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78,992 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

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"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:

  • One Click for ChatGPT

    AyobamiH
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables conversion of business briefs or authenticated saved projects into structured handoffs for the Lovable plugin, with both anonymous basic mode and authenticated full mode including knowledge base, SEO, WCAG, security, and roadmap guidance.
    MIT

  • Drop Beacon

    direct-web
    A
    license
    A
    quality
    D
    maintenance
    MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across retailers, check real-time stock availability, and analyze market trends for knives, flashlights, fidget toys, wallets, pens, and more.
    6
    45
    MIT
  • decisio-mcp-server by decisio-app

    decisio-mcp-serverofficial

    decisio-app
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to perform structured decision-making using the Analytic Hierarchy Process (AHP), allowing users to define criteria, compare options pairwise, and calculate ranked results with consistency validation.
    6
  • Revinho MCP server by RevinhoHQ

    Revinho MCP serverofficial

    RevinhoHQ
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to read-only access business intelligence in a Revinho workspace, combining Google Analytics 4, Stripe, and optionally Google Search Console to answer questions about changes, performance, revenue, underperformance, and opportunities.
    MIT
  • AIOProductOS Studio by AIOProductOS

    AIOProductOS Studioofficial

    AIOProductOS
    A
    license
    A
    quality
    B
    maintenance
    Turns your AI host into a product videographer — scripted screen recordings of your own web app with a gliding cursor, camera zooms, highlight callouts, captions, and branded transitions, plus marketing-grade screenshots. Automatic dark-frame cleanup and MP4/GIF export. Free, MIT, 100% local — no account, no API keys.
    14
    162
    3
    MIT

  • @themelt/mcp-server

    melt-ai
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to identify and quantify value leaks in organizations using Melt's methodology, providing structured estimates instead of generic vendor lists.
    3
    98
    MIT

  • Taiga MCP Server

    negoro26
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Taiga project management, enabling LLM clients to inspect and manage projects, work items, sprints, comments, attachments, and wiki pages via 6 op-dispatching tools.
    6
    MIT

  • StorePilot

    sonlenef
    A
    license
    A
    quality
    A
    maintenance
    StorePilot is an MCP server that unifies app portfolio management across Google Play and App Store Connect, with tools for installs, earnings, reviews, cross-store parity, and gated releases.
    1
    1
    MIT

  • appstore-play-mcp

    JohnBilousov
    A
    license
    A
    quality
    A
    maintenance
    Enables read-only queries across App Store Connect and Google Play from one toolset, letting users list apps, track release states, and review merged store feedback without extra dependencies or credentials in demo mode.
    5
    MIT

  • PM Context MCP Server

    jackhendon
    F
    license
    A
    quality
    D
    maintenance
    A Python MCP server that gives Claude access to PM workflow data such as sprints, roadmap, blockers, and workload, using synthetic fixture data (no API keys required) and can be forked for real Linear/Jira integration.
    7

  • @trigvale/mcp

    sydacos-development
    A
    license
    A
    quality
    D
    maintenance
    Validates startup ideas with a deterministic scorecard, evidence brief, and verdict before code is written, integrating with MCP-aware build agents to avoid building dead-on-arrival products.
    1
    19
    MIT

  • loupe-mcp

    mohamed-ashraf-elsaed
    A
    license
    A
    quality
    A
    maintenance
    Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML, computed styles and screenshot, and update its status.
    3
    52,100,476
    1
    MIT

  • asc-mcp

    pofky
    A
    license
    A
    quality
    A
    maintenance
    An opinionated MCP server for App Store Connect that provides 13 curated tools, slash-command workflows, and a Claude Skill to manage apps, reviews, sales, and pre-submission audits via natural language.
    41
    1,235
    MIT