发现优秀的 MCP 服务器

ropey

Enables coding agents to perform safe, project-wide Python refactoring (rename, move, extract, inline, change signature, organize imports, etc.) with a dry-run safety contract and LSP-coordinate addressing.

imagen3-mcp

imagen3-mcp

A-MEM MCP Server

用于 Agentic Memory (A-MEM) 系统的内存控制协议 (MCP) 服务器 - 一个为 LLM 代理设计的灵活、动态的内存系统

AlibabaCloud MCP Server

A server that provides access to Alibaba Cloud resources including ECS, VPC, and CloudMonitor through API and OOS implementations, enabling resource management and monitoring via a unified interface.

CLIranks

CLIRank - API discovery for AI agents. APIs scored on CLI relevance: auth method, JSON responses, headless operation, pricing transparency. Search by capability, compare alternatives, read agent-contributed docs. 6 MCP tools for discovery, comparison, and documentation. Agents contribute observations back - crowdsourced API docs by machines, for machines.

SCIM MCP Server

An MCP server that connects to SCIM 2.0 APIs, enabling MCP clients to manage SCIM resources using natural language.

pumpfun-wallets-mcp

An MCP server that analyzes wallets’ trading activity and profitability on Pump.fun and PumpSwap.

mcp-arcgis-lakeland

Enables searching and querying City of Lakeland, Florida open geospatial data (parcels, zoning, utilities) through ArcGIS Feature Services.

Webhook Tester MCP Server

Enables management and inspection of webhook tokens (URLs) and incoming requests via webhook-test.com, allowing users to create, list, fetch details, fetch payloads, and delete webhooks without custom API integrations.

Web Researcher MCP

MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.

Azure MCP Server

一个用于与 Azure 交互的 MCP 服务器。包含一些常见的计算和网络操作，并且可以扩展以添加更多操作。

OpenRouter MCP Server

A Model Context Protocol server that provides unified access to 400+ AI models from 30+ providers through OpenRouter's API, enabling seamless integration with Claude Code.

mcp-wikivoyage

Work-in-progress MCP server that will provide travel guides and destination information from Wikivoyage via the MediaWiki API.

BORME MCP Server

Enables querying Spain's official company registry (BORME) for company events such as incorporations, director appointments, insolvencies, and capital changes, supporting filters by date, province, and act type.

QCViz-MCP

An MCP server for quantum chemistry that enables LLMs to perform electronic structure analysis, parse calculation outputs, and generate 3D orbital visualizations. It integrates tools like PySCF, cclib, and py3Dmol to facilitate molecular structure manipulation and bonding analysis through natural language.

AgentAegis

Provides a high quality cybersecurity tool platform with pay as you go pricing (no subscription).

Google BigQuery MCP Server by CData

Google BigQuery MCP Server by CData

adextract

Ad libraries are public but fragmented. Every platform is a silo - different UI, different filters, different quirks. If you want to see what competitors are running, you're either opening four tabs and pasting into Excel, or maintaining scrapers that rot with every layout change. adextract gives AI agents a single MCP endpoint to search, read, and compare ads across Meta, TikTok, LinkedIn, and mo

mcp-arcgis-carlsbad

Enables searching and querying City of Carlsbad, California open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services. Provides tools to search datasets, query layers with SQL-like conditions, and retrieve layer schema.

whoop-mcp-server

MCP server that enables AI assistants to access Whoop health data including recovery, sleep, workouts, and daily strain for personalized health recommendations.

Image Processor MCP Server

A TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of notes via Claude Desktop integration.

GIS Data Conversion MCP

An MCP server that gives LLMs access to geographic data conversion tools, enabling transformations between different formats like WKT, GeoJSON, CSV, TopoJSON, and KML, as well as performing reverse geocoding.

ask-panda

MCP server for querying PanDA documentation, analyzing job errors, and retrieving JSON data using multiple AI models.

vibe-code-mcp

Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.

Petstore MCP Server

Enables interaction with a sample Pet Store API based on OpenAPI 3.1 specification, allowing users to manage pet store operations through natural language commands.

MCP JIRA Server

A Model Context Protocol server that enables AI assistants to create and manage JIRA issues with rich markdown formatting and automatic conversion to Atlassian Document Format.

kanboard-mcp

Manage Kanboard projects, tasks, columns, swimlanes, comments, and file attachments via natural language. TypeScript implementation with 37 tools, multi-project routing via .kanboard.yaml, Docker multi-arch image, and provenance-signed npm releases.

Meta Prompt MCP Server

A server that transforms a standard Language Model into a dynamic multi-agent system where the model simulates both a Conductor (project manager) and Experts (specialized agents) to tackle complex problems through a collaborative workflow.

ComplianceFabricMcp

A calculator-focused MCP server built with the NitroStack framework, providing tools, resources, and prompts for basic arithmetic operations.

Daily Hots MCP

A Python-based MCP server that aggregates real-time trending topics and news from over 30 sources including social media, technology, and finance platforms. It enables AI applications to retrieve the latest hot searches and news from major services like Weibo, Baidu, and IT Home through a unified interface.