Browse 32,443 community-built MCP servers
VectorCode is a repository indexing tool that uses semantic search and chunking to provide task-relevant code context to LLMs, reducing hallucinations in coding tasks.
A local knowledge graph system providing persistent memory for AI models through structured entities, relations, and context-aware storage. It supports both global and project-local databases with built-in safety markers to ensure secure data management.
An MCP server for codebase indexing and semantic search that provides automatic incremental updates, .gitignore integration, and multi-encoding support to find relevant code snippets.
A macOS-specific MCP server that bridges Claude with the ChatGPT desktop application via AppleScript, allowing for cross-assistant communication and conversation management.
A specialized MCP server that deploys autonomous Browser-Use agents to perform multi-agent QA testing on local or live websites for UI, accessibility, and technical defects.
connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
MCP (Model Context Protocol) Server. Execute code in a secure WebAssembly sandbox supporting Python, JavaScript, C, C++, Ruby, and PHP
A comprehensive MCP server that enables natural language management of Kubernetes clusters, supporting pods, deployments, Helm charts, and security auditing.
k8m is an AI-powered lightweight Kubernetes dashboard and MCP server that enables large language models to manage clusters via 49 built-in tools.
MCP server for Microsoft 365 Copilot
Debug your AI agents
An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.
MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents
`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.
An MCP server that provides AI assistants with real-time access to stock market and cryptocurrency data, including financial statements, historical prices, and company news.
ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.
Make your WordPress site into a simple MCP server, exposing functionality to LLMs and AI agents.
Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information.
An MCP server that enables web search capabilities using DuckDuckGo and provides intelligent content fetching and parsing for LLM-friendly consumption.
A self-hosted RSS reader and personal knowledge management tool.
A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.
An all-in-one developer tool and SDK designed for debugging, managing, and deploying Model Context Protocol (MCP) servers with integrated inspector and interactive testing capabilities.
Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
A static analyzer for Solidity smart contracts that identifies security vulnerabilities and code quality issues in Foundry and Hardhat projects.
A LinkedIn automation server that enables AI assistants to scrape user profiles, analyze company data, and conduct job searches directly through a secure browser session.
MCP (Model Context Protocol) Server. Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel prompt sending and response file saving capabilities.
Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
A tool for the Model Context Protocol (MCP) that enables AI models to search for 12306 Chinese railway ticket information, including train filtering and transfer queries.