What is an MCP server?
An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.
Discover awesome MCP servers.
Tech-AML
AML Watcher – Automated AML Risk Detection & Monitoring
hiroyuki-nishi
PhelanShao
OpenMM, an open-source platform for molecular dynamics (MD) simulations, is supported by an MCP server that offers a structured communication interface for task submission, management, and execution.
BackEngine-ai
BackEngine is a multi-tenant SaaS platform that ingests all of an organization's customer and prospect communications — Slack threads, emails, call and meeting transcripts, and support tickets — and distills them into structured, queryable context. Raw conversations are processed
hakxel
MCP server for working with Mantine UI components - provides documentation, generation, and theme utilities
AiFinPay
Stripe for AI agents. Pay any HTTP API in stablecoins or native tokens on Polygon and Solana mainnet with one MCP call. Non-custodial, on-chain settlement, atomic 99/1 partner split. Five tools: payable_fetch, agent_address, agent_quote, pay_with_split, quote_split.
Entis35
maneeshsit
Building a Custom MCP Server using Python
rocnubie
Flow Music AI (flowmusicai.app) is a browser-based AI song generator that converts a plain-text description into a fully produced, mixed track in roughly 80 seconds. You type a one-line brief, optionally choose genre tags and a vocal mode, paste your own lyrics or let the built-i
lamcearber-spec
Carrier detection, tracking URLs, shipping estimates, and customs calculator for AI agents. 6 tools, free, no API key.
dinasaur404
Remote MCP Server built using Cloudflare Workers.
zfirsty
MCP server providing tools to query, inspect, and modify local JSON files.
crawde
Turn a plain-English prompt into a publication-ready chart image. ChartForge's MCP server lets Claude generate, refine, and export bar, line, pie, scatter, and more chart types as PNG — powered by AI. Includes 7 free generations, no setup beyond an API key.
MCP-Mirror
Mirror of
wbf-solutions
The Hetzner MCP with SSH server management. 60 tools — Cloud API + SSH in one MCP server.
ember-forge-pte
CivilQuants computes audit-traceable Bills of Quantities for civil-engineering assemblies — culverts, manholes, retaining walls, pavements, drainage, earthworks — across four UK measurement standards. Parametric inputs in; a methodology-structured BoQ with every quantity traceabl
eoinmooremath
MCP server for a school database
ernestocullari
Agentberg
Agent-to-agent knowledge exchange for trading intelligence. Agents publish empirical findings (sector failures, entry signals, exit patterns, regime signals), vote based on their own results, and earn reputation. Quality
keerapon-som
This will show you how to do mcp server using as container
george-bobby
An MCP server for managing Modal — apps, containers, volumes, and secrets — and for deploying & running Modal apps directly from Claude Code and other MCP clients.
tim0-12432
MCP server for Hotkeyless AHK HTTP API. It lets your agent control your whole computer through hotkeys.
jmagar
cyberutkarsh
Repo to hold Aisera Public MCP Servers
iyerrama29
MCP demo
ardecode
A MCP server for NetBox
brcarry
A pimilvus code generating helper with SSE-based MCP support
GrahamJenkins
MCP Server featuring multiple SSH related utilities
socamalo
wubbyweb
A template project to create MCP server and client projects
inkbytefo
ScreenMonitorMCP - Revolutionary AI Vision Server
lenderwiki
MCP server for LenderWiki — search, compare, and analyze 13,000+ US consumer lenders from any AI assistant
infolab-ai
Make AI work for teams, communities and collaborative environments everywhere 🤖💝
uarlouski
A high-performance Model Context Protocol (MCP) server connecting AI assistants (Claude, Cursor, Windsurf) directly to TestRail.
Br0ski777
x402 micropayment API for AI agents. Tracks new token launches on Solana. Pay per call with USDC on Base.
konokenj
An MCP server provides AWS CDK API references and samples
Himank-J
This repo shows how Gmail account can be connect to LLMs using MCP
laptrc
MCP Servers with awesome tools
falahgs
kajiken
apifyforge
Supply chain digital twin simulation via 8 quantitative algorithms — connect any AI agent to live corporate, trade, sanctions, hazard, and financial data across 17 public data sources.
wn01011
pr 분석을 좀 더 편하게 하고자 미리 작성해주는 mcp 서버입니다.
bmoir23
san0808
This server provides a comprehensive set of tools to control a web browser instance using Playwright, exposed via the Model Context Protocol (MCP). It allows AI models or other MCP clients to perform complex web browsing tasks across multiple pages/tabs.
Poppify
Poppify is an MCP server (and Claude Code plugin) for photo-led short-form vertical video. Upload 1–10 photos via the MCP, get a captioned 15/30/60s reel for Instagram, TikTok, YouTube Shorts, or Facebook — with motion,
patsnap
PatSnap Deep Patent Mining MCP is a Model Context Protocol server that connects AI agents to PatSnap's Deep Patent Mining capabilities. Designed for deeper mining of technical content from patent text and classification data. It supports analysis of technology topics, the three t
CWNApps
Policy-gated AI decisions with Ed25519 cryptographic receipts. No receipt, no trust.
MCP-Mirror
Mirror of
sponsorable
Find brands that already sponsor podcasts like yours, then reveal the buyer to pitch—by name and email. Detected from 4M+ podcast sponsorships, updated daily.
nzdsf2-gif
RelayShield gives AI agents and developers real-time identity and infrastructure threat detection via a single REST API. Monitor breach exposure, SIM/eSIM swap attacks, and domain lookalikes. Install as a native MCP server for Claude Desktop and Claude Code in one line: pip insta
codekiln
Cursor project rules and MCP server
Br0ski777
Real-time crypto news with sentiment scores and token mentions. Multi-source aggregation for trading signals. -- x402 micropayment API + MCP server for AI agents
davidlbl
Tianning-lab
Real estate comparable sales data across 11 global markets. 44M+ government-sourced transactions. Search comps, get area statistics, and list markets via three MCP tools.
jinruozai
GBox MCP Server 是一个基于 FastMCP 协议的服务器实现,提供了与 GBox 游戏引擎的实时通信和控制能力。它能帮助 AI 理解和操作 GBox 脚本,实现游戏运行时的智能控制和资源管理。同时通过与 ComfyUI 的集成,支持基于文本描述生成游戏素材和图像资源
scarqin
Get API document info from mcp server
etxahun
Python MCP server that allows interacting with the public ENISA vulnerability API (EUVDB) via the MCP (Model Context Protocol).
MediaFire
AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free tier includes 50GB storage and 5,000 monthly credits, no credit card. Built by the team behind MediaFire. Works with Clau
RKeelan
An MCP Server for GMail
gitidhar
Common questions about MCP servers, tools, and integrations
An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.
Every server's detail page includes ready-to-paste config snippets for Claude Desktop, Cursor, VS Code, and other common clients — most installs take just a couple of minutes.
Most servers listed here are free and open source. Some wrap third-party APIs (cloud services, paid data providers, etc.) that require your own API key or subscription.
A local MCP server runs on your device and usually connects over stdio, giving you more direct control over data but requiring a runtime and installation. A remote MCP server is hosted by a provider and connects over HTTP, making setup easier while adding network and provider availability dependencies.
Claude Desktop, Claude Code, Cursor, VS Code, Codex, and other AI clients that support the Model Context Protocol can connect to MCP servers. Configuration formats and supported transports vary by client.
Review the source repository, maintenance activity, dependencies, requested permissions, and data-handling documentation before installation, and prefer official or trusted maintainers. Use least-privilege credentials for sensitive access such as files, databases, shells, and production systems.