Discover Awesome MCP Servers

Mnemos

A self-hosted, multi-context memory server that enables AI agents to search and retrieve information from local documents and crawled websites via MCP tools. It runs fully offline using Postgres and Ollama to provide secure, private knowledge management and retrieval-augmented generation.

Xray MCP Server

Enables vulnerability scanning of web applications using the xray security scanner. Provides URL scanning capabilities with configurable crawlers, plugins, and POCs to detect security vulnerabilities through natural language interactions.

Sovereign Universal Memory MCP

Provides a persistent, vendor-neutral memory layer that allows AI tools and agents to share context and knowledge across different platforms while maintaining local data ownership. It enables users to store, recall, and manage structured memories through hybrid semantic search and automated context assembly.

mcp-arena

A robot battle prototype that enables users to design, validate, and simulate AI combat scripts through an MCP-integrated consultative workflow. It allows AI agents to guide tactical design, perform DSL script verification, and conduct preview duels before final deployment to Firebase.

ts-refactor-mcp

An MCP server that enables AI agents to move TypeScript files and directories while automatically updating all affected imports using a persistent tsserver instance. This ensures atomic, error-free refactoring that maintains project integrity without manual intervention or wasted tokens.

Magic-API MCP Server

Provides comprehensive development tools for Magic-API including documentation lookup, API testing, resource management, debugging with breakpoints, backup operations, and code search capabilities. Enables developers to efficiently build, test, and maintain Magic-API projects through natural language interactions.

Douyin MCP

Enables automated Douyin video uploads and account management using Playwright for browser simulation. It supports QR code login, cookie persistence, and automated metadata handling for publishing videos through natural language or API commands.

Daraja API MCP Server

Provides AI assistants with access to comprehensive Safaricom Daraja API documentation for all 22 M-Pesa APIs through searchable tools, enabling developers to query payment processing, transaction management, and business operations documentation.

YouTube MCP Server

Provides distraction-free access to YouTube by allowing AI assistants to retrieve subscribed channels, latest videos, and transcripts without algorithmic recommendations. It enables searching within subscriptions and direct reading of video content through simple browser cookie authentication.

Glitchtip MCP Server

Enables interaction with Glitchtip error tracking platform through natural language. Provides access to issues, events, projects, teams, and organization management for comprehensive error monitoring and debugging.

Symphony of One MCP

A multi-agent orchestration system that enables multiple Claude instances to collaborate through a centralized hub with a shared workspace and real-time communication. It features integrated task management, role assignment, and persistent memory to facilitate complex, synchronized agent workflows.

MCP Math Server

Provides basic mathematical operations including arithmetic, square root, and number theory functions like GCD and LCM. Built with TypeScript and includes proper error handling for edge cases like division by zero.

Semantic Search MCP Server

Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.

aptos-dex-mcp

MCP server for Dex on Aptos

Python MySQL MCP

A FastMCP-based server that enables interaction with MySQL databases, supporting client-server communication for querying and analyzing MySQL data.

ML Lab MCP

Transforms AI assistants into a full ML engineering environment for training and fine-tuning models across multiple backends (local GPU, Mistral, Together AI, OpenAI) and cloud providers (Lambda Labs, RunPod, SSH-accessible VPS), with dataset management, experiment tracking, cost estimation, and deployment to Ollama/Open WebUI.

beeper-mcp

在币安智能链上执行 beeper 交易的后端服务

Portable MCP Toolkit

Provides AI-powered code intelligence for any codebase using local LLMs and vector search, enabling semantic code search, pattern analysis, and context-optimized code generation with 90% token savings.

SP-MCP

Bridge between Super Productivity app and MCP servers, allowing Claude Desktop to directly interact with Super Productivity for task management, project organization, and information retrieval.

Hello3DMCP Server

An MCP server that bridges AI clients with a frontend 3D visualization application to control model properties, lighting, and camera settings via WebSocket. It enables real-time manipulation of 3D scenes through natural language commands for scaling, rotating, and coloring models.

MCP Firebase Server

A bridge that enables Large Language Models to read from and write to Firebase Firestore collections through Model Context Protocol (MCP) tools.

Reddit MCP Server

Enables comprehensive Reddit interaction including fetching posts, analyzing users and subreddits, searching content, and creating posts/comments. Supports both read-only mode with client credentials and full functionality with user authentication.

Tavily News Search MCP Server

A remote MCP server that enables searching for news articles on specific topics through the Tavily API without requiring authentication.

UltraThink

A Python-based MCP server that facilitates structured problem-solving through sequential thinking, branching, and confidence scoring. It allows users to track assumptions and manage multiple concurrent reasoning sessions to break down complex tasks.

Local Project Sync

A Model Context Protocol (MCP) server that enables AI applications to access and analyze local code repositories without manual uploads, providing file listing, content reading, code searching, and project structure analysis capabilities.

JSON MCP Server by CData

JSON MCP Server by CData

MCP Azure DevOps Server

A Model Context Protocol server that enables AI assistants to interact with Azure DevOps services, providing capabilities for work item management, project management, and team collaboration through natural language.

mcp-comexstat

mcp-comexstat

n8n Workflow MCP

一个用于生成和管理 n8n 工作流的 MCP 服务器