发现优秀的 MCP 服务器

api-to-mcp

Turns any OpenAPI REST or GraphQL API into an MCP server, allowing AI assistants like Claude to interact with APIs without writing code.

Engram

A local memory layer for AI coding tools that stores user preferences, lessons, and project context as local files, exposed via MCP so different AI tools can share the same understanding of you.

eng-leadership-toolkit

Provides engineering leadership benchmarks, developer value calculation, and mentoring playbooks based on real 1:1 sessions with 300+ engineering leaders.

MCP Server — FastAPI

A FastAPI-based MCP server providing automation and AI-powered tools for performance testing, security scanning, browser automation, code review, code generation, knowledge retrieval, and design collaboration via both REST API and MCP protocol.

mcp-context-engineering

Scopes MCP tool definitions and strips Markdown from outputs to minimize token usage, improving agent cost and accuracy.

mt5-mcp

Enables AI assistants and traders to connect to a local MetaTrader 5 terminal, fetch historical market data, run strategy backtests, monitor account status, and manage demo trades via natural language, with an interactive web GUI.

Percepta MCP Server

Provides browser automation, AI-powered analysis, visual processing, web scraping, automated test generation, and DevTools analysis capabilities. Supports multiple AI providers (OpenAI, Anthropic, Google, Ollama) for intelligent web interaction and data extraction.

io.github.willorn/mcp-yashan

Enables AI assistants to query YashanDB using natural language through SQL operations.

Movie Booking MCP Server

Enables searching for movies, checking Google Calendar for conflicts, and booking tickets with seat type and INR pricing, all through natural conversation. Supports demo mode without API keys.

habitat

这是一个协作组件的集合，它们共同作用，可以方便地在本地和网络上管理、开发、使用和迁移 MCP 服务器。

Everything Search MCP Server

Integrates with Everything Search Engine to provide lightning-fast file search capabilities across Windows systems using natural language queries and advanced filtering options through MCP-compatible applications.

Instagram MCP Server

镜子 (jìng zi)

MCP Gastos

Enables personal expense management through CSV storage, allowing AI agents to add, query, and analyze expenses with automatic categorization and payment method validation.

SEAR

A read-only MCP server for operator-grade release inspection and benchmark browsing.

analytics-mcp

A production-grade MCP server for enterprise sales analytics, enabling LLM clients to query, analyze, and visualize sales data from a SQLite database through structured tools, resources, and prompts.

Arithmo MCP Server pypi Package

PyPI 包 (PyPI bāo)

mediawiki-mcp-server

一个 MCP 服务器，它允许你使用 LLM 🤖 在任何使用 MediaWiki 的 wiki 站点上搜索和检索内容。支持 wikipedia.org、fandom.com、wiki.gg 以及更多使用 MediaWiki 的站点！

MCP Tiingo Server

Provides financial data tools including stock prices, news, forex, fundamentals, and corporate actions via the Tiingo API through the Model Context Protocol.

Digest MCP Server

Enables extraction of fully rendered web content from dynamic pages, SPAs, and infinite scroll sites using browserless.io, with support for configurable scrolling and wait times to capture JavaScript-generated content.

openwebui-mcp-server

Connects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude.

finanzas-mcp

MCP server providing 25 financial calculation tools in Spanish: ratios, DuPont, Altman Z-Score, Piotroski F-Score, WACC, CAPM, DCF, multiples, NPV/IRR, break-even, AR aging, depreciation, loan amortization, indirect cash flow, and Chilean tax helpers. Pure computation, no external connections.

MCP Chef

Enables AI agents to participate in CodeChef contests by fetching problems, generating and testing solutions in a secure sandbox, and submitting answers.

finnish-company-mcp-server

MCP server for the Finnish Business Register (PRH/YTJ). Look up any Finnish company by Business ID (Y-tunnus) or name.

Browser AI MCP Server

Enables natural language browser automation through Claude, wrapping Playwright to execute commands like navigation, clicking, form filling, and screenshots.

EmailTemplateMCP

Generates email templates via Claude, turning a description (with optional tone and brand name) into a subject, plain-text, and HTML email body.

System Initiative

System Initiative provides AI Native Infrastructure automation that gives you clarity over your running infrastructure, control to change, automate, and integrate it, with conifdence

Sakura Cloud MCP Server

一个 MCP 服务器实现，使 AI 助手能够与 Sakura Cloud 基础设施进行交互和管理，包括服务器、磁盘、网络和容器化应用程序。

Xcode MCP Server

Enables AI assistants to manage Xcode projects by listing targets, reading configurations, and triggering builds via the Model Context Protocol. It facilitates natural language interaction with macOS developer tools to streamline iOS app development processes.

AppFolio MCP Server

A Model Context Protocol (MCP) server that wraps AppFolio's REST API so Claude can call it natively in any conversation. 38 tools covering portfolio structure, leasing, financials, maintenance, and admin.