发现优秀的 MCP 服务器

Leeroopedia MCP Server

MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent building, and more.

askdb

Self-hosted MCP server that bridges your MongoDB or PostgreSQL database to AI agents, with sandbox isolation and field-level control.

skillfm-llm-cost-optimizer-mcp

LLM cost optimization and provider usage visibility for MCP-capable agents.

aspro-mcp

Enables LLMs to interact with the Aspro.Cloud REST API through self-describing tools for discovering and calling modules, entities, and methods.

mcp-weather-server

Provides live weather data (current conditions, forecasts) and city geocoding through Open-Meteo API, enabling AI assistants to answer weather queries without an API key.

Jira Enterprise MCP

Small MCP server for connecting to enterprise Jira using a personal access token. It enables issue operations, project listing, JQL searches, and attachment handling.

Next.js MCP Server

一个实用工具，用于分析 Next.js 应用程序的路由，并提供关于 API 路径、HTTP 方法、参数、状态码以及请求/响应模式的详细信息。 (Alternative, slightly more formal and technical): 一个实用工具，旨在分析 Next.js 应用的路由，并提供关于 API 路径、HTTP 方法、参数、状态码以及请求/响应模式的详尽信息。

Event Presence Index MCP Server

Enables mapping a company's publicly stated event presence by returning the conferences and trade shows it attends, with years, from a domain. Built on the Mamba Labs Event Presence Index actor on Apify.

MCP Bitbucket Server

Enables automated interaction with Bitbucket, including creating and listing pull requests, through the Model Context Protocol.

VeniAI-Hukuk-EmsalKarar-MCPServer

An AI-powered legal research tool that enables users to search for and retrieve legal precedents and case law decisions through a Model Context Protocol server. It supports both Turkish and English, providing lawyers and researchers with streamlined access to a comprehensive database of jurisprudence.

mcp-atlassian

MCP server for Atlassian Confluence and Jira, supporting both Cloud and Server/Data Center deployments with tools for searching, creating, and updating issues and pages.

io.github.wesseltl/excel-mcp

Enables AI agents to read real Excel files with messy layouts, auto-detecting header rows and handling merged cells to extract clean tabular data via MCP tools.

browser-mcp

An MCP server that allows users to interact with their browser through natural language commands, enabling actions like getting page content as markdown, modifying page styles, and searching browser history.

Jira JQL Tool for Claude

简单实用的MCP工具 (Jiǎndān shíyòng de MCP gōngjù)

research

Multi-purpose research MCP server integrating web search, deep research, web scraping, research methodology routing, and GPT Researcher report generation.

majincleaning-ops

Enables AI assistants to query and manage real booking data from MajinCleaningSolutions via Supabase, including checking availability, listing bookings, and updating status.

PixelCheck

An MCP server that gives AI agents real browser capabilities including screenshotting, action execution, data extraction, and multi-persona auditing for frontend validation.

Audit Findings MCP Server

Enables managing audit findings in a SQLite database via natural language, allowing queries and updates without writing SQL.

Kali Linux MCP Server

An MCP server that integrates Kali Linux security tools with AI assistants, enabling security professionals to run penetration testing, vulnerability assessments, and generate reports through natural language commands.

Anki MCP Server

Anki MCP 服务器 (Anki MCP fúwùqì)

SAST MCP Server

Integrates 15+ static application security testing tools (Semgrep, Bandit, TruffleHog, etc.) with Claude Code AI, enabling automated vulnerability scanning and security analysis through natural language commands. Supports cross-platform operation with remote execution on dedicated security VMs.

northbridge-diligence

An MCP server that wraps SEC EDGAR APIs to provide company financial data, screening metrics, and disclosure signals for investment diligence, with every figure traced to its source filing.

NTFY MCP Server

一个模型上下文协议服务器，使 AI 系统能够通过 ntfy 发布/订阅服务向手机、桌面和其他设备发送实时通知。

Brewfather MCP Server

Read-only MCP server exposing Brewfather brewing data—batches, recipes, fermentation readings, and inventory—as tools for natural language queries.

Polar MCP

Enables users to query Polar health data (activity, sleep, recovery, training sessions, heart rate) through MCP with secure authentication, redacted personal info, and bounded responses.

CHUK Music MCP Server

Enables AI-assisted music composition through copyable pattern templates, style constraints, and arrangement tools that compile to MIDI files. Provides 30+ tools for managing musical structures, layers, patterns, and styles with deterministic compilation from YAML arrangements.

Social Listening MCP Server

一个 MCP 服务器，通过 Syften 的 API 提供 AI 驱动的社交媒体提及分析，具有实时通知和趋势分析功能。

Feature Evaluation MCP Server

Enables comprehensive feature engineering for classification datasets with automated preprocessing and 13 specialized analysis tools. Supports feature importance calculation, correlation analysis, recursive feature elimination, and model evaluation with integrated visualization capabilities.

videotoaudioconverter-mcp

Provides AI clients with local setup guidance, FAQ, and official links for the Video to Audio Converter website, enabling on-device video-to-audio conversion workflows.

MCP Code Flow Analyzer

An MCP server that analyzes and traces business code flows across your codebase, enabling developers to quickly understand the complete execution path of features from frontend to backend to database.