exposing Cerevox AI APIs (Lexa, Hippo, Account) for document parsing, RAG search, and account management. Runs locally from the cerevox-mcp-server Python package.

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

fbbp-mcp-rag-server

326

changyufei222/fbbp-mcp-rag-server

MCP server Claude CodeCodexCursor +2

MCP server "fbbp-mcp-rag-server" as configured in changyufei222/fbbp-mcp-rag-server. Runs locally from the fbbp-mcp-rag-server Python package.

not rated 0 2mo ago A tokens not measured

vector-index-mcp

327

synonymouse/vector-index-mcp

MCP server Claude CodeCodexCursor +2

MCP Server for Software Project Indexing & Semantic Search. Runs locally from the vector-index-mcp Python package.

not rated 0 1y ago A tokens not measured

governed-rag-mcp

328

Rlealbarili/governed-rag-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 6d ago A tokens not measured original Apache-2.0

modular-rag-mcp-server

329

zhtong-star/MODULAR-RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

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

not rated 0 27d ago A tokens not measured

kb-local

330

cryptoyoginya/harness-health-engineering

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

MCP server "kb-local" as configured in cryptoyoginya/harness-health-engineering. Runs scripts/semantic/mcp-server.mjs with node.

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

vector-store-mcp

331

dotlab-hq/vector-store-mcp

MCP server Claude CodeCodexCursor +2

MCP server for OpenAI Vector Store API — manage vector stores, files, batches, and search. Runs locally from the @dotlab-hq/vector-store-mcp npm package.

not rated 0 2mo ago A tokens not measured

mcp-server-ragdocs

332

gorizond/mcp-server-ragdocs

MCP server Claude CodeCodexCursor +2

An MCP server for semantic documentation search and retrieval using vector databases to augment LLM capabilities. Runs locally from the @gorizond/mcp-server-ragdocs npm package.