Discover Awesome MCP Servers

Artificial Virtual Assistant (AVA)

An MCP server that provides AI applications with a toolset for an Artificial Virtual Assistant (AVA) integrated with the Gmail API. It enables users to automate email management and personal tasks through secure Google OAuth authentication.

PubMed MCP

Enables searching and retrieving academic article metadata from PubMed through a simple HTTP interface. Provides curated article summaries including titles, authors, publication dates, and DOIs for research and academic content discovery.

Framelink MCP for Figma

Enables AI coding agents to access Figma design data by fetching and simplifying layout and styling metadata. This allows developers to accurately implement UI designs in code directly from Figma file links.

CtrlTest MCP Server

Enables control system analysis and testing through PID controller evaluation against second-order plants. Provides regression testing utilities with step response analysis, gust rejection metrics, and settling time calculations for control engineering applications.

Semantic Scholar MCP Server

Enables access to the Semantic Scholar Academic Graph API for searching and retrieving detailed information about academic papers, authors, citations, and references.

Cloud Logging API Server

An MCP server that enables interaction with Google Cloud Logging API, allowing users to write, read, and manage log entries and configurations through natural language.

ProdE AI ProdE AI makes is your 24/7 available pr

Preserves context across multiple codebases with AI capabilities. For more info visit https://app.prode.ai

ZeroBounce MCP Server

A Model Context Protocol server that allows interaction with the ZeroBounce email validation service, enabling users to validate individual emails, check account credits, and perform bulk validations.

claude-code-mcp

A comprehensive guide and template collection for building model Context Protocol (MCP) servers using FastMCP and deploying them to Google Cloud Run.

Toggl MCP Server

Enables fetching and analyzing Toggl time tracking data with intelligent parsing of Fibery entity references from task descriptions. Features smart caching, user filtering, and aggregated reporting to help track time spent on specific projects and entities.

MCP QR Code Server

A server that connects large language models to QR code generation capabilities via Model Context Protocol, supporting multiple content types (URLs, WiFi credentials, contacts, text), output formats, and customization options.

Volcengine Knowledge Base MCP

一个 Claude 桌面 MCP 服务器，为火山引擎知识库提供知识库搜索和聊天功能，允许用户搜索和与其外部知识库进行聊天。

guardian-engine

Verifies cooking recipes against professional master standards to ensure technical accuracy and authenticity. Evaluates specific details like cooking techniques, temperatures, and timing for a wide range of global dishes. Provides detailed feedback and authenticity scores to help maintain culinary quality and consistency.

Amazon Leadership Principles MCP Server

Serves as a Model Context Protocol server that provides tools to look up Amazon Leadership Principles and access video transcripts for integration with Amazon Q CLI.

Port MCP Server

一个 MCP 服务器，使 Claude 能够与 Port.io 的 AI 代理交互，允许用户通过提示词触发该代理，并接收结构化的响应，包括状态、输出和行动项。

MIST.cash MCP Server

Enables AI agents to interact with MIST.cash privacy-preserving payment protocol on Starknet, supporting private transactions with multiple tokens (ETH, USDC, USDT, DAI) through zero-knowledge proofs.

MCP TypeScript Template

A TypeScript template for building remote Model Context Protocol servers with modern tooling including Vite, Express, ESLint, Prettier, and Docker support. Includes an example echo tool to demonstrate MCP tool implementation.

mcpMulti.py

一个简单的聊天循环，包含多个 MCP 服务器。

Solafon MCP

An MCP server for building AI-powered bots and interacting with Solana wallets on the Solafon platform. It enables users to manage messages, check token balances, and handle transactions through natural language in MCP-compatible AI tools.

Paws-on-MCP

A comprehensive Model Context Protocol (MCP) server implementing the latest MCP specification with tools, resources, prompts, and enhanced sampling capabilities that features HackerNews and GitHub API integrations for AI-powered analysis.

Semantic API

Natural language API discovery MCP server. Search 700+ API capabilities across 163 current providers, get, exact endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.

Test Runner MCP

通过模型上下文协议接口，促进对各种测试框架（包括 Bats、Pytest、Flutter、Jest 和 Go）的统一执行和结果解析。

agnt

Bridges AI coding agents with the browser to provide visual debugging, real-time error capture, screenshot capabilities, DOM inspection, and interactive wireframing through a reverse proxy with injected developer tools.

s-GitHubTestRepo-HJA2

created from MCP server demo

HDU Academic System MCP Server

Enables AI assistants to interact with Hangzhou Dianzi University's academic system through automatic login and course schedule retrieval. Supports secure authentication and structured academic data access for HDU students.

APRS.fi MCP Server

A Model Context Protocol server that provides access to APRS.fi API for ham radio position tracking and balloon chase operations, enabling AI-powered APRS data analysis through Claude Code.

e-Gov Law MCP Server

Enables intelligent search and retrieval of Japanese legal statutes through the e-Gov API. Supports smart lookup of laws and articles with abbreviation recognition, batch processing, and multi-tier caching for high-performance legal research.

KURA Notes MCP Client

Enables Claude Desktop to interact with KURA Notes API for semantic search, note creation, retrieval, and management. Supports natural language queries to search, create, retrieve, list, and delete notes with metadata like titles, tags, and annotations.