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120,598 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

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    Exposes MCP tools that let an agent search a catalog, inspect a paid service's pricing, fetch it with payment handled automatically, and check its remaining budget and active spending limits. Payments are authorized against a signed mandate from the owner, so agents can buy API access over HTTP 402 without ever holding the owner's private key.
    599 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets AI coding agents save immutable, versioned Markdown reports into md-log, a human-in-the-loop review and archive layer for vibe coding.
    15
    348 npm
    3
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables remote observation and control of a Chromium browser via a WebSocket relay, supporting DOM, CDP, and native OS automation for local or LAN-based AI agents.
    8
    -
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    An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.
    5
    1
    Apache 2.0
  • A
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    C
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    MCP server that gives AI agents secure, consent-based access to a single browser tab, supporting read-only snapshots, element interaction with per-action approval, and frozen multi-step plans, all audited.
    1
    MIT
  • A
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    A
    quality
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    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    24
    1,998 npm
    88
    MIT
  • A
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    D
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    Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique events.
    73 npm
    MIT
  • A
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    D
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    MCP server that wraps sendblue-browser-use's HTTP API, providing tools to control a stealth-patched Chromium browser with persistent sessions, navigation, screenshots, and script execution.
    3
    MIT
  • A
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    B
    maintenance
    Lets MCP clients discover x402 APIs, pay for calls from a local non-custodial wallet, and inspect balances and payment receipts.
    3,944
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    MCP server for collecting and analyzing CLI/web server error logs. Enables watching log files/directories, parsing common error patterns, and querying/analyzing logs through natural language.
    19 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support
    620 npm
    19
    MIT
  • A
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    maintenance
    Enables MCP-compatible AI agents to inspect, read, close, deduplicate, group, and consolidate live Chromium browser tabs through a secure local bridge, with safety checks and no need for its own AI model or API key.
    MIT
  • F
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    Not graded
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    D
    maintenance
    MCP server for managing a home network via a UniFi Dream Machine, enabling device lookup, tagging, and blocking/unblocking of clients through natural language.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Provides read-only access to UniFi Network consoles for sites, devices, clients, vouchers, networks, Wi-Fi, and firewall configuration, with optional opt-in tools for controlled write operations and legacy controller support.
    14
    42 npm
    MIT
  • A
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    A
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    Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration.
    6
    MIT
  • A
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    A
    quality
    D
    maintenance
    MCP server providing typed, safety-gated access to UniFi Network consoles via the official API, enabling management of devices, clients, networks, WiFi, firewall policies, and more.
    16
    54 npm
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A minimal network monitoring MCP tool for Playwright browser automation. Just 5 simple tools to capture, filter, and analyze network traffic during web automation with MCP context efficiency.
    5
    31 npm
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to manage Google Play Console reviews and Android app releases, including replying to reviews, promoting releases, managing staged rollouts, and checking crash/ANR vitals.
    44
    60 npm
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.
    19
    8 npm
    MIT
  • A
    license
    A
    quality
    B
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    Lets MCP agents drive VS Code's integrated browser tab that the user shares with them: opening pages, taking accessibility snapshots and screenshots, clicking, typing, scrolling, dragging and reading console and network activity with real trusted input. It also maps a picked element back to the source file, line and column that rendered it, so an agent receives the same selection the developer clicked.
    4
    25
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    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
  • A
    license
    A
    quality
    B
    maintenance
    An MIT MCP server and CLI with 43 tools for Search Console, the App Store, Google Play and WordPress.org. A missing row is reported as unknown, never as zero.
    43
    70 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables comprehensive web frontend debugging and analysis through DOM inspection, JavaScript execution, network monitoring, console log capture, and automated browser interactions. Supports complete web development workflows including testing, data extraction, and performance analysis.
    15
    MIT
  • A
    license
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    quality
    A
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    Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.
    25
    1,377 npm
    322
    MIT
  • A
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    Enables MCP clients to connect to a privacy-first, self-hostable workout planning and training log, allowing coaching agents to preview and apply program changes while accessing training data through OAuth-protected endpoints.
    AGPL 3.0
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    Enables an agent to list properties, pull clicks, impressions, CTR and position grouped by query, page, country, device or date, review and inspect sitemaps and URLs, and optionally submit or delete sitemaps via the Google Search Console API. It is stateless and credential-free, taking the Google access token from each request's bearer header so a single instance can serve many accounts behind an auth proxy such as Nango.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables music composition and playback using Strudel patterns in the terminal. Supports multi-track editing, effects, rendering to WAV, and AI-assisted composition via genre presets.
    2
    AGPL 3.0
  • A
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    Lets an AI agent inspect your browser tabs, read page contents, reload sleeping tabs and ask clarifying questions so it can work out why each tab is open and group them into intentions. It then submits those intentions so finished or dead tabs can be closed while everything else is saved as a to-do, follow-up, read or keep item.
    2
    GPL 3.0
  • A
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    Not graded
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    Enables coding agents to control and inspect a Chrome instance over CDP, including page listing, DOM and element inspection, element picking, JavaScript evaluation, screenshots, console capture, and network request monitoring.
    19 npm
    MIT