agentmods.dev

RAG and vectors MCP servers

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

Browse within: mcp-server 47LLM 31model-context-protocol 27embeddings 23knowledge-graph 15knowledge-base 13local-first 13fastmcp 12chromadb 10code-search 10hybrid-search 10lancedb 9ai-tools 8claude-desktop 8

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vector-memory-mcp

481

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

483

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

484

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

485

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

486

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

487

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

vectorless-agentic-rag

488

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

489

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

490

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

492

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

493

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

494

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