发现优秀的 MCP 服务器

rag-legacy

Enables Claude Code to semantically search a legacy codebase using natural language queries, returning relevant code chunks via vector search.

Fetcher MCP

一个服务器，它允许使用 Playwright 无头浏览器获取网页内容，并具备 AI 驱动的功能，以实现高效的信息提取。

repository-inspector

MCP server that inspects Git repository changes, runs optional validation commands, and generates Markdown reports. Exposes a review_repository tool for AI clients to analyze repositories.

mongo-mcp

MCP server for MongoDB with built-in safety features. Enables listing databases/collections, querying (find, count, aggregate), and writing (insert, update, delete) while preventing destructive operations like dropping databases/collections and bulk deletes without confirmation.

Organizer MCP Server

Enables Claude to intelligently organize files by scanning folders, detecting duplicates, suggesting meaningful names, and moving files into logical folders.

Pluggedin Random Number Generator

Teaching LLMs that Math.random() is so last century

mcp-netsuite-practice

MCP server that exposes read-only NetSuite tools for querying warehouse stock levels and order status, using mock data locally and a pluggable client interface.

Multi-Server MCP FastAPI Project

A FastAPI application that hosts multiple MCP servers for weather, news, currency, and quotes APIs.

Tableau Data Assistant MCP Server

Provides MCP tools to query Tableau Server/Cloud datasources via REST API and VizQL Data Service, with support for Gemini or OpenAI as the LLM backend. Enables a natural language chat interface that can be embedded in Tableau dashboards, automatically including dashboard filter context.

Personal Finance MCP

Provides 77 deterministic financial calculators, live market data, and a meta-advisor that chains tools into prioritized plans from plain-language descriptions.

SpecQ MCP Server

Enables AI agents to generate structured intelligence reports for electronic chemical sales, including competitor analysis, visit logging, and insight extraction.

translator-mcp

Enables AI to translate database content from English to German directly in a live database with read-only and column-whitelisted security.

Bluesky MCP (Model Context Protocol)

Bluesky MCP 是一个基于 Go 语言的 Bluesky 社交网络服务器，通过 JSON-RPC 2.0 API 端点提供 AI 驱动的功能。它支持灵活的配置，并遵循行业最佳实践，以确保安全性、性能和错误处理。

@dayby/mcp-server

Enables posting development progress to DayBy.dev with automatic local sanitization of sensitive data before publishing.

Utilia Agent Media and Solana Tools

Wallet-funded MCP client for six paid Utilia tools: Solana priority fees, transaction diagnosis and simulation, token-risk checks, PDF-to-Markdown, and audio normalization over x402. MIT-licensed and installable from npm.

Hermoso

AI ad studio for agents: generate finished video, image, and UGC avatar ads for any brand (script, voiceover, music, brand end card), and research competitor ads across the Meta, Google, and LinkedIn ad libraries plus TikTok/Instagram/YouTube organic. 52 tools.

multisim-mcp

Enables AI agents to automatically generate Multisim circuits, run simulations, extract experimental data, and export circuit diagrams, CSV, waveforms, and lab reports.

Smartlead MCP Server

Enables AI assistants to manage email campaigns, leads, email accounts, and analytics through the Smartlead API, providing 28 tools for automated email outreach and campaign management.

recipe-mcp

An MCP server for AI-powered recipe generation and transformation, enabling users to create custom recipes from natural language descriptions and modify existing ones to meet dietary and nutritional goals.

Coolify MCP Tools

Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.

Top MCP Servers

2025年精选顶级模型上下文协议 (MCP) 服务器，以增强开发工作流程

Pega MCP Server

Enables interaction with Pega case operations through a metadata-driven tool layer, allowing users to fetch, update, and manage cases. It supports standard Pega actions such as retrieving case details, attaching documents, and submitting case actions via API.

FireScrape MCP Server

Enables AI models to search the web using DuckDuckGo, scrape webpage content in markdown format, and browse/read local files for code analysis and debugging.

Grain MCP Server

Enables browsing, retrieving, and downloading meeting recordings and transcripts from Grain via browser automation, bypassing the need for enterprise API access.

Google Flow Browser MCP

Controls Google Flow for image and video generation from an AI agent. Enables generating images with models like Imagen 4, creating videos, managing characters and scenes via browser automation.

xbrl-financial

Enables querying and analyzing XBRL financial data through natural language, using an API key for authentication.

SEFAZ BA: Emitir guia de IPVA

Enables consulting and issuing IPVA guides for Bahia state (Brazil) directly from the official SEFAZ BA source, with a read-only tool.

Vite MCP Server

将 Cursor AI 与 Vite Dev 服务器集成，允许 AI 代理修改代码，并通过热模块替换系统实时观察更新。

AegisMCP

A local-first security gateway and visual dashboard for AI agents that enforces cost caps, blocks prompt injections, and requires approval for dangerous actions.

coren_sp_cadastro

Read-only MCP server for querying official nursing council registration data from São Paulo, Brazil. Enables natural-language lookups of professional cadastros via a hosted API.