RAG and vectors

2,555 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

milvus_mcp_server

457

hcheng666/milvus_mcp_server

MCP server Claude CodeCodexCursor +2

MCP server "milvusmcpserver" as configured in hcheng666/milvusmcpserver. Runs locally from the milvus_mcp_server npm package.

not rated 0 4mo ago A tokens not measured

ragi

458

SusuTawar/ragi

MCP server Claude CodeCodexCursor +2

Local-first RAG indexing and semantic search MCP server. Runs locally from the @susutawar/ragi npm package.

not rated 0 24d ago A tokens not measured

rag-retrieval-mcp

459

MaryamZi/rag-retrieval-mcp

MCP server Claude CodeCodexCursor +2

A generic RAG MCP server with pluggable embedding providers and vector stores. Runs locally from the rag-retrieval-mcp Python package.

not rated 0 5mo ago A tokens not measured original Apache-2.0

simplecode-mcp

460

egoetmann/SimpleCodeMCP

MCP server Claude CodeCodexCursor +2

Turn internal code libraries into AI-accessible knowledge sources via MCP server with semantic search. Runs locally from the simplecode-mcp Python package.

not rated 0 9mo ago A tokens not measured original MIT

mybrain

461

robertsfeir/mybrain

Plugin Claude Code

Bundles 2 skills · 121 tokens together

Personal semantic thought storage and retrieval with vector embeddings and ltree scoping.

not rated 0 3mo ago A tokens not measured original Apache-2.0

gemini-search-mcp

462

Lambda-zhou/gemini-search-mcp

MCP server Claude CodeCodexCursor +2

MCP server that exposes Gemini web search and document question answering tools. Runs locally from the gemini-search-mcp Python package.

not rated 0 1mo ago A tokens not measured

928871247/files-vector-mcp-server

MCP server Claude CodeCodexCursor +2

A FastMCP server for file vectorization and similarity search. Runs locally from the files-vector-mcp-server Python package.

not rated 0 11mo ago A tokens not measured original Apache-2.0

gitscribe-mcp

464

akhilthomas236/gitscribe

MCP server Claude CodeCodexCursor +2

GitScribe: Web Scraping RAG MCP Server for Git-based Documentation. Runs locally from the gitscribe-mcp Python package.

not rated 0 1y ago A tokens not measured

verbatim-mcp

465

KRLabsOrg/verbatim-mcp

MCP server Claude CodeCodexCursor +2

MCP server for the Verbatim platform — collection-aware paper search and RAG. Runs locally from the verbatim-mcp Python package.

not rated 0 3mo ago A tokens not measured original MIT

mcp-server-qdrant-rs

466

vaporif/mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for Qdrant vector database with local embedding support. Runs locally from the mcp-server-qdrant-rs Python package.

not rated 0 3mo ago A tokens not measured original MIT

laxmimerit/research-assistant-mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol server for research assistance with ChromaDB vector storage. Runs locally from the research-assistant-mcp Python package.

not rated 0 9mo ago A tokens not measured original MIT

mcp

468

rosalinddb/rosalinddb-mcp

MCP server Claude CodeCodexCursor +2

Model Context Protocol server for RosalindDB - a cost-optimized, object-storage-first vector search database. Runs locally from the @rosalinddb/mcp npm package.

not rated 0 3mo ago A tokens not measured original Apache-2.0

ragdocs

469

mcpflow/ragdocs

MCP server Claude CodeCodexCursor +2

MCP server for RAG-based document search and management. Runs locally from the @mcpservers/ragdocs npm package.

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

vectorise-mcp

470

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

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

472

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

473

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

474

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

omni-rag-mcp

477

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

docs-rag-mcp

478

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

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

480

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