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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qdrant-rag-build-mcp

457

avaazquezz/RAG-Build

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-rag-build-mcp" as configured in avaazquezz/RAG-Build. Runs locally from the qdrant-rag-build-mcp Python package.

not rated 0 14d ago A tokens not measured original Apache-2.0

agentic-rag

458

trentmilam/agentic-rag

MCP server Claude CodeCodexCursor +2

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

not rated 0 14d ago A tokens not measured copy · 100% MIT

rag-mcp-server

459

Mily-Lv/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 14d ago A tokens not measured copy · 100% MIT

notes-rag-pg

460

00aimlds00/notes-rag-pg

MCP server Claude CodeCodexCursor +2

MCP server "notes-rag-pg" as configured in 00aimlds00/notes-rag-pg. Runs locally from the notes-rag-pg Python package.

not rated 0 13d ago A tokens not measured

rag-pipeline

461

jansc4/rag-pipeline

MCP server Claude CodeCodexCursor +2

A library for Retrieval-Augmented Generation with Azure OpenAI. Runs locally from the rag-pipeline Python package.

not rated 0 13d ago A tokens not measured

faq-rag

462

lalithavallabhaneni01-debug/glean-faq-rag-mcpf

MCP server Claude CodeCodexCursor +2

MCP server "faq-rag" as configured in lalithavallabhaneni01-debug/glean-faq-rag-mcpf. Runs locally from the ${CLAUDE_PROJECT_DIR:-.} Python package.

not rated 0 13d ago A tokens not measured

pharma-rag-mcp

463

kartikeya788/pharma-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "pharma-rag-mcp" as configured in kartikeya788/pharma-rag-mcp. Runs locally from the pharma-rag-mcp Python package.

not rated 0 13d ago A tokens not measured

memex

464

BongSuCHOI/memex

MCP server Claude CodeCodexCursor +2

MCP server "memex" as configured in BongSuCHOI/memex. Runs cli/runtime-exec.js with node.

not rated 0 yesterday A tokens not measured original MIT

docs-rag-mcp

465

andreaselmi/docs-rag-mcp

MCP server Claude CodeCodexCursor +2

Minimal local RAG MCP server: semantic search over your markdown docs, embeddings via Ollama, nothing leaves your machine. Runs locally from the docs-rag-mcp npm package.

not rated 0 12d ago A tokens not measured original MIT

mcp-server

466

ToolTrace-io/mcp-server

MCP server Claude CodeCodexCursor +2

ToolTrace MCP server — give AI agents a complete web intelligence toolkit. Runs locally from the @tooltrace/mcp-server npm package. Needs 1 environment variable to run.

not rated 0 changed yesterday A tokens not measured copy · 86% MIT

knowledge-gateway-mcp

467

Dmitry-Kaleykin/knowledge-gateway-mcp

MCP server Claude CodeCodexCursor +2

MCP server "knowledge-gateway-mcp" as configured in Dmitry-Kaleykin/knowledge-gateway-mcp. Runs locally from the knowledge-gateway-mcp npm package.

not rated 0 10d ago A tokens not measured

livegraphrag

468

Sylvia145/LiveGraphRAG

MCP server Claude CodeCodexCursor +2

MCP server "livegraphrag" as configured in Sylvia145/LiveGraphRAG. Runs locally from the livegraphrag Python package.

not rated 0 3d ago A tokens not measured

vision4nx-kb-mcp

469

inteliScience/Vision4NX-Knowledge-Connector

MCP server Claude CodeCodexCursor +2

MCP server "vision4nx-kb-mcp" as configured in inteliScience/Vision4NX-Knowledge-Connector. Runs locally from the vision4nx-kb-mcp Python package.

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

vault-rag-mcp

471

rickquant/vault-rag-mcp

MCP server Claude CodeCodexCursor +2

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

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

ai-rete-rag-mcp

472

zaharajabeen13-create/ai-rete-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server for ai·rete·rag — deterministic rule-based decisions with RAG-powered explanations. Runs locally from the ai-rete-rag-mcp Python package. Needs 2 environment variables to run.

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

tillpad

473

number1101/tillpad-mcp

MCP server Claude CodeCodexCursor +2

Bounded KVP, RAG search, and wipe receipts for agent jobs over remote MCP. Remote server at tillpad.cnrcode.com.

not rated 0 6d ago A tokens not measured

obsidian-semantic-mcp

474

DalecB/obsidian-semantic-mcp

MCP server Claude CodeCodexCursor +2

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings. Runs locally from the @dalecb/obsidian-semantic-mcp npm package. Needs 8 environment variables to run.

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

llmgraph

475

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

476

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

retrieval-mcp

477

hcarrillo001/retrieval-mcp

MCP server Claude CodeCodexCursor +2

MCP server "retrieval-mcp" as configured in hcarrillo001/retrieval-mcp. Runs in Docker (ghcr.io/hcarrillo001/retrieval-mcp:1.0.0). Needs 4 environment variables to run.

not rated 0 12d ago A tokens not measured original Apache-2.0

mcp-server-qdrant-retrive

478

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

479

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

480

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