Bridges IoT devices with AI via MCP and MQTT, enabling natural-language control and dynamic parameter tuning.

基于DrissionPage和FastMCP的浏览器自动化MCP服务器，提供丰富的浏览器操作API供AI调用

A unified proxy aggregating multiple data sources, centralizing tool discovery, RAG-based document exchange, persistent memory, and an integrated testing playground.

Android-focused automation toolkit enabling automated UI testing, test authoring, and multi-device workflow management.

Safe Justfile-driven command execution for LLMs, enabling discovery, execution, and introspection of recipes with structured outputs.

Lightweight tool exposing OpenAPI-described endpoints as tools via JSON-RPC over stdio, with simple spec transformation and 1Password auth support.

Use Puppeteer to browse a webpage and return a high quality Markdown. Use AI vision capabilities to handle cookies, captchas, and other interactive elements automatically.

Dictionary-driven toolkit for AutoGen Studio enabling quick discovery and seamless use of diverse AI capabilities via a unified interface.

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Open Source MCP Servers for Scientific Research

Unopinionated AI for the Shell. A lightweight AI CLI for scripts, pipelines, and automation, with a universal client for MCP, A2A, and other AI protocols. .

Open-source MCP server connecting agent-first queries to authoritative data sources with verifiable evidence chains.

A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.

MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workflows.

Playwright-based browser automation enabling LLMs to navigate web pages, capture screenshots, and run JavaScript in real browser contexts. Designed for Claude and Cursor workflows, it provides a compact toolset for web tasks and observable AI-driven interactions.

Node.js-based interface to TaskWarrior enabling local task management with filters, add, and complete actions via API.

Unified data workflow enabling transcripts, scraping, URL discovery, and AI-driven extraction with robust retry and rate-limiting controls.

A collection of MCP servers

Reference architecture for agentic AI chatbots with Strands Agents and Amazon Bedrock AgentCore

Automates discovery, configuration, and coordination of multiple endpoints across local and remote environments, streamlining cross-tool workflows.

Tor-powered OSINT tool enabling autonomous dark web exploration with 18 engines and AI-assisted analysis via OpenClaw.

Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and cognitive memory systems

Canvas LMS integration with 88 tools across student, educator, and designer workflows, FERPA-compliant data handling, role-based tool filtering, and built-in accessibility checks, enabling secure, scalable AI-assisted Canvas interactions.

A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.