Skip to main content
Glama
116,154 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 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
    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
    594 npm
    19
    MIT
  • A
    license
    A
    quality
    A
    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
    3,790 npm
    80
    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 that enables AI coding tools to control a browser for automated actions, UI extraction, network interception, and screenshots.
    23
    1
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to observe and act on live browser pages through screenshots, bounded actions, responsive captures, console and network inspection, tab operations, and session management over local stdio or authenticated HTTP.
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Run free live audience Q&A and polls from your agent: start an AskOne room, add and launch a poll, approve or hide questions and mark them answered, close the room, then read the questions as a FAQ draft and get the results. Free AI moderation. Uses an organization API token from askone.org
    8
    11
    75 npm
    2
    MIT
  • 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
    A
    maintenance
    An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.
    2
    15
    Apache 2.0
  • 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
    149 npm
    19
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to inspect any public domain’s web technology stack, email deliverability and DNS health (MX, SPF, DKIM, DMARC, MTA-STS, TLS-RPT, BIMI), and HTTPS security posture with typed JSON scores and remediation-ready findings, plus history, bulk checks, monitoring alerts, and reverse technology lookups.
    12
    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 AI agents to query and analyze Google Search Console data, including search analytics, URL inspection, sitemaps, and property verification, and to perform actions like submitting sitemaps and adding properties through natural language.
    19
    26 npm
    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
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP-compatible AI clients to interpret the init-app CLI, explore its supported blueprints, and translate natural-language project requirements into validated command arguments without executing the CLI.
    4
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables MCP clients to drive a self-hosted Chrome session for browsing tasks through browser tools, while providing a live view URL so a human can take over at prompts like logins or 2FA.
    9
    14
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to drive a persistent Chrome session that stays signed in to your own Google account, with tools for navigation, snapshots, clicking, typing, keystrokes, screenshots, JavaScript evaluation, and lifecycle or re-login control. It also exports every row behind a Looker Studio report to CSV and checks whether the session is still healthy.
    14
    MIT
  • A
    license
    B
    quality
    A
    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.
    130
    57,495 npm
    2,634
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP server that attaches to already-running Chromium browsers via CDP, enabling agents to control multiple browser sessions for navigation, input, network capture, and automation while avoiding anti-bot detection with Patchright.
    26
    23 npm
    1
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    A server that enables AI assistants to interact with Linear's project management tools through the Model Context Protocol, supporting features like searching, creating, and updating issues, adding comments, and retrieving user profiles and team information.
    9
    1
    -