发现优秀的 MCP 服务器

geant4-simulation

Enables GEANT4 particle physics simulations via Claude Desktop, allowing configuration of particle type, energy, detector material, and running simulations through natural language.

llm-chess-mcp

MCP chess runtime that lets LLMs play, analyze, and adapt strength by exposing Stockfish, human move likelihood (Maia3), and Lichess statistics, with the LLM handling strategy and the server handling computation.

satsrail-mcp

An MCP server that enables AI agents to accept Bitcoin Lightning payments. It allows agents to create orders, generate invoices, check payment status, and manage the full SatsRail merchant API through natural language.

Maestro MCP Server

Produce complete videos from a natural-language brief with Maestro through the Ace Data Cloud API.

AppBI Workboard MCP

Build a working AppBI Workboard mini-app end to end — from raw data all the way to a shareable app — through one self-contained MCP server.

nvidia-mcp

An MCP server that provides AI agents free access to NVIDIA's hosted AI models (100+ models) with automatic model routing for tasks like reasoning, coding, vision, embeddings, and translation.

console-mcp

An MCP server for streaming and searching macOS Console.app and iOS device logs, enabling real-time log access and debugging through natural language.

Autario

Query 2,500+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO) from your AI agent. Search, analyze, and visualize data, and publish charts — with verified SEC + official source data.

SkillFM Beacon

AI health checkups, token usage, LLM cost optimization, BYOK vault guidance, provider usage visibility, and read-only cleanup audits for MCP-capable agents.

mcp-incident-analyzer

Python-based MCP server for full-cycle incident management, enabling detection, root-cause analysis, and response guidance through tools like detect_incidents, analyze_incident, and suggest_response.

Thask

MCP server that provides 25 tools for AI agents to query and modify a dependency graph, enabling impact analysis and provenance tracking for AI-assisted development.

Numbers Online

Provides phone intelligence for AI voice agents, enabling inbound caller identification, outbound risk assessment, line type detection, and do-not-contact checks via four read-only MCP tools.

defuddle-fetch-mcp-server

An MCP server that fetches web content and converts it to clean markdown using the Defuddle library, enabling LLMs to read web pages with better extraction than the default fetch server.

carbon-intensity-uk

Enables querying of real-time and forecast UK carbon intensity data from National Grid ESO, allowing AI agents to retrieve carbon emissions by region and time.

Vee3

Vee3 connects coding agents to a hosted catalog of live data and action tools through one MCP server at https://mcp.vee3.io/mcp. Use it for market research, due diligence, competitive analysis, and fact-heavy tasks without leaving your editor.

MCP-GMX-VMD

Integrates GROMACS molecular dynamics simulations with VMD visualization, enabling setup, execution, analysis, and 3D visualization of molecular dynamics workflows through natural language.

tg-assistant

Enables Claude to act as a personal assistant in Telegram by providing tools to read new messages, send replies, and manage tasks/reminders/notes in a Supabase-backed memory.

vdiff

Breaking-change diffs for npm packages, served over REST and MCP, so coding agents stop writing code against outdated API knowledge.

openrouter-imgen-mcp

Gives AI assistants image generation and editing capabilities through OpenRouter, supporting multiple models, style presets, variations, and batch operations.

OmniAudit MCP

A production-grade MCP server offering modules for GitHub issue/PR triage, live website auditing, and automated release note generation. It provides robust security features like write-operation confirmation gates, rate limiting, and dual-read storage backends.

GitLab MCP Server

Enables AI-assisted code review and repository management for on-premise GitLab instances. It provides tools for interacting with merge requests, browsing source code, and searching repositories via the Model Context Protocol.

mcp-ding

MCP server for macOS native notifications with 67 AI brand icons and system sound support, enabling AI agents to send desktop notifications via one-line tool calls.

stock-mcp-server

Real-time A-share stock data for AI assistants. Provides real-time stock prices, K-line data, financial indicators, and sector fund flow analysis for Chinese A-share market. Multi-source data validation ensures accuracy.

PostgreSQL MCP Server

Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.

Facebook Ads Library MCP Server

This MCP server lets you search Facebook's Ad Library, retrieve brand ads, and analyze ad images/videos using AI - all with intelligent caching and batch processing for efficiency.

mcp-scaffolder

Scaffolds new project directories from built-in templates for Python, Node.js, and Go via MCP tools.

Google-Scholar-MCP-Server

🔍 通过一个简单的 MCP 接口，使 AI 助手能够搜索和访问 Google Scholar 论文。

mcp-image-tools

MCP server providing image analysis tools for AI agents, including metadata extraction, favicon discovery, and placeholder generation.

skrape

Converts any webpage into clean, LLM-ready Markdown, removing noise and supporting JavaScript rendering.

agiscorecard

Auditable AGI-2027 evidence: eight graded Situational Awareness predictions with pre-registered flip conditions, a 0-100 Thesis Tracker with full score history, and a public market-call ledger where misses stay published. Free, no auth, CC BY 4.0.