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.

llmgraph

625

abahocodes/llmgraph-mcp-server

MCP server Claude CodeCodexCursor +2

Invoke deployed LLMGraph no-code LLM workflows (chat, RAG, automations) as MCP tools. Runs locally from the @llmgraph/mcp-server npm package. Needs 2 environment variables to run.

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

foundry-api

626

angelus213/foundry-api-workflows

MCP server Claude CodeCodexCursor +2

Bounded tools for rendering, extraction, RAG, enrichment, local discovery and review analysis. Remote server at prodapi.live.

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

gergelyszerovay/mcp-server-qdrant-retrieve

MCP server Claude CodeCodexCursor +2

MCP server "mcp-server-qdrant-retrive" as configured in gergelyszerovay/mcp-server-qdrant-retrieve. Runs locally from the @gergelyszerovay/mcp-server-qdrant-retrive npm package.

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

anything-rag-mcp

628

proofofsid/rag-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 1y ago A tokens not measured

rag-mcp-server

629

yogeshkulkarni553/rag-mcp-py

MCP server Claude CodeCodexCursor +2

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing. Runs locally from the rag-mcp-server Python package.

not rated 0 1y ago A tokens not measured

vector-memory-mcp

631

Xsaven/vector-memory-mcp

MCP server Claude CodeCodexCursor +2

A secure, vector-based memory server for Claude Desktop using sqlite-vec and sentence-transformers. Runs locally from the vector-memory-mcp Python package.

not rated 0 6mo ago A tokens not measured original MIT

llm-graph-builder

633

henrardo/llm-graph-builder-mcp

MCP server Claude CodeCodexCursor +2

One of 2 in claude_desktop_config.json

MCP server "llm-graph-builder" as configured in henrardo/llm-graph-builder-mcp. Runs locally from the /absolute/path/to/llm-graph-builder-mcp Python package. Needs 5 environment variables to run.

not rated 0 9mo ago A tokens not measured original Apache-2.0

ragflow-mcp

634

MigoXV/ragflow-mcp

MCP server Claude CodeCodexCursor +2

A mcp server that talk with my ragflow. Runs locally from the ragflow-mcp Python package.

not rated 0 7mo ago A tokens not measured

mcp-chromadb-server

635

scooby359/chroma-mcp

MCP server Claude CodeCodexCursor +2

MCP server "mcp-chromadb-server" as configured in scooby359/chroma-mcp. Runs locally from the mcp-chromadb-server npm package.

not rated 0 6mo ago A tokens not measured

llmdoc

636

bigbag/llmdoc

MCP server Claude CodeCodexCursor +2

MCP server with RAG for llms.txt documentation. Runs locally from the llmdoc Python package.

not rated 0 7mo ago A tokens not measured original MIT

openmemory-rag-mcp

637

wXingHe/openmemory-rag-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 7mo ago A tokens not measured

piter5285/vectorless-agentic-RAG

MCP server Claude CodeCodexCursor +2

MCP server "vectorless-agentic-rag" as configured in piter5285/vectorless-agentic-RAG. Runs locally from the vectorless-agentic-rag Python package.

not rated 0 2mo ago A tokens not measured original Apache-2.0

scholar-agent-rag-mcp

639

NacyZh/MCP_Server_for_papers

MCP server Claude CodeCodexCursor +2

MCP server "scholar-agent-rag-mcp" as configured in NacyZh/MCPServerforpapers. Runs locally from the scholar-agent-rag-mcp Python package.

not rated 0 2mo ago A tokens not measured

pdf-rag

640

rspraneeth/retrieval-only-RAG

MCP server Claude CodeCodexCursor +2

MCP server "pdf-rag" as configured in rspraneeth/retrieval-only-RAG. Launched with C:\Projects\Retrieval\.venv\Scripts\python.exe C:\Projects\Retrieval\mcp_server..

not rated 0 2mo ago A tokens not measured

google-drive-rag-mcp

642

asamiile/google-drive-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "google-drive-rag-mcp" as configured in asamiile/google-drive-rag-mcp. Runs locally from the google-drive-rag-mcp Python package.

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

qdrant-search-mcp

643

webtoolbox/qdrant-search-mcp

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-search-mcp" as configured in webtoolbox/qdrant-search-mcp. Runs locally from the qdrant-search-mcp Python package.

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

rag-code-search

644

pratishank05/rag-code-search

MCP server Claude CodeCodexCursor +2

MCP server "rag-code-search" as configured in pratishank05/rag-code-search. Runs locally from the rag-code-search Python package.

not rated 0 2mo ago A tokens not measured

tillpad

646

number1101/tillpad-mcp

Skill Claude CodeCodex

Connect to Tillpad MCP for bounded KVP, RAG search, receive-only email inboxes (webhooks, blocklist, raw MIME), and run-key wipe receipts. Use when onboarding to Tillpad, minting API keys, creating agent inboxes, or running the zero-human bootstrap loop.

not rated 0 5d ago A 64 tokens