Browse 32,443 community-built MCP servers
A specialized MCP server that enables LLMs to interact with Elasticsearch clusters using natural language to list indices, inspect mappings, and execute search queries or ES|QL.
🍯 Memory layer for on-device AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer.
An MCP server that enables AI agents to create and manipulate Excalidraw diagrams in real-time, featuring Mermaid diagram support and a live web-based canvas.
An MCP-compatible comprehensive security tool designed for cloud tenants to discover, test, and mitigate risks across multiple providers like Alibaba Cloud, Tencent Cloud, and Huawei Cloud.
A comprehensive MCP server providing access to Turkish legal databases including Supreme Courts, Constitutional Court, and various regulatory authorities with optimized Markdown retrieval.
A Kotlin Multiplatform project providing real-time bus tracking and schedule information for Galway, featuring clients for Android (Jetpack Compose) and iOS (SwiftUI).
A robust MCP server for secure local file management, enabling AI models to read, write, search, and manipulate files and directories through a controlled API.
Blueprint is an MCP server that generates technical diagrams from text descriptions or code analysis using Nano Banana Pro, featuring asynchronous job management for high-quality architectural visualization.
A comprehensive SDK for building AI-native applications on Baidu Cloud's Qianfan AppBuilder, offering tools for RAG, workflow orchestration, and high-performance AI components like OCR and document parsing.
The Draw.io MCP server enables AI agents to create, modify, and analyze diagrams programmatically within Draw.io through a browser extension integration. It facilitates the automated generation of architectural diagrams, flowcharts, and visual models via standardized MCP tool calls.
A multi-engine web search MCP server that provides structured search results and article extraction from platforms like GitHub, CSDN, and Juejin without requiring API keys.
Flow-Like is a visual, type-safe workflow automation engine built in Rust that enables users to create complex, observable data pipelines and AI-powered automations with detailed audit trails.
VoiceMode enables natural voice conversations with Claude by integrating OpenAI-compatible Speech-to-Text and Text-to-Speech services, supporting both cloud and local offline modes.
A bridging tool that allows AI coding agents to 'see' specific DOM elements selected by the user in a browser via an Option+Click shortcut. It converts visual selections into rich textual context including CSS, React components, and HTML attributes.
This MCP server enables LLMs to control Spotify playback and manage music libraries, allowing for music search, playback control, and playlist management.
🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.
A Model Context Protocol server for Mem0, which helps with managing coding preferences.
A comprehensive MCP server providing 41 tools for A-Share market analysis, including historical K-lines, 6 categories of financial reports, macroeconomic data, and index constituents using the Baostock API.
A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.
An MCP server that provides paginated chat reading, message retrieval, and message sending capabilities for Telegram through Telethon integration.
A powerful macOS automation server that enables AI models to control applications and system features using AppleScript, JXA, and UI accessibility tools. It includes a library of over 200 pre-configured automation recipes for tasks like system settings, file management, and browser control.
The Intlayer MCP server facilitates i18n workflows in IDEs, providing tools for building, filling, pulling, and pushing dictionaries to streamline internationalization for web and mobile apps.
The Neon MCP Server enables natural language interaction with Neon Postgres databases, allowing users to manage projects, branches, and execute SQL queries or migrations via LLMs.
TDA - Thread Dump Analyzer
MCP server for UI5 Web Components for React - Developer documentation and API assistance
A Playwright-powered MCP server that executes local Google searches while bypassing anti-scraping mechanisms, providing AI assistants with real-time web search capabilities without API keys.
Wren Engine is a semantic layer for MCP clients that provides a standardized way for AI agents to understand and query complex enterprise data sources with business context.
An AI-driven test automation platform built on Django REST Framework that utilizes the Model Context Protocol (MCP) to automate high-quality test case generation and knowledge base management.
An MCP server designed for interactive data exploration and visualization of CSV datasets using pandas and matplotlib, acting as a personal data scientist assistant.
A specialized MCP server designed for multimodal video processing, enabling AI agents to search, analyze, and understand video, image, and audio data using Pixeltable and FastMCP.