Discover Awesome MCP Servers

GitLab MCP Server

一个模型上下文协议服务器，使 AI 助手能够与 GitLab 仓库进行交互，从而可以通过 RESTful API 集成来执行诸如管理合并请求、搜索项目和创建评论等任务。

test-mcp-server

Repository for test MCP server

Desktop Image Manager MCP Server

一个模型上下文协议服务器，用于管理桌面图像，提供统计、列出和压缩存储在桌面上的图像文件的功能。

Seoul Public Data MCP Server

通过模型上下文协议服务器提供对首尔公共数据的访问，包括地铁乘客统计数据和文化活动信息。

AST MCP Server

Provides advanced code structure and semantic analysis through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG) across multiple programming languages. It enables tasks like incremental parsing, complexity analysis, and AST diffing to help models understand and navigate codebases.

Dedalus MCP Documentation Server

Enables AI-powered querying and serving of markdown documentation with search, Q\&A capabilities, and document analysis. Built for the YC Agents Hackathon with OpenAI integration and rate limiting protection.

InDesign MCP Server

Enables text manipulation in Adobe InDesign documents via Claude Desktop by providing tools to add, update, remove, and retrieve text content through ExtendScript API.

MCP Atlassian + Bitbucket

A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports both Cloud and Data Center deployments. It provides 136 tools for managing issues, searching documentation, and handling Git workflows like pull requests and pipelines.

MCP Character Counter

Provides detailed character analysis for text, counting total characters, characters without spaces, letters, numbers, and symbols through a simple MCP tool interface.

Claude Context Local

Provides semantic code search capabilities that run 100% locally using EmbeddingGemma embeddings. Enables finding code by meaning across 15 file extensions and 9+ programming languages without API costs or sending code to the cloud.

Memory Bank Server

提供一个基于 MCP 的集中式系统，用于远程管理和访问多项目内存库，并具有项目隔离、文件结构验证和类型安全操作等功能。

Gigaspec

An AI-native specification framework that enables deep requirements analysis and structured project planning through intelligent Q\&A workflows. The MCP server provides tools for project initialization, requirement analysis, and the generation of living documentation like development plans and architecture specs.

Yahoo Finance MCP for LLaMA 3.2 3B

将 Yahoo Finance API 与 LLaMA 3.2 3B 集成，使用户能够检索实时股票价格、公司信息、历史数据和市场新闻，同时保持模型原有的功能。

Memorious MCP

Provides AI assistants with long-term semantic memory capabilities through local vector-based storage. Enables storing, recalling, and managing information across sessions with complete privacy using ChromaDB, with no data ever leaving your machine.

flaiwheel

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with hybrid search, structured knowledge capture, behavioral nudges, and git-native storage. Zero cloud dependencies.

Stripe MCP Server

A remote MCP server implementation that integrates with Stripe, enabling AI assistants to interact with the Stripe API for payment processing functionality.

MCP Auth Server

A Model Context Protocol (MCP) server with HTTP transport that implements JWT authentication, allowing secure tool execution and prompt handling with role-based access control.

BigQuery Austin Bikeshare MCP Server

Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshare public dataset with structured dimensions and measures through a simplified interface.

Baseline MCP Server

使用 Web Platform API 检查基线状态的 MCP 服务器。

Persona 4 Golden MCP Hack 🦀💰

《女神异闻录 4 黄金版》的基于 Rust 的 MCP 内存修改工具。

deBridge MCP Server

Enables cross-chain cryptocurrency swap quotes and operations using the deBridge DLN protocol. Provides read-only access to swap estimates, supported chains, token information, and order status tracking across multiple blockchain networks.

Perplexity MCP Server

Enables web search functionality through Perplexity AI's API with time-based filtering options. Allows users to search the web for recent information within specified time periods (day, week, month, or year).

memory-bank-loader-mcp

这是一个 MCP 服务器，用于一次性检索内存库目录中的所有文件。其目的是减少加载内存库时 AI 工具的调用频率，从而节省时间和金钱。

Google Search Console MCP Server

Provides AI agents with read-only access to Google Search Console data, including search analytics, index coverage, and sitemap status. It enables users to query clicks, impressions, and ranking performance or check URL indexing status through natural language.

Lumen Resto MCP

Enables restaurant reservation management and schedule checking through Supabase with multi-tenant support. Designed for WhatsApp and phone agents to verify opening hours, create reservations with automatic table assignment, and handle multiple restaurants from a single server.

Claude Code Control MCP

Enables programmatic execution of coding tasks and autonomous file operations using Claude AI. It allows agents to search codebases, run shell commands, and track file changes through the Model Context Protocol.

BCI-MCP Server

一个将脑机接口技术与模型上下文协议集成的框架，旨在实现实时神经信号处理和人工智能驱动的交互，应用于医疗保健、辅助功能和研究领域。