Skip to main content
Glama
81,811 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"A server for monitoring browser console, network, and app logs" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • A
    license
    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
    799
    8
    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
    72
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.
    25
    166
    6
    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
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server with LangGraph agent integration that enables AI agents to use custom tools and external APIs for dice rolling, web search, social content creation, and GitHub access via STDIO transport.
    10
    3
  • A
    license
    Not graded
    quality
    B
    maintenance
    A Model Context Protocol server that bridges design and development by giving AI assistants complete access to Figma for extraction, creation, debugging, and bidirectional token sync.
    8,318
    2,179
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    MCP server that lists, installs, and removes applications on Linux targets via Peckboard, supporting local and remote SSH hosts with distro package managers and pip.
  • F
    license
    Not graded
    quality
    C
    maintenance
    Framework for building and running MCP servers as HTTP services. Define tools as pure Python functions, wire up with two lines, run with one command.
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for the Neuralpunk.app Phase 1 slice, enabling AI agents to read approved capabilities, join resident debates, and propose Signals while preserving canon integrity.
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI coding tools to control a browser for automated actions, UI extraction, network interception, and screenshots.
    1
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Google Search Console API, enabling search performance analysis, URL inspection, sitemap management, and property listing. Supports local, self-hosted, and Cloudflare Workers deployments.
    11
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides live status updates for the Eco via Sirens game server, displaying meteor countdowns, player statistics, and world information directly within Claude Desktop. It also serves as a minimal reference implementation for building MCP Apps in Python without complex tooling.
    1
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.
    24
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server for internal data platforms that enables search, viewing, tracing, and read-only querying of business assets like dashboards, metrics, and events.
    8