发现优秀的 MCP 服务器

GitHub PR Template Tools

A MCP server that provides tools for analyzing git changes and suggesting appropriate PR templates, helping automate PR-related workflows.

LeafBridge

Connects Claude/ChatGPT to Overleaf projects via the Git integration, enabling read, edit, write, and file management through natural language commands.

@shuji-bonji/pdf-spec-mcp

An MCP (Model Context Protocol) server that provides structured access to ISO 32000 (PDF) specification documents. Enables LLMs to navigate, search, and analyze PDF specifications through well-defined tools.

GetMailer MCP Server

Enables sending transactional emails through GetMailer from AI assistants. Supports email operations, template management, domain verification, analytics, suppression lists, and batch email jobs.

personal-mcp-server

A Model Context Protocol server that exposes personal data tools for Spotify listening history, movie ratings, and GitHub repos, enabling natural language queries from MCP clients.

DDG Web Search

Enables web search via DuckDuckGo and web content fetching through the Model Context Protocol, allowing AI assistants to search and retrieve web page content.

SQLPrism

An MCP server that indexes SQL codebases into a queryable knowledge graph backed by DuckDB, enabling structural SQL queries instead of grep.

MCP Server Scaffold

A production-ready, security-first starting point for building Model Context Protocol servers, enforcing safe defaults like dry-run and tenant isolation.

mailprotector-mcp

MCP server for Mailprotector — email security management for MSPs, enabling management of customers, domains, users, quarantine, allow/block rules, logs, configuration, and the full long-tail API via a router.

aica - AI Code Analyzer

aica (AI 代码分析器) 使用 AI 审查您的代码。支持 CLI 和 GitHub Actions。

MCP Gold Price Server

Provides real-time gold prices from Vietnamese and international markets via the vang.today API.

mcp-server-pdf

An MCP server that downloads PDF files from URLs and converts them to Markdown format. Supports custom file names and directories, with security measures like SSRF protection.

PPTX MCP Server

Enables creating, editing, and reading PowerPoint presentations (PPTX) with security features like ZIP bomb protection, macro detection, and path traversal prevention.

kwrds.ai MCP Server

Model Context Protocol server that enables AI assistants to perform keyword research, SEO analysis, and content planning through natural language queries against kwrds.ai's SEO tools.

Fast Diff MCP Server

A high-performance Model Context Protocol server that provides text diffing capabilities, enabling LLMs to compare two blocks of text and receive differences in unified diff format.

@aix/kanbn-mcp

An MCP server that enables AI assistants to interact with Kan boards through the Kanban API, allowing tasks like viewing and managing boards via natural language.

wikijs-mcp

An MCP server for interacting with Wiki.js via GraphQL API, enabling page management (CRUD, search, publish), user and group management, and blogging workflow with drafts.

mcp-usda-fdc

Provides tools to search and retrieve USDA Food Data Central information, including food items, nutrients, and food groups, enabling AI agents to query food data through natural language.

openshift-mcp

An MCP server for managing OpenShift clusters and querying Amazon Redshift across multiple clusters, with secure secret and configuration persistence.

mcp-kubernetes

Enables MCP clients to inspect and operate Kubernetes clusters across multiple contexts, with read-only/read-write/admin access modes and security flags controlling namespaces, contexts, deletes, applies, and exec.

foglift-mcp

MCP server for website SEO + GEO analysis. Scan any URL to get scores across 5 categories (SEO, GEO, Performance, Security, Accessibility) with actionable fix recommendations. Enables AI coding assistants to audit websites and implement fixes autonomously.

RescueTime MCP Server

Enables comprehensive access to RescueTime productivity data and features through the Model Context Protocol. Supports analytics retrieval, focus session management, highlights creation, and offline time tracking through natural language interactions.

Cairo Coder

The most powerful open-source Cairo code generator.

Google Image Search MCP

Provides tools for searching and downloading images using Google Image Search API.

MCP Apple Reminders

一个模型上下文协议服务器，使 AI 助手能够在 macOS 上与 Apple 提醒事项互动，允许用户通过自然语言查看列表、检索、创建、完成和删除提醒事项。

commerce-mcp

An MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and validating ImpEx.

Clarifyprompt-MCP

An MCP server that transforms vague prompts into platform-optimized prompts for 58 AI platforms across 7 categories. Send a raw prompt. Get back a version specifically optimized for Midjourney, DALL-E, Sora, Runway, ElevenLabs, Claude, ChatGPT, or any of the 58 supported platforms — with the right syntax, parameters, and structure each platform expects.

example-mcp-server

Please provide the example code you'd like me to translate. I need the English code to translate it into Chinese. For example, you could give me something like: ```python # Example Anthropic Claude API call import anthropic client = anthropic.Anthropic(api_key="YOUR_API_KEY") response = client.completions.create( model="claude-v1.3", max_tokens_to_sample=200, prompt="Hello, Claude, how are you today?", ) print(response.completion) ``` Once you provide the code, I will translate it into Chinese and provide it to you. I will also try to explain the code in Chinese if you'd like.

ya-direct-mcp

MCP-сервер для управления кампаниями, группами, объявлениями, ключевыми фразами и статистикой Яндекс.Директ через Claude.

FastAPI-MCP

Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preserving existing authentication, schemas, and documentation. It enables seamless integration of FastAPI services into MCP ecosystems using a native ASGI transport layer.