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.
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11,458 results · page 52 of 382
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model-ledgerMCP serverCloud & infra
Model inventory and governance: trace deployed models and their dependencies as an append-only log
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netwrightMCP serverWeb & browsing
Playwright-style automation of .NET desktop apps (WPF, WinForms, WinUI) for AI agents.
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nodebenchMCP serverWeb & browsing
260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.
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openalex-mcp-serverMCP serverDev tools
Access the OpenAlex academic research catalog — 270M+ publications.
Ready to connect
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orca-mcp-serverMCP serverDev tools
Go from natural language to verified finite state machines — topology bugs caught before code runs.
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papersflowMCP serverSearch
Academic research MCP server for paper search, citation checks, graphs, and deep research.
Ready to connect
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peacMCP serverAI & models
Portable signed records for agent, API, MCP, and cross-runtime interactions.
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plonkMCP serverDev tools
MCP server for Plonk: macOS window zones, workspaces, keep-awake, screenshots and on-device OCR.
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prodcheckMCP serverSecurity
4,372 pre-production checks: security, performance, scale, integrations, post-launch.
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pubcrawlMCP serverWeb & browsing
PubMed & Europe PMC literature search, US/UK drug labelling, and clinical trials for AI assistants.
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sagemath-mcpMCP serverDev tools
Stateful SageMath MCP server with 40 tools and a sandboxed Sage session per client.
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sidclaw-governance-mcpMCP serverDev tools
Governance proxy for MCP servers — policy evaluation, human approval, audit trails.
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tachibot-mcpMCP serverAI & models
Multi-model AI orchestration with 31 tools, YAML workflows, and 5 token-optimized profiles.
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vinted-mcpMCP serverSearch
MCP Server for Vinted that allows to search items, compare prices, and analyze sellers.
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vynix-mcpMCP serverAI & models
Give AI coding agents access to your Vynix visual feedback, bug reports, and AI diagnosis.
Ready to connect
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weapp-agent-mcpMCP serverAI & models
Agent-first MCP server for WeChat Mini Program debugging & automation via WeChat DevTools.
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web-scrapingMCP serverWeb & browsing
Fetch any public web page through managed proxies, with optional JS rendering and extraction rules.
Ready to connect
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agentic-hilMCP serverDev tools
Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated.
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aigroup-mdtoword-mcpMCP serverDocs & knowledge
本地 Markdown 到 Word 文档转换工具，支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持，修复本地相对路径图片嵌入问题
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app-store-connectMCP serverDev tools
App Store Connect API as MCP: apps, TestFlight, subscriptions, localizations, reports. JWT auth.
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baronMCP serverDocs & knowledge
Local grounded memory for coding agents: MCP over stdio, stdlib only, a verdict per answer
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brainboxMCP serverFiles & storage
Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves tokens.
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chemdraw-mcpMCP serverDev tools
Molecule names or SMILES to 2D structures, reactions, mechanisms, spectra - offline via RDKit.
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companies-houseMCP serverSearch
UK Companies House public register: search companies, officers, ownership, filings and documents.
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deployhq-mcp-serverMCP serverCloud & infra
Model Context Protocol (MCP) server for DeployHQ API integration
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devdocs-mcpMCP serverDev tools
Local DevDocs MCP Server (Developer Docs with project specific context awareness)
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fenestra-mcpMCP serverWeb & browsing
Render and verify native Rust GUIs headlessly: access tree, query, a11y, screenshots, motion.
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glassMCP serverAI & models
MCP server giving a coding agent a build→see→interact→debug loop over native GUI apps.
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glovebox-mcpMCP serverWeb & browsing
Sandboxed computer-use for AI agents: drive real browser + desktop apps in nested X11 windows
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google-sheets-mcpMCP serverAI & models
Powerful tools for automating Google Sheets using Model Context Protocol (MCP)
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.
8,148 of the 11,458 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.