Discover Awesome MCP Servers

GAM MCP Server

Enables Google Workspace administration through the GAM CLI, allowing Claude to manage users, groups, and organizational units via natural language.

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.

CodeCortX-MCP

A lightning-fast, language-agnostic code analysis MCP (Model Context Protocol) server built in Rust

Enhanced MCP Server

A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.

OpenStride MCP Server

Model Context Protocol (MCP) server that allows AI assistants to access and analyze your OpenStride training data.

Memory Server

Menyediakan fungsionalitas knowledge graph untuk mengelola entitas, relasi, dan observasi dalam memori dengan aturan validasi yang ketat untuk menjaga konsistensi data.

Ollama MCP Database Assistant

Sebuah antarmuka obrolan interaktif yang menggabungkan kemampuan LLM Ollama dengan akses database PostgreSQL melalui Model Context Protocol (MCP). Ajukan pertanyaan tentang data Anda dalam bahasa alami dan dapatkan respons bertenaga AI yang didukung oleh kueri SQL nyata.

SINT Protocol

Security-enforcing MCP proxy that sits between an AI agent and any number of downstream MCP servers, intercepting every tool call through a capability-token policy gateway that can allow, deny, or escalate to human approval before the call reaches any real tool. It also exposes built-in operator tools for approval workflows, audit trail queries, token management, voice/HUD output, and hierarchical

Model Context Protocol (MCP) Implementation in Go

Golang MCP Server (Server MCP Golang)

MCP Server with SSE and Bearer Authentication

A TypeScript implementation of a Model Context Protocol server that enables real-time communication with LLM clients using Server-Sent Events (SSE) for transport and Bearer Token authentication for security.

mcp-playwright

🚀 Active Fork of executeautomation/mcp-playwright This repository is an actively maintained continuation of the original MCP Playwright server: >👉 https://github.com/executeautomation/mcp-playwright A Model Context Protocol server that provides browser automation capabilities using Playwright.

Synesthetic MCP

Enables validation, diff generation, and backend population for Synesthetic assets using schema-compliant resources and tools. Serves as an MCP adapter that enforces schema compliance and integrates with the Synesthetic asset generation pipeline.

Global Papers MCP

Unified academic paper search MCP server integrating OpenAlex, Semantic Scholar, CrossRef, and arXiv APIs, enabling Claude to search and analyze over 500 million scholarly papers.

KAIA-MCP Server

Enables AI agents to interact with DeFi protocols on the KAIA blockchain, including lending on KiloLend, token swaps on DragonSwap, price queries, and wallet operations through natural language.

venv-mcp-server

An MCP server that manages Python virtual environments using uv, allowing LLMs to reliably resolve dependencies and update virtual environments.

simpson-strong-agent

Headless MCP server for Simpson Strong-Tie product data. Provides AI agents with structural connector lookups, load calculations, code compliance verification, and engineering specifications.

korean-people-persona

MCP server for querying a database of 1 million Korean personas with full-text search, enabling AI agents to retrieve detailed demographic, professional, and personal profiles.

Fpl Universal MCP Server

Provides a standardized interface for interacting with Fpl's tools and services through a unified API.

HR MCP Server

Server Protokol Konteks Model yang memungkinkan Claude Desktop untuk mengakses data karyawan terstruktur dan melakukan operasi SDM termasuk pencarian karyawan, penelusuran, dan permintaan cuti global.

WebScraping.AI MCP Server

Implementasi server Model Context Protocol (MCP) yang terintegrasi dengan WebScraping.AI untuk kemampuan ekstraksi data web.

SkillForge

An MCP server that makes your AI agent learn and evolve by capturing feedback as reusable, persistent skills that improve over time.

Grep MCP Server

Provides powerful text search capabilities using the grep command-line utility, allowing users to search files and directories using both natural language descriptions and regex patterns.

RoboDK MCP Server

Enables AI agents to control RoboDK robotics simulation software, allowing them to manage stations, add robots, and inspect station hierarchies through natural language commands.

Talk to Figma MCP

An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

Prompt Optimizer MCP Server

An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.

Frankfurter Currency Exchange MCP

Provides real-time and historical exchange rate data for JPY against major currencies using the Frankfurter API. It enables AI agents to perform currency conversions and generate detailed Japanese Yen fluctuation analysis reports.

Home Assistant Integration

Integrasi Model Context Protocol (MCP) yang memungkinkan asisten AI untuk mengontrol perangkat Home Assistant dengan mencari entitas dan mengendalikan perangkat melalui perintah bahasa alami.