RAG and vectors

3,096 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.

rag-mcp

337

scriptedstatement/forensic-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 1 6mo ago A tokens not measured copy · 100% MIT archived

qdrant-mcp-server

338

Jimmy974/qdrant-mcp-server

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server for Qdrant vector database with semantic search capabilities. Runs locally from the qdrant-mcp-server Python package.

not rated 1 1y ago A tokens not measured

better-qdrant-mcp

339

jtsang4/better-qdrant-mcp

MCP server Claude CodeCodexCursor +2

A Python MCP server for Qdrant memory storage and semantic search, compatible with Cursor-like MCP clients. Runs locally from the better-qdrant-mcp Python package.

not rated 1 9mo ago A tokens not measured original MIT

mohllal/markdown-rag-mcp

Instructions file Claude Code

Claude Code instructions for mohllal/markdown-rag-mcp, covering markdown-rag-mcp development guidelines, active technologies, project structure, commands and code style.

not rated 1 10mo ago A 427 tokens original MIT

arman-tech/spatial-memory-mcp

Instructions file Claude Code

Claude Code instructions for arman-tech/spatial-memory-mcp, covering spatial memory mcp - contributor guide, project overview, architecture, key commands and run tests (unit tests only by default).

not rated 1 4mo ago A 915 tokens original MIT

cognee-mcp

342

JeromyJSmith/cognee-mcp-server

MCP server Claude CodeCodexCursor +2

Cognee MCP server. Runs locally from the cognee-mcp Python package.

not rated 1 1y ago A tokens not measured

some-vault-some-mcp

343

russellsch/some_vault_some_mcp

MCP server Claude CodeCodexCursor +2

MCP server for Obsidian vaults with vector search. Runs locally from the some-vault-some-mcp Python package.

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

rag-mcp

344

sglwsjxh/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 1 2mo ago A tokens not measured copy · 100% MIT

akhilthomas236/confluence-scraper-mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server for Confluence RAG with ChromaDB vector search. Runs locally from the confluence-scraper-mcp Python package.

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

shelfmark-rag

346

LucasSantana-Dev/shelfmark

MCP server Claude CodeCodexCursor +2

Local hybrid retrieval (BM25 + embeddings + RRF) for agent memory and codebases — one SQLite file, MCP server included. Runs locally from the shelfmark-rag Python package.

not rated 1 24d ago A tokens not measured original MIT

rbj2000/mcp-crawl4ai-rag

Instructions file Claude Code

Claude Code instructions for rbj2000/mcp-crawl4ai-rag, covering claude.md, project overview, development commands, docker (recommended) and openai + supabase (production).

not rated 1 6mo ago A 3,830 tokens original MIT

lightrag_mcp

348

a-earthperson/lightrag-mcp

MCP server Claude CodeCodexCursor +2

MCP Server for LightRAG. Runs locally from the lightrag_mcp Python package.

not rated 1 7mo ago A tokens not measured original MIT

maya-mcp CLAUDE.md

349

abrahamADSK/maya-mcp

Instructions file Claude Code

Claude Code instructions for abrahamADSK/maya-mcp, covering maya-mcp — critical context for claude, 1. architecture, 2. key features, rag-powered documentation search and hyde (hypothetical document embedding).

not rated 1 20d ago A 7,915 tokens original MIT

corerag-system

350

TJ-Neary/CoreRag

MCP server Claude CodeCodexCursor +2

MCP server "corerag-system" as configured in TJ-Neary/CoreRag. Runs locally from the corerag-system Python package.

not rated 1 5mo ago A tokens not measured original MIT

claude-rag-mcp

351

VXConsulting/claude-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "claude-rag-mcp" as configured in VXConsulting/claude-rag-mcp. Runs locally from the @vxconsulting/claude-rag-mcp npm package.

not rated 1 7mo ago A tokens not measured original MIT

documentation-server

352

Unity-Billal-mesloub/mcp-documentation-server

Skill Claude CodeCodex

Use when you need to store, retrieve, search, or manage documents in a local knowledge base with semantic search and hybrid (vector + full-text) retrieval. Also use when interacting with the documentation server web interface, managing uploads, or performing AI-powered document analysis. Use this instead of MCP-native…

not rated 1 11d ago A 71 tokens

henrychong-ai/mcp-neo4j-knowledge-graph

MCP server Claude CodeCodexCursor +2

Neo4j-based knowledge graph MCP server with temporal versioning and semantic search. Runs locally from the @henrychong-ai/mcp-neo4j-knowledge-graph npm package.

not rated 1 yesterday A tokens not measured original MIT

Joncallim/pdf-inline-image-rag-mcp

Instructions file CodexOpenCode

AGENTS.md instructions for Joncallim/pdf-inline-image-rag-mcp, covering pdf inline image rag mcp agent guide, invariants, repository map, focused workflow and validation.

not rated 1 8d ago A 551 tokens original MIT

artificemachine/obsidian-semantic-mcp

Instructions file Claude Code

Claude Code instructions for artificemachine/obsidian-semantic-mcp, covering obsidian semantic mcp, build & run, full stack (postgres, ollama, mcp-server, dashboard), rebuild after code changes and wipe all data and re-index from scratch.

not rated 1 4d ago A 1,156 tokens original Apache-2.0

mcp-local-rag

356

nukkerman2000/live2d-mcp

Skill Claude CodeCodex

Search, ingest, expand chunk context, or manage local documents via a local RAG MCP server (tools: querydocuments, readchunkneighbors, ingestfile, ingestdata, deletefile, listfiles). Use when user says "search my docs", "save this page", "read around that chunk", "what did I save about X", or invokes npx mcp-local-rag.

not rated 1 2mo ago A 0 tokens

rag-mcp

357

Keith-hoka/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 1 2mo ago A tokens not measured

grp-kb

358

Arvindh95Censof/grp-kb

MCP server Claude CodeCodexCursor +2

Semantic search MCP server for an Acumatica KB, single multilingual index, no Obsidian/Smart Connections required. Runs locally from the grp-kb Python package.

not rated 1 23d ago A tokens not measured

hybrid-rag-mcp-server

359

n-irei/hybrid-rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "hybrid-rag-mcp-server" as configured in n-irei/hybrid-rag-mcp-server. Runs locally from the hybrid-rag-mcp-server Python package.

not rated 1 5mo ago A tokens not measured

codebase-rag

360

Ar-maan05/codebase-rag

MCP server Claude CodeCodexCursor +2

Symbol-aware, staleness-tracking RAG over a codebase, exposed over MCP; layers on rag-timetravel. Runs locally from the codebase-rag Python package.

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