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108,273 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,365 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to autonomously navigate, type, click, and extract data from web pages using Playwright, without hardcoded selectors.
    3,012 npm
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables deterministic calculations for AI API and subscription costs, meeting time zones, recurring schedules, and cron next-run previews, returning normalized inputs, units, assumptions, dated sources, and links to results.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables validating JSON/JSONC, getting/setting values with jq-like paths, pretty-printing or minifying, validating against Ajv JSON Schema, and diffing local files or inline strings without network calls.
    8
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Playwright browser automation tuned for single-page apps (React/Vue/Angular) — screenshots, form filling, action chains, persistent sessions and 140+ device presets.
    22
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A tab-aware Playwright MCP server that enables multiple agents to operate on different tabs concurrently while sharing a single browser context and login session.
    23
    4 npm
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    An MCP server that provides a stealth-enhanced Playwright browser automation engine with anti-detection features, enabling AI agents to navigate websites, interact with elements, and bypass anti-bot systems.
    24
    79 PyPI
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query multi-cloud costs, inventory, waste, and commitments across AWS, GCP, Cloudflare, and OVH through read-only MCP tools.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control web browsers through Playwright automation, providing 50+ tools for navigation, interaction, testing, accessibility audits, and visual testing across Chromium, Firefox, and WebKit.
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP tool server that gives any AI agent the ability to search, scrape, and analyze content across the internet.
    42
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to perform common utility tasks through a streamable HTTP MCP endpoint, including JSON inspection, regex testing, cron parsing, hashing, base64 encoding/decoding, URL analysis, color conversion, text diffing, CSV parsing, JWT decode/verification, Markdown-to-HTML rendering, and UUID/token generation without API keys.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables users to describe a project in an MCP client and work through pre-submission grant phases, including finding fitting programs, checking eligibility and blockers, pulling precedent from past awards, shortlisting, and drafting memos, budgets, and submission checklists. Coverage is full for US grants and partial (discovery and precedent only) for Canada, with no win-odds estimates or post-award reporting.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Official MCP server for Safe Mind, the German platform for the legally required psychological risk assessment (Gefährdungsbeurteilung psychischer Belastung). 12 tools: account onboarding, departments and locations, survey drafts, and anonymity-protected aggregated analytics that never return groups below the minimum size.
    12
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to pull structured web data (news, reviews, jobs, products) as clean JSON via ready-made Apify Actors on a pay-per-result basis. Built-in safeguards like cost caps, item limits, and truncated text protect agent context from flooding.
    12
    466 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    repo-release-tools mcp-server automates the software release process by managing version bumps, changelog generation, and releases. It streamlines repository maintenance by handling repetitive release tasks directly through your AI assistant.
    27
    357 PyPI
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides read-only, governance-audited operations for OLVM and oVirt 4.5 engines, enabling inventory, health, capacity, and diagnosis queries over MCP and CLI with audit logging and budget guards.
    17
    MIT