Skip to main content
Glama
76,924 servers. Updated
19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"A tool for real-time error detection in web browsers" matching MCP servers:

  • MCP for IIIF Images

    mikeapp
    A
    license
    B
    quality
    C
    maintenance
    Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.
    3
    6
    MIT

  • iztro OpenAI MCP for Railway

    snapyharry-potter
    F
    license
    Not graded
    quality
    D
    maintenance
    Remote MCP server for Zi Wei Dou Shu / Tu Vi Dau So astrology tools, exposing read-only tools like get_astrolabe, get_horoscope_decades, etc., designed for Railway deployment and OpenAI ChatGPT developer mode.

  • Karmic Gochara MCP Server

    tripesinn
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides real-time astrological transit calculations and synthetic evolutionary doctrine readings via the Model Context Protocol for on-device LLMs.
    MIT

  • gallica-mcp

    nestordemeure
    A
    license
    A
    quality
    B
    maintenance
    Enables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France, through MCP tools for text search, snippet retrieval, and full-text download.
    3
    1
    Apache 2.0

  • dangsaju-mcp

    molpass
    A
    license
    A
    quality
    B
    maintenance
    Calculates Korean traditional Dangsaju 12 stars based on birth date and time, returning deterministic structured data with star attributes and period readings.
    2
    MIT

  • tojeong-mcp

    molpass
    A
    license
    A
    quality
    B
    maintenance
    Calculates Tojeongbigyul (토정비결) fortune for a given birth date and year, returning total fortune and monthly forecasts based on traditional Korean divination methods.
    2
    MIT

  • notation-mcp

    delmas41
    A
    license
    A
    quality
    C
    maintenance
    Render music notation from a JSON score to inline SVG (Verovio + Bravura), round-trippable MusicXML, and base64 MIDI in one call. Includes pre-flight validation with concrete fix suggestions and a curated music-theory knowledge search. Free, open, no auth, sponsored by Gradus School of Music Composition.
    5
    175
    2
    MIT

  • sajuMCP

    molpass
    A
    license
    A
    quality
    C
    maintenance
    Calculates saju (four pillars) for a given birth year, month, day, hour, minute, and gender. Returns a compact or markdown string with the results using the ssaju engine.
    1
    25
    MIT

  • crompton-network

    clanker-records
    A
    license
    A
    quality
    C
    maintenance
    Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. The Crompton Network streams the album at playback rate as structured data. Reflect when you're done. Receipts prove you were there.
    22
    69
    1
    MIT

  • mcp-ziwei

    molpass
    A
    license
    A
    quality
    C
    maintenance
    Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on birth date, time, and gender. Returns both structured text of the 12 palaces and a PNG image of the chart.
    1
    MIT

  • mcp-tung-shing

    baranwang
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol plugin for Chinese Tung Shing (黄历/通勝/通胜) almanac calculations
    1
    49
    36
    MIT

  • Anitabi MCP Server

    thinktraveller
    A
    license
    A
    quality
    D
    maintenance
    Enables users to search for anime information via the Bangumi API and discover corresponding real-world pilgrimage locations through the Anitabi API. It provides tools for retrieving anime metadata and detailed geographic coordinates for 'seichi junrei' locations.
    3
    AGPL 3.0

  • astrovisor-mcp

    rokoss21
    A
    license
    A
    quality
    C
    maintenance
    Enables interaction with the AstroVisor API through MCP, automatically synced to the OpenAPI schema for dynamic tool discovery and execution.
    6
    130
    5
    MIT

  • Tarot MCP Server

    abdul-hamid-achik
    A
    license
    A
    quality
    C
    maintenance
    Provides tarot card reading capabilities with a complete 78-card deck, multiple spread layouts (Celtic Cross, Past-Present-Future, etc.), and detailed card interpretations for divination and daily guidance.
    9
    13
    6
    MIT

  • Artsy Analytics MCP Server

    damassi
    -
    license
    B
    quality
    Not graded
    maintenance
    A Model Context Protocol server that provides Artsy partner analytics tools for Claude Desktop, allowing users to query gallery metrics, sales data, audience insights, and content performance through natural language.
    14
    1,270

  • Aspen Catalog MCP

    ecmulli
    A
    license
    B
    quality
    D
    maintenance
    Enables AI clients to search Aspen Discovery library catalogs and check real-time book availability by keyword, author, or ISBN. This server allows users to verify local library inventory and filter book recommendations accordingly.
    2
    7
    MIT