agentmods.dev

RAG and vectors MCP servers

528 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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rag-system

433

Swabhimanc/PDF-Rag

MCP server Claude CodeCodexCursor +2

A production-quality Retrieval Augmented Generation (RAG) Python Framework. Runs locally from the rag-system Python package.

not rated 0 28d ago A tokens not measured

mcp-pgvector-search

434

JuanPinilla198/mcp-pgvector-search

MCP server Claude CodeCodexCursor +2

MCP server "mcp-pgvector-search" as configured in JuanPinilla198/mcp-pgvector-search. Runs locally from the mcp-pgvector-search Python package.

not rated 0 21d ago A tokens not measured original MIT

mcp-rag-bridge

435

zyay/mcp-rag-bridge

MCP server Claude CodeCodexCursor +2

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

not rated 0 28d ago A tokens not measured original MIT

mcp-server-qdrant

436

bartest5/qdrant_mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for retrieving context from a Qdrant vector database. Runs locally from the mcp-server-qdrant Python package.

not rated 0 20d ago A tokens not measured copy · 100% Apache-2.0

repo-rag

437

ManavK003/repo-aware-code-rag

MCP server Claude CodeCodexCursor +2

Local RAG indexer and MCP server for AI coding agents (Claude, GPT, Gemini, Cursor, Factory Droid, and more). Runs locally from the repo-rag Python package.

not rated 0 27d ago A tokens not measured original MIT

obsidian-rag-assistant

438

Amanaakash/Obsidian-RAG-with-Claude-mcp

MCP server Claude CodeCodexCursor +2

MCP server "obsidian-rag-assistant" as configured in Amanaakash/Obsidian-RAG-with-Claude-mcp. Runs locally from the obsidian-rag-assistant Python package.

not rated 0 27d ago A tokens not measured original MIT

multimodal-rag

439

sakshipr14/multimodal-rag

MCP server Claude CodeCodexCursor +2

MCP server "multimodal-rag" as configured in sakshipr14/multimodal-rag. Runs locally from the multimodal-rag Python package.

not rated 0 26d ago A tokens not measured

modular-rag-mcp-server

440

marrinexyq-droid/Rag-Mcp-Server

MCP server Claude CodeCodexCursor +2

MCP server "modular-rag-mcp-server" as configured in marrinexyq-droid/Rag-Mcp-Server. Runs locally from the modular-rag-mcp-server Python package.

not rated 0 5d ago A tokens not measured

codebase-rag-mcp

442

sudoriaa/codebase-rag-mcp

MCP server Claude CodeCodexCursor +2

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

not rated 0 21d ago A tokens not measured original MIT

agentic-rag-mcp

443

jiteshzope/Agentic-RAG-with-MCPs

MCP server Claude CodeCodexCursor +2

MCP server "agentic-rag-mcp" as configured in jiteshzope/Agentic-RAG-with-MCPs. Runs locally from the agentic-rag-mcp Python package.

not rated 0 21d ago A tokens not measured

rag-mcp-server

444

q6066697/rag-mcp-server

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 19d ago A tokens not measured copy · 100% MIT

modular-rag-mcp-server

445

xiaoxinbuxingyeyuan/MODULAR-RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

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

not rated 0 19d ago A tokens not measured

cortxai

446

Unchained-Labs/cortex

MCP server Claude CodeCodexCursor +2

A self-hosted brain for your home, your company, or any activity: pluggable local or cloud LLMs, hybrid memory, and an expandable plugin surface. Runs locally from the cortxai Python package.

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

modular-rag-mcp-server

447

MiemieYang-yang/MODULAR-RAG-MCP-SERVER

MCP server Claude CodeCodexCursor +2

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

not rated 0 18d ago A tokens not measured

mcp-rag-opencode

448

Gatoco/mnemos-mcp

MCP server Claude CodeCodexCursor +2

MCP server "mcp-rag-opencode" as configured in Gatoco/mnemos-mcp. Runs locally from the mcp-rag-opencode Python package.

not rated 0 18d ago A tokens not measured

basic-self-rag

449

FireWizard-V9/self_rag_mcp

MCP server Claude CodeCodexCursor +2

MCP server "basic-self-rag" as configured in FireWizard-V9/selfragmcp. Runs locally from the basic-self-rag Python package.

not rated 0 18d ago A tokens not measured

fayna-rag-mcp

450

fayna-digital/fayna-rag-mcp

MCP server Claude CodeCodexCursor +2

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

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

opencode-document-rag-mcp

451

humbertolvarona/opencode-document-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "opencode-document-rag-mcp" as configured in humbertolvarona/opencode-document-rag-mcp. Runs locally from the opencode-document-rag-mcp Python package.

not rated 0 16d ago A tokens not measured original MIT

qdrant-mcp-ollama

452

michal7kw/qdrant-mcp-ollama

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-mcp-ollama" as configured in michal7kw/qdrant-mcp-ollama. Runs locally from the qdrant-mcp-ollama Python package.

not rated 0 16d ago A tokens not measured original Apache-2.0

hybrid-rag-memory

453

masaki-kato-119/hybrid-rag-memory

MCP server Claude CodeCodexCursor +2

MCP server "hybrid-rag-memory" as configured in masaki-kato-119/hybrid-rag-memory. Runs mcp_server/server.py with python. Needs 2 environment variables to run.

not rated 0 15d ago A tokens not measured original MIT

qdrant-mcp-server

454

Ripnrip/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 0 15d ago A tokens not measured

boop-mcp-rag

455

ttacleinad-boop/MCP---RAG

MCP server Claude CodeCodexCursor +2

MCP server "boop-mcp-rag" as configured in ttacleinad-boop/MCP---RAG. Runs locally from the boop-mcp-rag Python package.

not rated 0 15d ago A tokens not measured

vhdl-rag-mcp

456

ru551n/vhdl-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "vhdl-rag-mcp" as configured in ru551n/vhdl-rag-mcp. Runs locally from the vhdl-rag-mcp Python package.

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