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

1,160 results · page 7 of 39

  • video-transcriber-mcpMCP serverSearch

    Transcribe videos from 1000+ platforms or local files offline, and search across every transcript

    github.com/nhatvu148/video-transcriber-mcp-rs

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  • codewiki-mcpMCP serverSearch

    MCP server for codewiki.google: search repos, fetch wiki docs, ask questions

    github.com/izzzzzi/codewiki-mcp

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  • docdexMCP serverSearch

    Fast per-repo documentation indexer and full-text search MCP server for codebases.

    github.com/bekirdag/docdex

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  • dowseMCP serverSearch

    Fast local full-text search for Windows files (tantivy + jieba), exposed to AI agents over MCP.

    github.com/ltspace/dowse

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  • freeport-nostrMCP serverSearch

    Search Freeport Nostr events by kind, tag & geohash radius (rides, services, reputation).

    Ready to connect

    github.com/ptrinh/freeport

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  • sap-adt-mcpMCP serverSearch

    Give Claude live access to SAP ABAP via ADT: read, search, check, test, and edit objects.

    github.com/yzonur/sap-adt-mcp

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  • tradeos-mcpMCP serverSearch

    [TEST] TradeOS MCP bridge: ticker search, My Agent, chart TA, macro news. npm or HTTP.

    Ready to connect

    github.com/tradeos-ai/tradeos-mcp

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  • adamamer20-paper-search-mcp-openaiMCP serverSearch

    Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

    Ready to connect

    github.com/adamamer20/paper-search-mcp-openai

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  • pulse8-ai-cortex-knowledge-vaultMCP serverSearch

    Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler over MCP.

    github.com/synpulse8-opensource/pulse8-ai-cortex-knowledge-vault

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  • yandex-lavka-mcpMCP serverSearch

    Unofficial MCP server for ordering Yandex Lavka groceries: search, cart, checkout.

    github.com/dudude-bit/yandex-lavka-mcp

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  • apple-calendar-mcpMCP serverSearch

    Inspect and search Apple Contacts on macOS, and resolve a contact into a message-ready recipient.

    github.com/jonathanrreed/apple-mcps

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  • calibre-mcpMCP serverSearch

    Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

    github.com/caelum29/calibre-mcp

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  • mailfathomMCP serverSearch

    Security-first, self-hosted email archive with search, cited answers, and sending for AI agents.

    github.com/krzysztof318/mailfathom

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  • mcp-jira-stdioMCP serverSearch

    MCP server for Jira Cloud — issues, search, comments, attachments, transitions.

    github.com/freema/mcp-jira-stdio

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  • memwrightMCP serverSearch

    Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.

    github.com/bolnet/agent-memory

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  • papersflowMCP serverSearch

    Academic research MCP server for paper search, citation checks, graphs, and deep research.

    Ready to connect

    github.com/papersflow-ai/papersflow-mcp

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  • companies-houseMCP serverSearch

    UK Companies House public register: search companies, officers, ownership, filings and documents.

    github.com/aicayzer/companies-house-mcp

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  • hashnetMCP serverSearch

    Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter

    github.com/hashgraph-online/hashnet-mcp-js

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  • local-memory-mcpMCP serverSearch

    Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

    github.com/studiomeyer-io/local-memory-mcp

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  • mcp-local-ragMCP serverSearch

    Semantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first.

    github.com/damoqiongqiu/mcp-local-rag

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  • vinted-mcpMCP serverSearch

    MCP Server for Vinted that allows to search items, compare prices, and analyze sellers.

    github.com/andrijdavid/vinted-mcp

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  • codeweaverMCP serverSearch

    Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 languages.

    caution

    github.com/knitli/codeweaver

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  • federal-compass-mcpMCP serverSearch

    AI compass from private sector to federal career — USAJobs search, salary, KSA

    github.com/skivuha/federal-compass-mcp

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  • kylas-crmMCP serverSearch

    MCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.

    github.com/kylastech/kylas-crm-mcp-server

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  • mathlasMCP serverSearch

    Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key.

    github.com/archerkattri/mathlas

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  • octobrainMCP serverSearch

    Persistent memory for AI assistants with semantic search and knowledge graph relationships.

    github.com/muvon/octobrain

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  • engramMCP serverSearch

    Git-backed markdown memory for AI agents; search hides superseded and archived notes.

    github.com/rwnalds/engram

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  • google-knowledge-graphMCP serverSearch

    Search Google's Knowledge Graph for structured information about real-world entities

    github.com/houtini-ai/google-knowledge-graph-mcp

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  • hermes-atlas-mcpMCP serverSearch

    Search and fetch 100+ Hermes Agent tools, skills, plugins, and integrations from hermesatlas.com.

    github.com/ksimback/hermes-atlas-mcp

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  • korean-rnd-regs-mcpMCP serverSearch

    Search South Korea's national R&D regulations in natural language with cited provisions.

    github.com/smilemin07/korean-rnd-regs-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.

7,933 of the 11,199 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