Browse 28,023 community-built MCP servers
A specialized MCP server that provides cocktail recommendations and recipe retrieval using a local RAG pipeline powered by LangChain, FAISS, and Groq.
Enables AI assistants to search, retrieve, and assemble Bootstrap UI components from the Webpixels library. It provides tools to explore component categories, fetch HTML snippets, and build complete web pages.
A comprehensive security scanning tool for auditing project dependencies, source code vulnerabilities, and exposed secrets, generating detailed reports in Spanish with prioritized remediation steps.
A local audio transcription server that utilizes whisper.cpp and ffmpeg to provide offline speech-to-text capabilities with support for various models and audio formats.
A Python-based MCP server that automates WhatsApp Web using Playwright to manage chats and messages. It enables users to list conversations, send messages, and retrieve history through a local browser automation interface.
Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.
An MCP server that enables LLMs to search YouTube, retrieve video information, and access video transcripts through standardized tools.
A production-ready suite of nine specialized solvers for resource allocation, network flow, portfolio management, and scheduling with native Monte Carlo uncertainty integration.
A multi-agent runtime that coordinates six specialized agents through a typed artifact pipeline with 41 RPC methods. It features dynamic autonomy levels and context sufficiency scoring that adjust agent behavior based on the operator's state and task requirements.
A specialized MCP server that enables AI models to automate Peggle gameplay through screen capture and simulated mouse interactions.
Unified job aggregator for AI agents. Searches 1,680+ opportunities across x402 Bazaar, RentAHuman, Virtuals Protocol, ClawTasks, Work402, Moltverr, AgentWork, m/jobs, and Clawlancer.
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.
A deterministic IVR flow validator that analyzes JSON definitions for structural errors and best practices, featuring a Skybridge widget for interactive visualization in AI clients.
IMCP - Insecure Model Context Protocol The DVWA for AI Security! Welcome to IMCP – a deliberately vulnerable framework that exposes 16 critical security weaknesses in AI/ML systems. Whether you're a security researcher, developer, or educator, IMCP is your playground for hands-on learning about real
Deprecated - renamed to shippingrates-mcp-server
MCP (Model Context Protocol) Server. Provides automated snapshot functionality for capturing and managing system or application state at specific points in time
A technical article aggregator and personal recommendation engine that fetches data from Qiita, Dev.to, NewsAPI, and Hacker News, provides AI summaries via Gemini, and syncs articles to Notion.
Enables Claude Desktop users to generate and edit high-quality images using Google's Gemini AI. Supports text-to-image generation, image transformations with text prompts, and automatic local saving with multilingual support.
Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.
Connect your Oura Ring to Claude AI assistants. Health metrics with smart analysis tools.
Opens a browser to monitor and retrieve console logs and network requests, providing structured data about web page behavior to LLMs.
Give AI agents a real phone number and voice. Make calls, send email, manage contacts — 26 tools, 12 resources.
A professional MySQL MCP server that provides comprehensive database management, anomaly analysis, performance optimization, and health monitoring diagnostics.
MCP server exposing cellar-door EXIT and ENTRY verifiable markers as AI-native tools
A lightweight proxy for the official GitHub MCP server that uses a YAML whitelist to filter tools, reducing context window usage while providing meta-tools for tool discovery.
A multi-model research agent platform supporting Claude, Gemini, and OpenAI models with web search capabilities, thinking-enabled features, and citation support for advanced research workflows.
Provides comprehensive natural language control over Google Workspace services including Gmail, Drive, Calendar, Docs, Sheets, Slides, Forms, Tasks, and Chat. Features multi-user OAuth 2.1 support, flexible tool tiers, and seamless integration with AI assistants.
A Python-based server that helps users easily install and configure other MCP servers across different platforms.
A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.