发现优秀的 MCP 服务器

Hopsworks MCP Server

Enables LLMs to interact with Hopsworks for platform management, feature store operations, model lifecycle, jobs, and integrations.

culprit

Deterministic, offline root-cause analysis for coding agents: find the commit that introduced a bug, and verify a fix is complete before committing.

prefab-mcp

Enables MCP agents to read a user's Prefab template library, preview and create project deployments, and manage watched folders and globals on macOS.

pmxt-mcp

MCP server that provides a unified prediction market API for multiple venues like Polymarket and Kalshi, allowing AI agents to discover markets, fetch order books, and execute trades through a single interface.

Salesforce Order Concierge

Enables Claude Desktop to interact with Salesforce for order management, including checking order status, creating returns, managing cases, and sending Slack notifications for customer service operations.

voxfactura-mcp

MCP server for VoxFactura enabling AI assistants to query business data (invoices, expenses, project margins, clients, VAT) and create draft quotes or mark invoices paid via a scoped API, with no direct client sends.

ai-git

A deterministic MCP server that reimplements ai-git-fish workflows (aicommit, aibranch, aipr) with Leantime integration, enabling Claude Code and Codex to perform git operations and manage tickets without an internal LLM.

Mediastack News MCP Server

Provides access to the Mediastack News API, enabling users to fetch the latest news stories and browse news sources with filtering options by keywords, countries, languages, and categories.

AutoBot MCP

Enables remote control and automation of Android devices through the Model Context Protocol, supporting UI interactions, app management, ADB commands, screenshots, and device information retrieval via AutoBot API.

Booster MCP

Booster MCP turns complex codebases into understandable systems with semantic search, 3D visualization, and debugging tools.

OSM Edit MCP Server

Enables AI assistants to search, validate, and edit OpenStreetMap data through natural language commands and built-in safety protections. It supports discovery of nearby amenities, geographic data exploration, and secure map editing via OAuth authentication.

serbia-invoice-mcp

Enables AI agents to issue, query, and cancel Serbia SEF eFaktura electronic invoices (UBL 2.1 SRB-CIUS) into the national Ministry of Finance system, using the merchant's own API key.

Snowflake Cube Server

镜子 (jìng zi)

Chart-Output MCP Server

Enables AI agents to generate and render charts as PNG, SVG, or WebP images directly in chat interfaces. Supports Chart.js specifications and natural language descriptions for creating visualizations from data.

m4x

Local, private audio transcription MCP server enabling AI agents to transcribe audio files entirely on-device without uploading data.

outlook-mcp

Secure MCP server for on-prem Microsoft Exchange (EWS) with tools for email, calendar, contacts, folders, attachments, and free/busy availability.

Proof of Invention

Proof of Invention

GovNavigator

An MCP server that enables users to search and navigate Madison, Wisconsin municipal ordinances using a TF-IDF search index. It provides specific code sections and citations to answer questions about local regulations like building permits and zoning.

mcpcap

A modular MCP server for analyzing PCAP files using protocol-specific analysis tools, enabling LLMs to read and analyze network packet captures from local paths or remote URLs.

seedream-mcp

Enables creating, polling, and checking pricing for Seedream image generation tasks (edit and text-to-image) through a single RunAPI API key.

Bitbucket Server MCP

A professional MCP server for Bitbucket Server that enables automation of pull request management, code review, and repository operations.

SEC Funding Tracker MCP Server

Enables AI agents to search and retrieve US company funding events from SEC Form D filings, including amount raised, industry, executives, and filing URLs.

firsty-mcp

An MCP server that wraps the Firsty telecom API, allowing AI agents to manage eSIMs, data plans, phone numbers, and network coverage.

Market.dev MCP Server

Integrates with the Market.dev API to search for open source experts and projects. It enables users to find contributors and developers based on skills, location, or specific library and framework involvement.

Image Gen MCP Server

A multi-provider MCP server that enables AI agents to generate and edit images across OpenAI, Google Gemini, Azure, Vertex, and OpenRouter with a unified API.

bet-mcp

Football bets mcp

Remote MCP Server - Expense Tracker

A remote MCP server that lets users track expenses through Claude AI, supporting add, list, edit, and delete operations via natural language.

Chess MCP Server

Enables AI assistants to retrieve Chess.com player profiles, statistics, and daily puzzles through the Model Context Protocol.

xcode-cloud-mcp

Local MCP server enabling agents to track Xcode Cloud builds and access TestFlight crash reports through the App Store Connect API.