Discover Awesome MCP Servers

QMCP

A FastAPI-based Model Context Protocol server that enables tool discovery, invocation history, and human-in-the-loop interaction workflows. It features a Python client and CLI for managing automated tasks that require manual approval and persistence.

MCP Server Basic Example

A sample implementation of Model Context Protocol server demonstrating core functionality with simple arithmetic tools and greeting resources.

LiteFarm MCP Server

Connects Claude Desktop to a local LiteFarm installation, enabling farm management, task operations, crop browsing, and direct SQL database operations through natural language commands.

MCP Python Server

A Python-based implementation of the Model Context Protocol that enables communication between a model context management server and client through a request-response architecture.

ragora

Search your knowledge bases from any AI assistant. Ragora is a knowledge marketplace that lets you upload, organize, and search documents using hybrid RAG (dense + sparse vectors). Connect via MCP to search across all your collections directly from Claude, Cursor, VS Code, and more.

browser-devtools-mcp

A Playwright-based MCP server that exposes a live browser as a traceable, inspectable, debuggable and controllable execution environment for AI agents.

MCP Gateway

Reduces LLM context window overhead by proxying multiple MCP servers through a few efficient dispatch tools instead of registering hundreds of individual tool schemas. It supports multi-account routing and tool discovery for both CLI-based and persistent MCP server configurations.

promptpilot-mcp-server

Generate images, video, and audio directly in Claude Code, Cursor, Windsurf, or any MCP-compatible AI agent. 20+ models — Flux, GPT-Image-1, Imagen 4, Grok Imagine, Seedance, ElevenLabs TTS, and more. Free models work without an API key. Paid models require a Pollinations key.

code2prompt-mcp

An MCP server that analyzes codebases and generates contextual prompts, making it easier for AI assistants to understand and work with code repositories.

MCP Server Template

A template repository for creating MCP servers that can be easily containerized and used with MCP clients.

Octopus Deploy MCP Server

Enables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.

Google Calendar MCP Server

Enables AI assistants to retrieve and access Google Calendar events by date through the Google Calendar API. Provides a simple tool interface for querying calendar data with date validation and error handling.

Odoo Accounting MCP Server

Enables querying and analyzing Odoo account journal entries for audit purposes via XML-RPC integration. It allows Claude Desktop to securely interact with Odoo accounting data to facilitate financial data retrieval and analysis.

Kitchen MCP Server

Enables querying food nutritional information, discovering recipes by ingredients or diet type, getting ingredient substitutions, and receiving personalized food recommendations based on mood and season.

WhatsApp MCP Server

Enables seamless integration with WhatsApp through the Model Context Protocol, featuring multi-user support and Supabase cloud storage for persistent message history and media. Users can send messages, search chat records, and manage contacts across platforms like Claude Desktop, Cursor, and OpenClaw.

TwelveLabs MCP 서버

I understand you're looking for server codes related to Twelve Labs' MCP (Media Content Platform). However, I need more context to provide a helpful translation. "Server codes" could refer to a few things: * **API Keys/Authentication Tokens:** These are used to access Twelve Labs' services programmatically. * **Specific Error Codes:** These are returned by the server when something goes wrong with a request. * **Code Snippets for Server-Side Integration:** Examples of how to use Twelve Labs' API in a server-side application. * **Codes related to the internal workings of Twelve Labs' servers (unlikely to be public).** **Please clarify what kind of "server codes" you're looking for.** Once you provide more details, I can translate the relevant information into Indonesian. For example, if you're looking for information about API keys, I can translate: "You need an API key to access the Twelve Labs API." -> "Anda memerlukan kunci API untuk mengakses API Twelve Labs." If you're looking for error codes, I can translate: "Error code 400 means 'Bad Request'." -> "Kode kesalahan 400 berarti 'Permintaan Buruk'." **Without more information, I can only offer a general translation:** "Twelve Labs MCP server codes" -> "Kode server MCP Twelve Labs" **To get the most helpful response, please tell me:** * **What are you trying to achieve with these server codes?** * **Where did you hear about these server codes?** * **What specific problem are you trying to solve?** I look forward to helping you further!

MCP Token Bridge

Bridges MCP tool calls with OpenAI-compatible HTTP endpoints, allowing MCP clients to forward chat completion requests through a unified FastAPI server that returns responses with MCP-specific headers.

Database Query MCP

A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.

Neo4j Knowledge Graph

Memungkinkan penyimpanan dan pengambilan pengetahuan dalam format basis data grafik, memungkinkan pengguna untuk membuat, memperbarui, mencari, dan menghapus entitas dan hubungan dalam grafik pengetahuan yang didukung oleh Neo4j melalui bahasa alami.

Brewteco MCP Server

Integrates Brewteco APIs with AI assistants, enabling natural language queries for sales data, product performance, team analytics, customer segmentation, and detailed customer profiles across multiple store locations.

SSH MCP Server

Enables AI assistants to securely execute shell commands on local machines through an SSH interface with session management, command execution, and sudo support.

Airtable MCP

Memungkinkan aplikasi bertenaga AI untuk mengakses dan memanipulasi data Airtable langsung dari IDE Anda, mendukung operasi seperti membuat kueri, membuat, memperbarui, dan menghapus catatan melalui perintah bahasa alami.

OpenRPC MCP Server

Sebuah server Model Context Protocol (MCP) yang menyediakan fungsionalitas JSON-RPC melalui OpenRPC.

Agoric Dev MCP Server

Provides AI assistants with a comprehensive toolkit for developing, testing, and deploying smart contracts on the Agoric blockchain. It supports key Agoric features such as the Zoe contract framework, ERTP asset handling, and cross-chain orchestration patterns.

Flow-Registration MCP

Provides programmatic access to variational optical-flow motion correction for 2-photon microscopy videos and volumetric 3D scans. It enables AI assistants to perform automated motion correction on microscopy data through the Model Context Protocol.

MCP Gateway

A secure bridge that allows Large Language Models (LLMs) to interact with corporate APIs and services in a controlled and contextualized manner.

trading-mcp

Provides foundational trading utilities by fetching market data through Akshare and computing technical indicators like RSI and MACD using TA-Lib. It enables users to retrieve candlestick data and technical analysis series via a standardized MCP interface.

Twilio Routes MCP Server

An MCP server that enables interaction with Twilio's Routes service through natural language, allowing users to manage SIP domains, trunks, and call routing configurations.