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Category Find a category Search and retrieval (RAG) 1575 Memory and context 289 Docs and knowledge bases 161 Office documents and spreadsheets 150 Developer tools 134 Model and agent tools 123 Databases 109 Files and storage 70 Coding agent tools 56 Design and media 53

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Git and code hosting 46 Web search and scraping 39 Science and research 37 Communication and chat 30 DevOps and infrastructure 28 Finance and payments 25 Utilities 20 Security 20 Marketing and SEO 18 Monitoring and observability 17 Data warehouses and analytics 15 Project management 14 Maps and location 14 Operating system and shell 14 Browser automation 13 Legal and compliance 13 Cloud platforms 11 E-commerce 7 Calendar and scheduling 6 Government and public records 6 CRM and sales 5 MCP development 5 Email 4 Jobs and HR 3 Religion and spirituality 3 Smart home and hardware 2 Games and game engines 1 Education 1 Food and drink 1

Runs Any On your machine 1575 Remote endpoint 40

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Works in Claude Code 1451 Claude Desktop 1444 Cursor 1451 VS Code 1451 Devin Desktop 1451 Zed 1450 Cline 1451 Continue 1444 Goose 1450 LM Studio 1451 Gemini CLI 1451 Codex 1450 mcp-client-cli 1414 oterm 1451 TUUI 1414 BoltAI 1414 Agenvoy 1450 Amp 1451 AnythingLLM 1451 Augment Code 1444 Bob Shell 1450 ECA 1451 Kiro 1450 Kiro CLI 1450

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Listed in Official MCP Registry 339 npm 907 PyPI 418 Docker 21 Hugging Face Spaces 0

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Package npm 947 PyPI 484 Docker (OCI) 41 NuGet 10 Cargo 65 MCP bundle 30

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Licence Any States a licence 1142 No licence stated 433

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Search and retrieval (RAG)
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@felixtz/iwsdk-rag-mcp io.github.felixtrz/iwsdk-rag-mcp

MCP server providing semantic code search and API reference for the Immersive Web SDK using RAG (Retrieval-Augmented Generation) with vector embeddings

Version check not run yet

Search and retrieval (RAG) npm Local 313 a week MIT
@jcode.labs/ragmir io.github.jcode-works/jcode-ragmir-ragmir-core

Open-source retrieval for agentic RAG: local document search, exact citations, OCR, CLI, MCP, and TypeScript.

Version check not run yet

Search and retrieval (RAG) npm Local 115 a week AGPL-3.0-ONLY
@wei840222/qmd io.github.wei840222/qmd

Hybrid search for markdown with local BM25 and remote embedding, expansion, and reranking APIs

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Search and retrieval (RAG) npm Local 106 a week MIT
Gateco ai.gateco/gateco

Permission-aware retrieval for AI systems: policy-enforced access to organizational knowledge.

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Search and retrieval (RAG) Official MCP Registry Local
Docmancer dev.docmancer/docmancer

Local-only MCP server for source-attributed Markdown memory and documentation retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry Local
Exomem io.github.Artexis10/exomem

Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search.

Version check not run yet

Docs and knowledge bases Official MCP Registry Local
Seam Runtime io.github.BlackhatShiftey/seam-runtime

SEAM: local-first memory runtime for AI agents, with retrieval and glassbox provenance over MCP.

Version check not run yet

Memory and context Official MCP Registry Local
Darwin RAG io.github.Brightdotdev/darwin-rag

Local-first RAG engine with MCP server for AI agent integration.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Rag Knowledge Graph io.github.CSOAI-ORG/rag-knowledge-graph-mcp

Rag Knowledge Graph MCP Server by MEOK AI Labs

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Memory and context Official MCP Registry · PyPI Local
Rag Knowledge io.github.CSOAI-ORG/rag-knowledge-mcp

Rag Knowledge MCP Server by MEOK AI Labs

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Search and retrieval (RAG) Official MCP Registry · PyPI Local
Vector Knowledge Graph io.github.CSOAI-ORG/vector-knowledge-graph-mcp

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Version check not run yet

Memory and context Official MCP Registry · PyPI Local
CPersona io.github.Cloto-dev/cpersona

Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.

Version check not run yet

Databases Official MCP Registry Local
Shelfmark io.github.Dankaro-projects/shelfmark

Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
jevreel io.github.DeepAleph/jevreel

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
hubmesh io.github.DemigodDSK/hubmesh

Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Local Vector Search MCP io.github.DimonSmart/local-vector-search-mcp

Local Markdown search, navigation and editing via MCP, with optional vector embeddings.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
RAGScore io.github.HZYAI/ragscore

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Version check not run yet

Science and research Official MCP Registry Local
Strajkpolski io.github.Hei33enberg/strajkpolski-mcp

Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.

39.28% up · 30 days

Search and retrieval (RAG) Official MCP Registry Local Remote
Memograph io.github.Indhar01/memograph

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Version check not run yet

Memory and context Official MCP Registry Local
Argus Retrieval io.github.Khamel83/argus

Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local

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