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    Enables AI agents to manage live Firefox tabs and native tab groups via MCP tools over stdio, with exact-match verification and safety constraints. It does not read page content or send browser data remotely.
    25
    Mozilla Public 2.0
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    quality
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    maintenance
    Enables local web crawling and scraping through MCP, providing tools to fetch pages as Markdown, extract structured data with CSS selectors, and capture full-page screenshots while managing a shared browser instance.
    3
    1
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    Read-only MCP server for Tehran Stock Exchange (TSETMC) live market data and authenticated TSE portal pages, enabling quotes, order books, market watch, and session-safe page reads via natural language.
    11
    1
    MIT
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    B
    quality
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    maintenance
    Enables AI clients to drive a UI-testing toolbox with 35 tools, including a headless Playwright runner, live Chromium browser with screenshots, test management, and read-only database queries, all through the Model Context Protocol.
    35
    15 npm
    MIT
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    quality
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    A powerful MCP server with 116 practical tools across 9 categories including compression, web, file system, data processing, text, system, utilities, subagent AI, and browser automation.
    100
    4
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A single STDIO MCP server that provides 48 tools for browser and Chrome DevTools automation, HTTP requests, SQL and MongoDB operations, GitBook, system intelligence, disk management, web search, local transcription, and Ollama delegation, plus runtime connection to external auth-free MCP servers.
    1
    MIT
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    maintenance
    An MCP server for comprehensive browser automation and full local PC control via shell commands and Python execution. It enables tasks like web navigation, file system management, and remote access through SSE with token authentication.
    MIT
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    Captures website design evidence across responsive conditions and packages it into a portable design system for reuse by other agents.
    2
    MIT
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    maintenance
    An MCP server that equips AI agents with real-world tools including file operations, read-only MySQL queries, web summarization, safe calculations, and system info. It uses stdio transport and enforces safety guardrails like SELECT-only database access and AST-based math evaluation.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    A lightweight MCP server that bridges AI agents and macOS, enabling automation of file navigation, application control, UI interaction, browser automation, and system operations.
    231
    MIT
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    Not graded
    quality
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    maintenance
    A comprehensive operations platform providing browser automation, web search/crawling, database operations, deployment tools, secrets management, and analytics capabilities for full-stack software engineering workflows. Features AI-driven automation, real-time monitoring dashboard, and cross-platform service management.
    1
    MIT
  • A
    license
    Not graded
    quality
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    maintenance
    A memory server that manages a knowledge graph with entities and relations, supports internet search via DuckDuckGo, and stores dialogue history, enabling persistent memory and web interaction for AI assistants.
    MIT
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    maintenance
    A custom MCP server for Playwright browser automation and system control, providing 25 tools to enable Claude Code to perform web interactions and system tasks via natural language.
    -
  • F
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    maintenance
    Enables frontend navigation and browser automation through a deterministic MCP server, integrating Browser Use and optional code graph hints for coding agents.
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    Enables AI agents to interact with the Windows desktop environment, including browser control, clipboard, file management, GitHub, Roblox Studio, OCR, and more, with a privileged approval system for risky actions.
    -
  • F
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    quality
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    maintenance
    A personal desktop automation MCP server providing tools for screen/mouse/keyboard control, Windows UI automation, headless browser automation, file management, app execution, clipboard management, and a personal SQLite database for todos, notes, and habits.
    -
  • F
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    quality
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    maintenance
    A local command-based assistant that enables users to control system tools, play YouTube music, and search various websites using Playwright automation. It supports tasks ranging from media playback and browser navigation to file system operations and system power management.
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  • F
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    quality
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    maintenance
    Enables AI agents to perceive and interact with web interfaces by extracting a unified UI Scene Graph from live URLs, providing tools for navigation, element detection, visual analysis, and state tracking.
    1
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