Discover Awesome MCP Servers

intenttext

IntentText MCP server lets AI agents parse, validate, query, diff, and render IntentText (.it) documents. It exposes 9 tools for safe parsing, workflow validation, HTML/print rendering, template merging, and round-trip source generation.

Memory Engineering MCP

Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.

Qlik MCP Server

Connects AI assistants like Claude to Qlik Cloud and Qlik Sense Enterprise environments, enabling natural language interactions for analytics, app management, reloads, user administration, and data governance across 34 tools.

Nexus-MCP

A fully local, open-source MCP server that replaces Azure AI Foundry, enabling model management, inference, evaluation, and RAG using Ollama without any cloud dependencies.

ComplianceIQ MCP Server

Generates professional compliance documents like privacy policies and terms of service directly from AI tools. Supports multiple document types and export formats with API integration.

Neptune MCP Server

Enables AI agents to deploy applications to AWS with DevOps capabilities by automatically inferring infrastructure needs from code and generating inspectable Infrastructure as Code specifications.

Bright Data MCP

用于模型上下文协议的 Bright Data 官方服务器，该协议使像 Claude Desktop 这样的 AI 助手能够参考并根据实时公共网络数据做出决策。

LLMDotfiles MCP Server

A Model Context Protocol server that scans and exposes AI-related dotfiles and configuration files to LLM agents, helping them understand project context and guidelines.

PyAirbyte MCP Server

Generates complete PyAirbyte data pipeline code and setup instructions for moving data between 600+ Airbyte source and destination connectors or to Pandas DataFrames, using AI-powered context-aware guidance based on connector documentation.

Aptos Blockchain MCP

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.

Quick-start Auto MCP

一个工具，可以帮助你在 Claude Desktop 和 Cursor 中轻松注册 Anthropic 的模型上下文协议 (MCP)，从而提供 RAG 功能、Dify 集成和网页搜索能力。

Weather Service MCP

A learning project demonstrating how to build MCP servers with Python, featuring weather query tools that showcase custom tool creation, configuration, and integration with AI assistants.

ElevenLabs MCP Server

Official ElevenLabs Model Context Protocol server that enables AI assistants like Claude to interact with Text to Speech and audio processing APIs, allowing them to generate speech, clone voices, transcribe audio, and create soundscapes.

IX-API MCP Server

An auto-generated Multi-Agent Conversation Protocol Server that enables interaction with the IX-API (Internet Exchange API) through natural language, allowing for management of interconnection services in data centers.

Context Mode

An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

PubChem MCP Server

Enables AI agents and applications to search, retrieve, and analyze chemical compounds, substances, and bioassays from PubChem's vast chemical information database through comprehensive tools for chemical research and discovery.

MySQL MCP Server

A comprehensive MySQL interface for the Model Context Protocol that enables database management, SQL execution, and performance analysis. It features a robust Git-style version control system with automatic backups, secure permission management, and precise rollback capabilities for all data operations.

Swarms MCP Documentation Server

An Agent Framework Documentation server that enables AI agents to efficiently retrieve information from documentation databases using hybrid semantic and keyword search for seamless agent integration.

MCP Weather Server

Enables users to get current weather information for any city through a simple JSON-RPC interface. Integrates with OpenWeatherMap API to provide real-time weather data including temperature, conditions, and other meteorological information.

MCP Port Scanner

An intelligent layered port scanning service based on MCP protocol, designed for AI assistants and development tools to perform network security analysis with real-time feedback.

mcp-bitbucket-dc

An MCP server for Bitbucket Data Center that enables AI assistants to search code, browse files, and manage pull requests through a standardized interface. It supports comprehensive repository exploration, including Lucene-style code searching and direct file content access.

Google Sheets MCP Server

Provides a secure bridge for AI assistants to interact with the Google Sheets API via 31 tools for spreadsheet management, data manipulation, and table-level operations. It supports both Service Account and OAuth 2.0 authentication for tasks including batch updates, CSV imports, and conditional formatting.

Kagi MCP Server

用 Go 编写的 Kagi MCP 服务器

Web Proxy MCP Server

Intelligent HTTP/HTTPS proxy server with MCP integration for automated traffic monitoring, analysis, and browser setup.

Context Management System

Enables AI development tools to maintain context across chat sessions with automatic branching, progress tracking, and TODO management for different tasks.

Sprintra

AI-native project management with persistent memory for coding agents. 17 MCP tools for features, stories, sprints, architecture decisions, knowledge base, and session tracking.

Reconnaissance Blind Chess MCP Server

Enables humans and LLMs to play Reconnaissance Blind Chess (a chess variant with limited vision) locally against AI bots or remotely on the official RBC server at rbc.jhuapl.edu.

JMAP MCP Server

JMAP MCP Server