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97,619 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 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:

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  • F
    license
    B
    quality
    A
    maintenance
    MCP server toolkit with payload library, WAF bypass generator, rate limiter, plugin system, and inter-MCP bridge for security testing.
    16
    -
  • A
    license
    B
    quality
    C
    maintenance
    Gives AI assistants hands-on control over Google Play Console and Google Cloud Console using an authorized Google identity. Exposes 95 tools for shipping app builds and release tracks, managing store listings, reviews, in-app products, GCP projects and IAM, Firebase projects and App Distribution, and Cloud Storage or Artifact Registry resources.
    95
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent unauthorized changes.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides a governance gateway for LLM and agent traffic via MCP, blocking prompt injection, redacting PII, enforcing per-tenant token budgets, and caching repeat questions semantically. Enables AI agents to route model calls through the same guardrails instead of calling providers directly.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that lets an AI agent probe a live URL and confirm whether sensitive files (e.g., .git, .env, source maps) are genuinely served by fetching and validating the content, avoiding false positives.
    2
    17 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes Adobe's User Management API (UMAPI) as MCP tools for listing users, managing product profiles, and assigning or removing Acrobat/PDF licenses in Enterprise organizations.
    5
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables cloud-based MCP clients to delegate privacy-sensitive or large-output tasks to a local LLM, returning sanitized placeholders or digested summaries so private data never leaves the user's network.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables live website health checks including TLS, HTTPS, and security headers, returning an A-F grade with specific fixes.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and security issues in your code. Supports analyze, compare versions, explain code, generate tests, and HTML reports.
    7
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.
    11
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables a cloud orchestrator to query a local Ollama model over Tailscale or a LAN as a side-channel for drafts, summaries, and other helper output, with tools to list available models and to redact text. Answers leaving the server are passed through output-only DLP that masks card numbers, IBANs, emails, phone numbers, API keys, and similar secrets before they reach the cloud.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables secure browser automation by letting agents fill Turnkey-stored secrets into web forms without the secret values ever appearing in the conversation, transcript, or model context.
    5 npm
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables enterprise-managed authorization for MCP on Azure App Service, with deployable Entra OAuth and a local EMA ID-JAG lab exposing whoami and authorization_model tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to control Tor Browser with full anonymity preservation, including navigation, Tor circuit management, and traffic interception.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Read-only observation of a single live URL: parses static HTML to report security posture, forms, links, accessibility signals, and leaks, with described fixes. SSRF-gated and safe, never executes JavaScript.
    69 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes an OpenAI- and Anthropic-compatible HTTP, SSE, and stdio gateway that wraps multiple subscription CLIs, adding prompt-injection defense, PII redaction, cost-aware routing, and reasoning-trace capture for MCP-compatible clients like Claude Desktop and Cursor.
    7 npm
    13
    Apache 2.0