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MCP servers.

Connect a server the community built.

An MCP server is a program somebody else built that gives your AI new tools: search a service, read a file, call an API.

Connect one here and Claude, Claude Code, ChatGPT, Codex and Cursor all reach it through a single endpoint, with your key held on the server side.

Category: Search

1,164 results · page 2 of 39

  • misakanetMCP serverSearch

    Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.

    ★ 491

    github.com/ikalus1988/misakanet

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  • stylekit-mcpMCP serverSearch

    Search 148 curated design styles and pull tokens, recipes, and shadcn commands into your AI IDE.

    ★ 484

    github.com/anxforever/stylekit

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  • octocodeMCP serverSearch

    AI-powered code indexer with semantic search and knowledge graphs

    ★ 472

    github.com/muvon/octocode

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  • google-mapMCP serverSearch

    18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.

    ★ 454

    github.com/cablate/mcp-google-map

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  • muMCP serverSearch

    News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.

    Ready to connect★ 431

    github.com/micro/mu

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  • blockrun-mcpMCP serverSearch

    Web search, deep research, prediction markets & crypto data for AI agents. Pay per call via x402.

    ★ 395caution

    github.com/blockrunai/blockrun-mcp

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  • flutter-mcp-toolkitMCP serverSearch

    Inspect and drive Flutter debug apps/games: semantic snapshots, search, and custom client tools

    ★ 375

    github.com/arenukvern/mcp_flutter

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  • legal-data-hunterMCP serverSearch

    Search 18M+ legal documents worldwide — case law, legislation, and doctrine across 110+ countries.

    Ready to connect★ 373

    github.com/worldwidelaw/legal-sources

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  • marm-mcp-serverMCP serverSearch

    Universal MCP Server with advanced AI memory capabilities and semantic search.

    ★ 354

    github.com/lyellr88/marm-memory

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  • mcp-serverMCP serverSearch

    Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc.

    Ready to connect★ 354

    github.com/mapbox/mcp-server

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  • mcp-documentation-serverMCP serverSearch

    Local-first document management and semantic search for AI coding agents

    ★ 342

    github.com/andrea9293/mcp-documentation-server

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  • fojin-mcpMCP serverSearch

    Buddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited.

    Ready to connect★ 340

    github.com/xr843/fojin

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  • workopiaMCP serverSearch

    Search 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.

    Ready to connect★ 315

    github.com/workopia/workopia-mcp

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  • heyclaudeMCP serverSearch

    Search the HeyClaude directory of Claude Code agents, MCP servers, skills, and tools.

    Ready to connect★ 297

    github.com/jsonbored/awesome-claude

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  • google-surf-mcpMCP serverSearch

    Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

    ★ 290

    github.com/harimxchoi/google-surf-mcp

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  • alfanousMCP serverSearch

    Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support.

    ★ 289

    github.com/alfanous-team/alfanous

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  • search-console-mcpMCP serverSearch

    Google Search Console + Bing + GA4 + AdSense — unified SEO intelligence for AI agents.

    ★ 289

    github.com/saurabhsharma2u/search-console-mcp

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  • video-editing-mcpMCP serverSearch

    MCP Server for Video Jungle - Analyze, Search, Generate, and Edit Videos

    ★ 288

    github.com/burningion/video-editing-mcp

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  • shodh-memoryMCP serverSearch

    Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

    ★ 281

    github.com/varun29ankus/shodh-memory

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  • cotalMCP serverSearch

    cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls

    Ready to connect★ 274

    github.com/cotal-ai/cotal

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  • reddit-mcp-serverMCP serverSearch

    Reddit MCP server with full read/write - posts, comments, search, and content creation.

    ★ 252

    github.com/jordanburke/reddit-mcp-server

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  • vexorMCP serverSearch

    A semantic search engine for files and code.

    ★ 240

    github.com/scarletkc/vexor

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  • mcp-sap-docsMCP serverSearch

    Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search

    ★ 227

    github.com/marianfoo/mcp-sap-docs

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  • tinysearchMCP serverSearch

    Fast discovery search and self-hosted web research for MCP agents.

    ★ 227

    github.com/tinysuitehq/tinysearch

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  • remarkableMCP serverSearch

    Read, render, search, and manage reMarkable documents through MCP

    ★ 226

    github.com/sammorrowdrums/remarkable-mcp

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  • postgres-mcpMCP serverSearch

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

    ★ 225

    github.com/pgedge/pgedge-postgres-mcp

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  • qaskillsMCP serverSearch

    Search, inspect, and install 400+ QA testing skills from qaskills.sh into any MCP client.

    ★ 224

    github.com/pramoddutta/qaskills

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  • superlocalmemoryMCP serverSearch

    Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.

    ★ 224

    github.com/varun369/superlocalmemoryv2

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  • MemorizerMCP serverSearch

    A vector-search powered agent memory MCP server from Petabridge.

    ★ 210

    github.com/petabridge/memorizer177 stars

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  • jdocmunch-mcpMCP serverSearch

    Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and OpenAPI specs.

    ★ 203

    github.com/jgravelle/jdocmunch-mcp

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What is an MCP server?

The Model Context Protocol is the open standard AI clients use to call tools. An MCP server is a program that answers those calls: it publishes a few tools with their inputs, and the AI decides when to use them. Most are written by the people who needed them and published as open source, which is why this list is long and uneven.

7,953 of the 11,236 servers listed here can be served through ahel today. The rest stay listed so you can find them and read what they do, and their pages say plainly that ahel cannot serve them yet.

Connect one to Claude, Cursor, Codex or ChatGPT

Connecting a server here does not put anything on your machine. ahel runs it and serves its tools to every AI client you sign in with, so one connection covers Claude, Claude Code, ChatGPT, Codex, Cursor and VS Code with Copilot.

Your client's tool list stays the same size whatever you connect: a server's own tools are read with the tools verb and run with the use verb. Keys are sealed in ahel and injected server side, so a credential never crosses the link.

See how to connect your AI