Skip to main content
Glama
101,018 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,852 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"IDE extensions for browser debugging and e2e testing beyond Playwright MCP" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    A
    maintenance
    Odds are, most of what you want to build is already open source. Tell your AI agent what you're making, and it finds it: which repos to use as they are, which to adapt, and what's left for you to write. Every repo it names is real, licensed for your use or flagged, and checked live.
    3
    1
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    It reads a project's kickoff card, acceptance criteria, AGENTS rules, progress, Git trail, and handoff package, and appends validated, audited progress events tied to project-record Git commits. This gives Codex agents scoped, credential-bound access to resumable project context and safe handoffs.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to read a project's kickoff card, acceptance criteria, AGENTS rules, handoff package, progress, Git trail, and next step, then append validated, audited, idempotent progress events that are recorded as a matching Git commit. This keeps project truth in Git so work stays visible, resumable, and safely handable between humans and agents through scoped, short-lived credentials.
    -
  • A
    license
    B
    quality
    D
    maintenance
    A Node.js implementation that enables browsing Git repositories through the Model Context Protocol, providing features like displaying directory structures, reading files, searching code, comparing branches, and viewing commit history.
    27
    15 npm
    2
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A FastMCP-based server designed for the banking and fintech domains, providing tools for database queries, Git operations, and deployment management. It features a modular architecture with reusable prompt templates and integrated security practices for sensitive data handling.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables remote access to GitHub REST and GraphQL APIs via dynamically generated and universal tools, with support for Actions log retrieval, schema introspection, and read-only Git clone/fetch.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables comprehensive GitHub workflow automation including Actions monitoring, PR management, code search, file operations, and repository management through a code-first architecture that reduces token usage by 98%.
    290 PyPI
    5
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
    45
    MIT