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

1,159 results · page 3 of 39

  • MemorizerMCP serverSearch

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

    ★ 206

    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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  • jobseekMCP serverSearch

    Search jobs and companies on Job Seek (jseek.co)

    ★ 191

    github.com/colophon-group/jobseek

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  • claude-ops-telegram-serverMCP serverSearch

    Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats.

    ★ 190

    github.com/lifecycle-innovations-limited/claude-ops

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  • linkMCP serverSearch

    Local personal memory for agents as MCP tools — remember, recall, search, context, graph traversal.

    ★ 180

    github.com/gowtham0992/link

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  • jjlabsio-korea-stock-mcpMCP serverSearch

    Search company disclosures and financial statements from the Korean market. Retrieve stock profile…

    Ready to connect★ 176

    github.com/jjlabsio/korea-stock-mcp

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  • search1apiMCP serverSearch

    Web search, news, page retrieval, sitemaps, and trending topics through Search1API.

    Ready to connect★ 173

    github.com/superagents-lab/search1api-mcp

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  • serpapi-mcpMCP serverSearch

    Official SerpApi MCP server for Google, Bing, and other search engines.

    Ready to connect★ 169

    github.com/serpapi/serpapi-mcp

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  • shodanMCP serverSearch

    MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.

    ★ 169

    github.com/w0h1v/mcp-shodan

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  • akbMCP serverSearch

    Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

    ★ 160

    github.com/dnotitia/akb

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  • seo-monsterMCP serverSearch

    SEO MCP over Search Console, GA4, PageSpeed Insights, Cloudflare, IndexNow, CrUX, technical-SEO.

    ★ 157

    github.com/avansaber/seo-monster

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  • mcp-outlineMCP serverSearch

    Connect AI assistants to Outline for document search, reading, and management

    ★ 155

    github.com/vortiago/mcp-outline

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  • pathfinderMCP serverSearch

    Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go.

    ★ 140

    github.com/shivasurya/code-pathfinder

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  • pdf-mcpMCP serverSearch

    Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.

    ★ 134

    github.com/jztan/pdf-mcp

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  • ccriderMCP serverSearch

    Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)

    ★ 127

    github.com/neilberkman/ccrider

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  • hig-doctorMCP serverSearch

    Apple Human Interface Guidelines search, lookup, and project audits for AI coding agents.

    ★ 126

    github.com/raintree-technology/hig-doctor

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  • agent-search-mcpMCP serverSearch

    Free-first Chinese and English web search MCP using zero-key sources and inspectable evidence.

    ★ 109

    github.com/lennney/agent-search-mcp

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  • clocktowerMCP serverSearch

    Full-text search for Next.js. BM25 scoring and fuzzy matching, no external service.

    ★ 109

    github.com/sathergate/sathergate-toolkit

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  • githitsMCP serverSearch

    Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.

    Ready to connect★ 104

    github.com/githits-com/githits-cli

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  • linkedin-mcpMCP serverSearch

    Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.

    Ready to connect★ 99

    github.com/gtm-api/linkedin-mcp

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  • claudexMCP serverSearch

    Persistent memory + FTS5 search MCP server for Claude Code conversation history.

    ★ 93

    github.com/kunwar-shah/claudex

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  • IlyaGusev-academia_mcpMCP serverSearch

    Search arXiv and ACL Anthology, retrieve citations and references, and browse web sources to accel…

    Ready to connect★ 91

    github.com/ilyagusev/academia_mcp

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  • imap-mcp-serverMCP serverSearch

    IMAP/SMTP MCP server to search, read, organize, send, reply & forward email for AI assistants

    ★ 91

    github.com/nikolausm/imap-mcp-server

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  • codealive-mcpMCP serverSearch

    Semantic code search and analysis from CodeAlive for AI assistants and agents.

    ★ 90

    github.com/codealive-ai/codealive-mcp

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  • runxMCP serverSearch

    The governed runtime for agent skills. Search the catalog and inspect a skill before running it.

    Ready to connect★ 87

    github.com/runxhq/runx

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  • freeqMCP serverSearch

    Read and verify freeq conversations: channels, history, search, signatures, pins.

    Ready to connect★ 85

    github.com/freeq-irc/freeq

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  • codenibMCP serverSearch

    Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents.

    ★ 84

    github.com/sysevol-ai/codenib

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  • dabble-meMCP serverSearch

    Private journal MCP server to search, analyze, and create Dabble Me entries securely via OAuth.

    Ready to connect★ 80

    github.com/parterburn/dabble.me

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  • patent-literature-search-mcpMCP serverSearch

    Search 200M+ patents and 216M+ scientific papers using natural language and structured filters.

    ★ 79

    github.com/patsnap/patent-literature-search-mcp

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  • sverkloMCP serverSearch

    Local-first MCP code intelligence: 37 tools — hybrid search, blast-radius, diff review, memory.

    ★ 79

    github.com/sverklo/sverklo

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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.

7,925 of the 11,203 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