Skip to main content
Glama
102,199 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:

"Creating Playwright Tests by Exploring a Website and Generating Test Cases" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • F
    license
    A
    quality
    B
    maintenance
    Unofficial read-only MCP server for querying public civil court cases from the Chilean Judicial Branch, providing case data and notary actions with real diligence dates.
    14
    1
    -
  • 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
    Enables AI coding agents to make evidence-aware design-pattern decisions by analyzing cases, comparing options, detecting misuse, stress-testing assumptions, planning adoption, writing ADRs, and generating evidence plans with transparent scoring.
    8
    7 npm
    3
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to perform institutional research and due diligence by retrieving, extracting, validating, and citing data from public sources, then generating reports in markdown, HTML, or PDF.
    23
    -
  • A
    license
    B
    quality
    A
    maintenance
    An MCP server for C++ development that currently provides a server_status diagnostic tool. It validates a workspace directory and is designed to expand into build, test, and debugging capabilities.
    25
    134 PyPI
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Provides a reference MCP server that implements every MCP feature so client, gateway, and runtime authors can test against a single endpoint, and publishes a service contract describing its capabilities.
    31
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for overseer.nvim — gives any MCP-capable coding agent running inside Neovim (Claude Code, Codex, Gemini CLI, opencode) the same visibility and control over tasks the user has: list, run, tail, restart, stop. Agent-started dev servers land in the user's own task list instead of becoming invisible orphaned processes.
    7
    54 npm
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    Deterministic encode, decode, hash and convert for agents, on the same pipeline engine as the String Utility Belt web app, CLI and editor extensions: a pipeline built and checked in the browser runs unchanged from its share link. Base64/hex/URL, JWT, hashes, JSON/YAML/CSV/XML, dates and regex; tools to search, describe and run utilities or whole pipelines, and to detect input formats. Runs locally
    12
    5
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI models to access and search offline Wikipedia and other knowledge bases stored in ZIM format files. Provides intelligent content retrieval, structured browsing, advanced search capabilities, and metadata extraction for comprehensive offline knowledge access.
    8
    384 PyPI
    145
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Read-only MCP server for Grafana Loki: lets AI agents (Claude Code, Cursor, Copilot) discover labels, read bounded LogQL pages, count lines by label or time, and export logs — across several Loki stands
    5
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables multi-level reasoning with configurable depth levels, session-based state management, structured thought input, and real-time trace resources.
    1
    53 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Relays error logs from other MCP servers when an LLM call fails and the returned error message is unclear, helping the model handle errors more intelligently.
    3
    10 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLMs to interact with the AT Protocol ecosystem, including Bluesky, through natural language. Supports public data access without authentication and full write operations with authentication.
    51
    46 npm
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Live Japan seasonal travel data from Japan Meteorological Corporation. 12 tools covering cherry blossom (sakura) forecasts, autumn leaves (koyo), fruit picking, flowers, festivals, and 3-day weather. 1,700+ GPS-tagged spots updated daily at 9AM JST. Works via npx or hosted HTTP endpoint — no auth required.
    17
    69 npm
    1
    MIT