Skip to main content
Glama
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 .

Matching MCP tools:

Matching MCP Connectors:

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

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to automatically inspect and analyze application runtime log files for debugging and troubleshooting. Supports monitoring multiple log directories simultaneously with tools for listing, reading, searching, and paginating through log files.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.
    7
    100
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables querying git commit history to analyze when and why code changes happened, providing authorship context and diffs for specific modules.
    1
    Creative Commons Zero v1.0 Universal
  • A
    license
    A
    quality
    A
    maintenance
    Read-only MCP server for searching and aggregating logs from VMware Aria Operations for Logs (formerly vRealize Log Insight). Enables querying log events, aggregating with spike detection, and retrieving alert information.
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.
    14
    5
    MIT
  • 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
  • A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude, Cursor & any MCP client — one sign-in, 30 seconds, no Google Cloud project. Six read-only tools (search analytics incl. Google Discover, period comparison with computed deltas, batch URL inspection, sitemaps) plus five built-in SEO analyses as slash-commands. Tokens stay on your machine. MIT.
    6
    49
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Multi-account X (Twitter) automation that drives a real Chrome session with your own cookies, so no X API key is needed. 32 tools for posting, replies, search, engagement, and media, with draft approval on by default.
    33
    162
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for Google Search Console that lets you query search performance data, sitemaps, and URL index status from any MCP client.
    5
    MIT
  • A
    license
    A
    quality
    C
    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
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides MCP tools for governed multi-vendor network device operations, including configuration management (backup, diff, merge, replace, rollback) and read-only queries (facts, interfaces, BGP, LLDP, ARP) via NAPALM, with optional NetBox source-of-truth integration.
    33
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Multi-account Google Search Console MCP server enabling AI assistants to query multiple GSC accounts by name in a single session, with support for OAuth and service accounts.
    17
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables agents to interact with CLI applications like vim, htop, and gdb by sending key inputs and capturing terminal output through tmux sessions.
    6
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    A log analysis MCP server that enables tailing, searching, filtering, and summarizing logs from local files and Docker containers.
    7
    -