Discover Awesome MCP Servers

MCP Java Testing Agent

Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle checking through MCP tools. Enables iterative improvement of test coverage and code style until quality goals are met.

dex-kline-mcp

An MCP server that streams K-line (candlestick) data from decentralized exchanges (DEXs) to power your AI agents and workflows.

SVM-MCP

A Model Context Protocol server that connects Claude AI with SOON and other SVM-based blockchains, allowing users to check account balances, fetch recent transactions, and view token holdings on SOON's testnet and mainnet.

You Need A Budget (YNAB) MCP

An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

MCP Chatwork Server

Enables AI agents to interact with Chatwork by reading and sending messages, managing tasks, listing room members, and performing room operations through the Chatwork API.

Semantic Cache MCP

Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.

YindDao RPA MCP Server

A server implementing the Model Context Protocol (MCP) that connects YindDao AI Power with MCP Hosts, enabling AI to utilize RPA capabilities for workflow automation.

Perplexity MCP Server

An Apify Actor implementing the Model Context Protocol for Perplexity API, enabling AI assistants to search and access information through a standardized interface.

Memory MCP

A Rust-based MCP server that provides long-term memory capabilities for AI agents using keyword-based storage and retrieval. It supports isolated namespaces for different users or projects, allowing LLMs to remember and recall information across sessions.

MCP Universal Test Suite Generator

Enables AI assistants to analyze Java and Web projects, automatically generate unit tests (JUnit) and end-to-end tests (Selenium), and execute them directly through Maven or NPM commands.

CISA M365

이 MCP 서버는 Microsoft 365 클라우드 서비스에 대한 CSA BOD 25-01 요구 사항에 따라 다양한 정책을 구현합니다.

remote-control-mcp

Enables AI services like Claude and Cursor to remotely control a Mac by executing shell commands, managing files, and running AppleScript for UI automation. Access is secured through OAuth 2.0 authentication and encrypted tunnels to protect remote interactions.

Giphy MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Giphy API, allowing agents to search, retrieve, and manage GIF animations through natural language commands.

Intervals.icu MCP Server

Claude를 Intervals.icu API와 연결하여 활동, 운동, 건강 지표 및 훈련 이벤트를 포함한 피트니스 데이터를 검색합니다.

MCP Server Demo

A monorepo containing three Model Context Protocol (MCP) servers that enable natural language interaction with databases, GitHub repositories, and time/timezone services.

Senior Developer Job Description MCP Server

Provides hiring guides and discovery checklists to help users craft compelling job descriptions for senior developer roles. It includes tools to analyze existing descriptions against best practices and generate clarifying questions to fill information gaps.

roampal-core

Outcome-based persistent memory for AI coding tools.

Postgres MCP Server

A Model Context Protocol server that enables querying PostgreSQL databases with tools for executing SELECT queries, inspecting database schemas, and listing tables through natural language.

FL Studio MCP Server

Enables AI assistants to control FL Studio on Windows through a local MCP server without cloud dependencies. Bridges MCP clients to FL Studio's Python scripting environment via file-based IPC for project management, transport control, and UI workflow automation.

Primp MCP Server

An MCP server that provides HTTP client capabilities with browser impersonation for Chrome, Firefox, Safari, and Edge across multiple operating systems. It enables tools for making authenticated web requests, handling multipart file uploads, and retrieving responses in various formats.

iPhone MCP Server

Enables iPhone automation through Appium integration, allowing users to control apps, capture screenshots, interact with UI elements, and perform touch operations via natural language commands.

Arduino MCP Server

Enables AI assistants like Claude to control Arduino boards in real-time, allowing users to turn LEDs on and off through natural language commands using the Model Context Protocol and Firmata.

MCP Sage

An MCP server that provides tools for getting second opinions or detailed code reviews from Gemini 2.5 Pro by embedding file contents in prompts, allowing it to handle large codebases with extensive context.

GeoIP MCP Server

An MCP server that provides IP geolocation services using MaxMind's GeoIP2 databases, allowing users to retrieve geographical information for single or multiple IP addresses including country, city, coordinates, and ASN details.

agent-toolbelt

Agent Toolbelt is an MCP server exposing 11 focused API tools for LLM agents — schema generation, text extraction, token counting, CSV conversion, Markdown conversion, URL metadata, regex builder, cron expressions, address normalization, color palettes, and brand kits. Each tool is a focused microservice with structured input/output, WCAG-scored color data, USPS address parsing, and multi-model to

Qdrant MCP Server

Enables storing and retrieving information using semantic search with Qdrant vector database. Acts as a memory layer for LLMs to persistently store and semantically search through information and metadata.

Agent Index MCP Server

Enables users to search and discover over 500 AI agent endpoints and x402 APIs directly from MCP-compatible clients like Claude and Cursor. It provides tools to query endpoints by keyword, category, or capability while offering access to detailed provider statistics.

Google Forms MCP Server

자연어 명령을 통해 Google Forms API와 상호 작용하여 양식을 만들고, 질문을 추가하고, 응답을 검색할 수 있습니다.

Name: CryptoScholar

Crypto technical analysis inside Claude. Get live TA from Binance (EMA, RSI, MACD, ADX, TSS score), macro market context (ARS/MRS scores), coin ranking, and a grounded bull/bear debate — no chart-switching needed.

git MCP server

Slack API를 위한 MCP 서버로, Claude가 Slack 워크스페이스와 상호 작용할 수 있도록 합니다.