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85,190 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,971 matching servers on stars, growth, downloads and maintenance. Updated .

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"How to use the browser console log and network tab" matching MCP servers:

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  • F
    license
    Not graded
    quality
    C
    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.
    -
  • A
    license
    A
    quality
    B
    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
    150
    3
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    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
    license
    Not graded
    quality
    B
    maintenance
    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.
    MIT
  • A
    license
    A
    quality
    B
    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
    518
    74
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique events.
    52
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    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
    license
    Not graded
    quality
    C
    maintenance
    Lets MCP clients discover x402 APIs, pay for calls from a local non-custodial wallet, and inspect balances and payment receipts.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    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.
    8
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    12
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    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
    799
    9
    MIT
  • A
    license
    Not graded
    quality
    C
    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
    license
    Not graded
    quality
    C
    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
    A
    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
    0
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration.
    6
    -