Discover Awesome MCP Servers

Context Optimizer MCP Server

Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.

Dify Tools MCP Converter

Converts Dify tools' API to MCP (Model Control Protocol) compatible API, allowing tools created in Dify to be accessed from MCP clients like Cherry Studio.

AbletonMCP Enhanced

Connects Ableton Live to AI assistants through Model Context Protocol (MCP), enabling natural language control of music production tasks like track creation, MIDI editing, instrument loading, and playback control.

GNews MCP Server

Enables searching news articles and retrieving top headlines from the GNews API with support for filtering by topic, language, and country.

MCP Server: RepairWorld

Please provide the MCP server code you would like me to translate. I need the English text of the code to translate it into Indonesian. For example, you could provide something like this: ```python # Example MCP Server Code (Python) import socket HOST = '127.0.0.1' # Standard loopback interface address (localhost) PORT = 65432 # Port to listen on (non-privileged ports are > 1023) with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() conn, addr = s.accept() with conn: print(f"Connected by {addr}") while True: data = conn.recv(1024) if not data: break conn.sendall(data) ``` Once you provide the code, I will translate it into Indonesian, including comments.

MCP Automotivo

Enables natural language analysis of automotive sales data stored in MariaDB using Google Gemini AI to automatically generate and execute SQL queries from Portuguese language questions.

Amadeus Agent

A proof-of-concept MCP server that allows LLM agents to query live flight booking information via Amadeus, including cheapest tickets, destinations, and airline routes.

LOINC API MCP Server

Proyek ini menyediakan *wrapper* Python modular untuk LOINC API, dengan antarmuka server MCP yang terintegrasi secara mulus dengan Claude Desktop untuk pencarian dan standarisasi terminologi medis yang cerdas.

Multi-Server MCP Project

A multi-server implementation that uses OpenAI's LLM to orchestrate multiple tool servers providing web search, weather lookup, random facts, and PostgreSQL database querying capabilities.

ForexFactory MCP Server

Enables access to ForexFactory economic calendar data through MCP resources and tools. Supports retrieving economic events by time periods for integration with trading assistants and agentic workflows.

Nabu + Nisaba

Provides semantic code intelligence tools (search, structural views) and a workspace TUI interface for LLM agents to efficiently navigate codebases, manage context, and maintain architectural patterns across Python, Java, C++, and Perl projects.

Serveur MCP SSE pour Google Docs

Server MCP SSE yang berspesialisasi dalam pengelolaan dokumen Google Docs.

Gemini Chat MCP

Enables chatting with Google Gemini AI models and custom Gems, supporting text and image generation with automatic cookie synchronization via Chrome extension.

signal-mcp-server

MCP Server for retrieving Signal messages using signal-export logic.

Scraper MCP

A context-optimized web scraping server that converts HTML to markdown/text and applies CSS selectors server-side, reducing token usage by 70-90% while providing AI tools with clean, filtered web content.

App Store Connect MCP Server

Enables AI assistants to access App Store Connect data including financial metrics, subscription analytics, app performance data, and revenue insights. Provides real-time iOS app metrics through secure API integration with rate limiting and comprehensive reporting capabilities.

Fetch MCP Server

Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown format. Supports chunked reading of large pages and can access both public websites and local networks.

SSI Stock Data MCP Server

A Model Context Protocol server that enables AI assistants to query Vietnam stock intraday data from SSI FastConnect API, providing access to stock codes, detailed information, index data, and OHLC information through natural language queries.

MCP Employee API Server

Enables AI assistants to manage employee data through a REST API with full CRUD operations. Provides tools to create, read, update, and delete employee records via the Model Context Protocol.

Obsidian MCP

Server Protokol Konteks Model yang memungkinkan asisten AI untuk membaca, menulis, dan memanipulasi catatan di vault Obsidian Anda melalui antarmuka yang terstandardisasi.

MCP Worktree Voting Server

Enables parallel implementation of tasks using git worktrees, allowing you to create multiple variants of a solution, evaluate them side-by-side, and select the best one.

MCP OpenAI Tools

Provides access to OpenAI's advanced models (including o3) with integrated web search, Python code interpreter, and combined analysis capabilities. Enables users to perform web searches, execute code in sandboxed environments, and combine search with analysis through natural language.

kubernetes-mcp

A Model Context Protocol (MCP) server that provides safe, read-only access to Kubernetes resources for debugging and inspection. Built with security in mind, it offers comprehensive cluster visibility without modification capabilities.

MCP PII Tools

Enables high-precision detection, anonymization, encryption and decryption of personally identifiable information (PII) in text using GPT-4o-based detection and advanced cryptographic methods. Supports both deterministic encryption for searchable data and format-preserving encryption for structured identifiers.

BusyBee

Autonomous TDD coding agent that converts specifications into feature lists and implements them using test-driven development with pause/resume capabilities, live progress monitoring, and automatic git commits.

OrgFlow MCP

Enables comprehensive organizational data management including employee tracking, team coordination, project management, asset oversight, and performance monitoring. Provides a centralized system for managing all aspects of organizational operations through natural language interactions.