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78,959 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:

  • llm-toolkit

    0x1Jar
    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

  • llm-safe-sql

    hyuga611
    A
    license
    Not graded
    quality
    A
    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.
    962
    MIT

  • llm-guard-gateway

    ShreyAC962
    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

  • web-exposure-mcp

    Perufitlife
    A
    license
    A
    quality
    C
    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
    9
    1
    MIT

  • adobe-admin-console-mcp

    MSPbotsAI
    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

  • web-doctor

    Baneado98
    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

  • MCP Code Sanitizer

    notasandy
    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

  • Code Firewall MCP

    egoughnour
    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

  • mcp-web-audit

    Shen-zhihao
    A
    license
    B
    quality
    D
    maintenance
    A Node.js-based frontend security audit tool that performs comprehensive dependency security audits for both local projects and remote repositories. Generates detailed Markdown reports with vulnerability detection, risk assessment, and fix recommendations.
    1
    10
    7
    ISC
  • secure-browser-mcp by tkhq

    secure-browser-mcpofficial

    tkhq
    A
    license
    Not graded
    quality
    C
    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.
    22
    MIT

  • app-service-ema-mcp

    seligj95
    A
    license
    Not graded
    quality
    C
    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

  • tor-browser-mcp

    Boti-Ormandi
    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

  • voyager-browser

    dir-ai
    A
    license
    Not graded
    quality
    B
    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.
    82
    MIT

  • Adaptive LLM Gateway

    renefichtmueller
    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.
    2
    11
    Apache 2.0

  • code-pathfinder

    shivasurya
    A
    license
    Not graded
    quality
    Not graded
    maintenance
    MCP server that provides AI coding assistants with access to call graphs, data flows, and security analysis for multi-file vulnerability detection.
    140
    Apache 2.0
  • Elastic Security MCP App by elastic

    Elastic Security MCP Appofficial

    elastic
    F
    license
    Not graded
    quality
    A
    maintenance
    Brings interactive blue-team security operations into AI hosts, enabling alert triage, attack discovery, case management, detection rules, threat hunting, and sample data generation with rich inline UIs.
    20