Skip to main content
Glama
93,514 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Tools or techniques for controlling a browser to test code changes" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    31 npm
    1
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    A comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.
    100
    65 npm
    22
    TypeScript
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to directly control Figma Desktop via MCP, supporting UI creation, editing, prototyping, and variable management with over 60 tools.
    65
    1,138 npm
    1
    MIT
  • F
    license
    C
    quality
    C
    maintenance
    An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based search, and movie details, along with advanced features such as LLM sampling and completions.
    4
    -
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.
    3
    11 npm
    -
  • A
    license
    A
    quality
    A
    maintenance
    Provides coding agents with visibility into test health through tools for flaky test detection, test quality linting, and LLM evaluation harness, enabling them to triage failures, review test quality, and check prompt changes for regressions.
    9
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    The interface protocol for AI agents. 8 kernel primitives + 16 stdlib operations to operate any interface. Forge once, run forever — zero AI at runtime. 81 skills across 41 sites.
    11
    18
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to interact with a Magento 2 or Adobe Commerce MySQL database through 50+ read-only tools for orders, catalog, customers, CMS, configuration, indexers, and diagnostics, with support for local DDEV, Commerce Cloud, and remote/SSH connections.
    44
    7 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that exposes a MeshCore node and the mesh reachable through it as a clean, high-signal interface for AI agents or tools.
    30
    8 npm
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables developers to analyze Django projects for risky code patterns such as cascade delete impact, N+1 queries, unsafe migrations, and unscoped tenant reads through MCP tools and a CLI.
    37
    73 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides access to Deutsche Bahn train timetables, station information, and schedule changes through Model Context Protocol tools and resources.
    4
    57 npm
    17
    MIT