Discover Awesome MCP Servers

Read-only Database MCP

Enables read-only access to PostgreSQL and MySQL/MariaDB databases through MCP tools for listing tables, previewing data, and running SELECT queries with a built-in UI for managing database configurations.

NanoBananaPro

Use Nano Banana Pro to generate image from text prompt and edit image

MCP Binance

Enables users to fetch real-time cryptocurrency market data from Binance including OHLCV prices, mark prices, funding rates, and open interest for both spot and futures markets. Provides easy access to Binance trading data through a simple JSON-RPC interface.

Smart Code Reviewer

Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.

SQLite Geography Server

Enables exploration of geographical data including countries, cities, states/provinces, and regions through a SQLite database. Supports searches by name, location coordinates, currency, and regional groupings with comprehensive statistical queries.

Crypto Trading MCP

A Model Context Protocol server that enables price lookup and trading across multiple cryptocurrency exchanges including Upbit, Gate.io, and Binance.

Jira MCP Server

An MCP server that enables interaction with the Jira API to retrieve time-tracking information. It allows users to fetch their logged work hours and specific task details for the current week.

Foreman MCP Server

Enables interaction with Foreman instances to manage systems through the Model Context Protocol. It provides access to Foreman resources and tools, such as security update reports, directly within AI-powered environments like VSCode and Claude Desktop.

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.

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.

LDK MCP Server

Provides real-time Lightning Development Kit expertise for accelerating iOS Lightning wallet development with access to LDK APIs, Swift patterns, event handling, and chain synchronization methods.

Calculator MCP Server

A simple MCP server that provides basic calculator functionality for performing mathematical operations. Built with FastMCP and demonstrates fundamental MCP server implementation patterns.

MCP Data Wrangler

一个用于数据整理的模型上下文协议服务器，它为数据预处理、转换和分析任务提供标准化接口，包括数据聚合和描述性统计。

Firefly

Firefly.ai MCP 服务器是一个基于 TypeScript 的服务器，它能够与 Firefly 平台实现无缝集成。它允许您发现、管理和编纂连接到 Firefly 的云和 SaaS 账户中的资源。

Java Decompiler MCP Server

An MCP server that uses the CFR decompiler to convert Java .class and .jar files back into readable source code. It supports single-file, batch, and recursive directory decompilation with automated CFR tool management.

MLflow MCP Server

Enables AI assistants to interact with MLflow experiments, runs, and registered models. Supports browsing experiments, retrieving run details with metrics and parameters, and querying the model registry through natural language.

Turbo Docs MCP Server

An MCP server that provides access to up-to-date Turbo JS documentation through Claude Desktop and VS Code integrations.

GitLab MCP Server

Connects AI assistants to GitLab, allowing users to manage merge requests, view reviews, and interact with discussions through natural language queries.

Marginalia

提供 Marginalia Search 的访问权限，用于发现非商业和独立的网络内容，返回包含 URL、标题和描述的独特网站。

SharePoint MCP Server

Enables browsing and interacting with Microsoft SharePoint sites and documents through Microsoft Graph API, supporting file search, site listing, document library browsing, and file content retrieval with OAuth2 authentication.

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。

Quarkdown MCP Server

Provides comprehensive Quarkdown document processing capabilities, enabling AI assistants to compile, validate, preview, and batch process Quarkdown documents through a standardized interface.

MCP Tools Documentation

在 VSCode 扩展中，使用 Express 和 SSE 来促进命令行工具的实时发现和文档检索，以实现安全和动态的内容流传输。

xAI MCP Server

Integrates xAI's Grok APIs into Claude Code to enable image and video generation, real-time web searches, and multi-modal image analysis. It provides a suite of tools for interacting with Grok models directly through natural language prompts during a Claude session.

mcp-weather

get weather