Discover Awesome MCP Servers

Context Optimizer MCP

一个 MCP 服务器，它使用 Redis 和内存缓存来优化和扩展大型聊天记录的上下文窗口。

Spring Web to MCP Converter 🚀

Okay, here's a translation of "Convert Spring REST API to MCP Server with OpenRewrite" into Chinese, along with some considerations for different nuances: **Option 1 (More Literal, General):** * **中文:** 使用 OpenRewrite 将 Spring REST API 转换为 MCP 服务器 * **Pinyin:** Shǐyòng OpenRewrite jiāng Spring REST API zhuǎnhuàn wèi MCP fúwùqì * **Explanation:** This is a straightforward translation. It's suitable if you're talking about a general process or concept. **Option 2 (More Technical, Emphasizing the Transformation):** * **中文:** 使用 OpenRewrite 重构 Spring REST API 为 MCP 服务器 * **Pinyin:** Shǐyòng OpenRewrite chónggòu Spring REST API wèi MCP fúwùqì * **Explanation:** "重构 (chónggòu)" means "refactor." This is a better choice if you're emphasizing the code transformation aspect of using OpenRewrite. It implies that you're changing the structure of the code to fit the MCP server architecture. **Option 3 (More Specific, Implying Migration):** * **中文:** 使用 OpenRewrite 将 Spring REST API 迁移到 MCP 服务器 * **Pinyin:** Shǐyòng OpenRewrite jiāng Spring REST API qiānyí dào MCP fúwùqì * **Explanation:** "迁移 (qiānyí)" means "migrate." This is suitable if you're talking about moving the API from one platform (Spring) to another (MCP). **Option 4 (Most Concise, Assumes Context):** * **中文:** OpenRewrite 实现 Spring REST API 到 MCP 服务器的转换 * **Pinyin:** OpenRewrite shíxiàn Spring REST API dào MCP fúwùqì de zhuǎnhuàn * **Explanation:** This is the most concise. It assumes the reader already knows you're using OpenRewrite to *do* the conversion. "实现 (shíxiàn)" means "implement" or "achieve." **Which one to choose depends on the context:** * If you're introducing the idea for the first time, Option 1 or 2 is good. * If you're talking to someone familiar with the process, Option 4 is fine. * If you're specifically talking about moving the API to a new platform, Option 3 is best. **Important Considerations:** * **MCP Server:** Make sure the reader understands what "MCP Server" refers to. If it's a specific product or technology, you might need to provide more context or a brief explanation elsewhere. * **OpenRewrite:** Assuming the audience knows what OpenRewrite is. If not, a brief explanation might be needed. I would probably lean towards **Option 2 (重构)** if I were talking to a technical audience about the code changes involved. If it's a more general audience, **Option 1 (转换)** is safer.

GitLab-MCP-Server

镜子 (jìng zi)

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline status, test reports, and discussion management.

Kaggle MCP Server

用于与 Kaggle 竞赛交互的 MCP 服务器

Sequential Thinking MCP Server (Python Implementation)

一个使用官方模型上下文协议 (MCP) Python SDK 实现的顺序思考 MCP 服务器。 该服务器促进了用于解决问题和分析的详细、逐步的思考过程。

lsfusion-mcp

Enables RAG-powered documentation search using OpenAI embeddings and Pinecone vector database. Provides an extensible framework for adding additional tools with support for both local STDIO and production HTTP transports.

Ghost CMS MCP Server

Enables comprehensive management of Ghost CMS instances through the Admin API, supporting content operations (posts, tags), member management, newsletters, tiers, offers, and webhooks through natural language interactions.

arXiv MCP Server

Enables AI assistants to search and retrieve academic papers from arXiv through MCP tools, supporting search by various criteria, detailed paper information, category browsing, and PDF content extraction.

User Prompt MCP

一个用于 Cursor 的模型上下文协议 (MCP) 服务器，它允许在生成过程中请求用户输入。 (Or, a slightly more formal translation:) 一个为 Cursor 设计的模型上下文协议 (MCP) 服务器，该服务器能够在生成内容的过程中请求用户提供输入。

Starterbox

A meta-MCP server that helps users install and configure other MCP servers directly through Claude prompts, supporting both npm and PyPi packages.

Iris MCP

Enables Claude Code instances across different project directories to communicate and coordinate. Stay in one project while asking questions to teams in other codebases through cross-project messaging and coordination.

Alpaca Trading MCP Server

一个模型上下文协议服务器，它与 Alpaca 交易 API 接口，允许用户通过自然语言交互来管理投资组合、下单交易和访问市场数据。 (Alternatively, a slightly more formal translation:) 一个模型上下文协议服务器，该服务器与 Alpaca 交易 API 对接，使用户能够通过自然语言交互管理投资组合、执行交易并获取市场数据。

lsp-mcp

A multi-language code analysis server that helps LLMs or humans automatically lint, type-check, and improve code with minimal installation friction, currently supporting Python with plans for other languages.

NASA ADS MCP Server

Provides seamless access to the NASA Astrophysics Data System (ADS) for searching astronomical papers, tracking citations and metrics, managing paper libraries, and exporting BibTeX references through natural language conversation.

MCP CLI Command Server

Provides safe, controlled access to network and system diagnostic tools including ping, nmap, dig, traceroute, curl, and whois for troubleshooting connectivity, scanning ports, and performing DNS lookups through whitelisted commands with security validation.

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.

VPS Initialize

Enables automated VPS initialization and management through SSH connections. Supports installing common services like Node.js, Nginx, and Redis, configuring domains with SSL certificates, and setting up GitHub CI/CD pipelines with deploy keys.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries to view merge requests, code reviews, discussions, pipeline test results, and respond to comments directly from chat.

MCP Git Explorer

一个简单的 MCP 服务器，用于获取远程 Git 仓库内容并将其作为结构化文本文件返回。 (Simplified: 一个简单的 MCP 服务器，用于获取远程 Git 仓库内容并将其作为结构化文本文件返回。)

ProductMaster MCP Server

Enables natural language search and management of product information through a flexible API wrapper. Supports fuzzy search with multiple filtering criteria, detailed product retrieval, and statistical analysis of products by type, currency, and risk level.

Brightspace MCP Server

Enables Purdue University students to access their Brightspace academic data including courses, assignments, and grades through web scraping with Duo Mobile 2FA authentication. Provides programmatic access to student academic information when official API access is restricted.

MCP Background Job Server

An MCP server that enables coding agents to execute and manage long-running shell commands asynchronously with capabilities for process monitoring, interaction, and lifecycle management.

@magicuidesign/mcp

Magic UI 的官方 MCP 服务器。

GitHub MCP Server Test

使用 GitHub MCP 服务器创建的测试仓库。

Memory MCP Server (Go)

一个提供知识图谱管理功能的模型上下文协议服务器。

MCP Collections

MCP 服务器合集

AMap Maps MCP Server

Enables location-based services through AMap/AutoNavi Maps API including geocoding, weather information, route planning, and POI searches. Supports multiple transportation modes and provides detailed geographic data for Chinese locations.