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Category Find a category Search and retrieval (RAG) 1821 Memory and context 312 Docs and knowledge bases 182 Office documents and spreadsheets 177 Model and agent tools 149 Developer tools 142 Databases 130 Design and media 79 Files and storage 78 Coding agent tools 59

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Web search and scraping 54 Git and code hosting 51 Science and research 50 Communication and chat 40 Finance and payments 38 DevOps and infrastructure 32 Utilities 30 Security 26 Marketing and SEO 20 Monitoring and observability 20 Project management 19 Maps and location 18 Legal and compliance 16 Browser automation 15 Data warehouses and analytics 15 Operating system and shell 14 Cloud platforms 11 E-commerce 10 Government and public records 8 Calendar and scheduling 7 CRM and sales 6 Jobs and HR 5 MCP development 5 Religion and spirituality 5 Email 4 Education 4 Smart home and hardware 3 Food and drink 2 Games and game engines 1 Health and fitness 1

Runs Any On your machine 1572 Remote endpoint 259

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Works in Claude Code 1657 Claude Desktop 1621 Cursor 1657 VS Code 1657 Devin Desktop 1657 Zed 1610 Cline 1657 Continue 1621 Goose 1610 LM Studio 1657 Gemini CLI 1657 Codex 1610 mcp-client-cli 1412 oterm 1657 TUUI 1412 BoltAI 1412 Agenvoy 1610 Amp 1657 AnythingLLM 1657 Augment Code 1621 Bob Shell 1610 ECA 1657 Kiro 1610 Kiro CLI 1610

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Listed in Official MCP Registry 538 npm 914 PyPI 421 Docker 21 Hugging Face Spaces 39

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Licence Any States a licence 1170 No licence stated 651

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Search and retrieval (RAG)
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Ragdrift io.github.MukundaKatta/ragdrift-mcp

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 18 a week MIT-OR-APACHE-2.0
Slimdex io.github.Siddhukaushik/slimdex-mcp

Narrow code retrieval for agents: outlines, symbol context, dep graph, persistent memory.

Version check not run yet

Memory and context Official MCP Registry · npm Local 18 a week MIT
Arquivo Pt io.github.pipeworx-io/arquivo-pt

Arquivo.pt MCP — full-text search over the Portuguese web archive.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 18 a week MIT
dappier-mcp io.github.dappierai/dappier-mcp

An MCP server for interacting with Dappier's RAG models

Version check not run yet

Search and retrieval (RAG) PyPI · Docker Hub · Docker MCP Catalog Local MIT
@ratel-ai/sdk io.github.ratel-ai/ratel-ts

TypeScript SDK for Ratel — context engineering platform for AI agents. BM25 tool retrieval, MCP ingestion, framework-neutral capability tools.

Version check not run yet

Search and retrieval (RAG) npm Local 1.8k a week MIT
Fetchmux io.github.krutftw/fetchmux

Self-hosted retrieval router for AI agents: budgets, provider routing, route receipts.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 17 a week APACHE-2.0
Edititall io.github.Subcue/edititall-mcp

Drive EditItAll's local in-browser editors: PDF, sheet, photo, vector, Word, slides.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · npm Local 16 a week MIT
Llmgraph io.github.abahocodes/llmgraph

Invoke deployed LLMGraph no-code LLM workflows (chat, RAG, automations) as MCP tools.

Version check not run yet

Communication and chat Official MCP Registry · npm Local 16 a week MIT
Bookmark io.github.pree-dew/mcp-bookmark

MCP Server for adding bookmarks in openai RAG

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
ZKshare io.github.sp0oby/zkshare

ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /api/v1/context.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 16 a week MIT
Postgres io.github.pgEdge/postgres-mcp

Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · GitHub MCP Registry Local
Citecite io.github.MukundaKatta/citecite-mcp

Inject, parse, and strip [N] citation markers in RAG outputs.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 14 a week MIT-OR-APACHE-2.0
X402 Codesearch io.github.liminalpepe/x402-codesearch-mcp

Free MCP server: index a repo's files into the x402-codesearch Worker's search index.

Version check not run yet

Git and code hosting Official MCP Registry · npm Local 14 a week MIT
Dart Kr io.github.pipeworx-io/dart-kr

DART — Korea's Data Analysis, Retrieval and Transfer System. The Korean equivalent of SEC EDGAR.…

100% up · 30 days

Data warehouses and analytics Official MCP Registry · npm Local Remote 14 a week MIT
SocratiCode io.github.giancarloerra/socraticode-vn7atm

SocratiCode — MCP server for local codebase indexing, semantic search, and code dependency graphs. All private, all local via Docker.

Version check not run yet

Developer tools npm · Open VSX Local AGPL-3.0-ONLY
MemoraEU io.github.pquattro/memoraeu-mcp

Zero-knowledge persistent memory for Claude — encrypted, semantic search, EU hosted.

Version check not run yet

Memory and context Official MCP Registry · PyPI Local AGPL-3.0-OR-LATER
Casemgr io.github.mstang/casemgr-mcp

Shared workspace your AI agent writes to. 184 tools, persistent memory, semantic search.

Version check not run yet

Memory and context Official MCP Registry · npm Local 15 a week MIT
Limps io.github.paulbreuler/limps

MCP planning server for AI agents — plan management, full-text search, and task lifecycle

Version check not run yet

Project management Official MCP Registry · npm Local 69 a week MIT
Vector Mirror io.github.c64dos-png/vector-mirror

Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 12 a week MIT
EarningsCalls.dev io.github.stockmarketscan/earningscalls-mcp

177,000+ earnings call transcripts for AI - speaker segments & full-text search.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 12 a week MIT

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