Skip to main content
Glama
120,613 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Automating Browser Operations with Scripting or Tools" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    D
    maintenance
    A Python MCP server enabling programmatic interaction with Aseprite for pixel art creation and manipulation with features like drawing operations, palette management, and batch processing.
    19
    27
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides Chinese traditional calendar functions including BaZi calculation, solar-lunar calendar conversion, Huangli almanac queries, daily fortune readings, 24 solar terms, and Wu Xing (Five Elements) analysis.
    25 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A read-only reference server for 303 curated generative art algorithms implemented in Python (py5), spanning physics, fractals, cellular automata, shaders, and more. Agents can search by keyword, visual mood (ethereal, chaotic, crystalline…), or multi-layer artistic intent to discover algorithms, read structured summaries, and fetch bounded source snippets.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Metacritic that enables searching films, shows, and games, retrieving Metascores and audience scores, and accessing critic reviews with publication details and links, all without requiring an API key.
    4
    126 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Searches Danbooru for anime/game characters and their associated tags, providing tools to retrieve character profiles, co-occurring tags, wiki descriptions, and tag implications.
    5
    12
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    This MCP server provides tools to search for songs, artists, and random records from the Bide & Musique catalogue. It offers read-only access to tens of thousands of French songs with no authentication needed.
    5
    93 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that gives AI agents ex-Yugoslav cultural context, resolving cultural references with accurate quotes, attributions, and slang meanings from a citable database.
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables searching the Hungarian Electronic Library (MEK) for books, authors, subjects, and full-text via MCP tools and REST API, with accent-insensitive fallback and controlled vocabulary browsing.
    5
    -
  • A
    license
    A
    quality
    C
    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
  • A
    license
    A
    quality
    C
    maintenance
    Hosted Streamable HTTP MCP server for Vedic astrology: panchang, kundali (birth chart), matchmaking, dashas, doshas, muhurta and 16 tools computed by a precision astronomy engine.
    17
    53 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for the Internet Archive that enables searching the full text of digitized books, browsing the catalogue, and reading Wayback Machine captures. No API key or configuration required.
    6
    259 npm
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server for the Library of Congress that enables searching scanned American newspaper pages, searching catalogue items by media type, reading individual records, and listing digital collections, all without requiring an API key or account.
    4
    222 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables users to compute a full Chinese Bazi (Four Pillars of Destiny) chart from a birth date, time, and place, with True Solar Time correction and historical daylight saving adjustments, running fully offline via MCP.
    2
    50 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables full-text search of the Media History Digital Library's digitized entertainment trade press (e.g., Variety, Billboard), returning leaf-level results with keyword-in-context excerpts, no API key required.
    2
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    MCP server and CLI for full-text search of the Deutsches Zeitungsportal (German newspaper collection), enabling querying ~33.8 million digitized pages with Solr syntax, date/title/place filters, and snippet highlights.
    3
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to cast deterministic BaZi, Zi Wei Dou Shu, and Western astrology natal charts from birth details, with no setup or API key.
    1
    57 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with programmatic access to the National Library of Sweden's digitized historical newspapers, enabling full-text search, filtering, timelines, and image retrieval across over 2.2 million pages.
    5
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for 34 embeddable pixel-art digital fireplaces. Enables listing fireplace styles, retrieving HTML/embed codes, and getting recommendations based on mood or tags.
    7
    Creative Commons Zero v1.0 Universal
  • A
    license
    A
    quality
    D
    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
  • A
    license
    A
    quality
    C
    maintenance
    Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
    1
    127 npm
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an assistant to answer questions solely from a curated corpus of public-domain women-authored texts, with citations and explicit no-coverage status when the corpus lacks material.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Federated, license-verified search across open-access museum collections — currently The Met, Cleveland, AIC, Wikimedia Commons, and Europeana, with more being added. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark, returning reuse-safe artwork with citations in three styles.
    5
    162 npm
    15
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables searching and retrieving classical music works, scores, and recordings from IMSLP via natural language, without requiring an API key or account. It respects IMSLP's crawl policies and reports copyright status per jurisdiction.
    7
    84 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides Chinese metaphysical tools (bazi, qimen, five elements) as MCP tools for AI agents to give personalized advice on timing, compatibility, and daily energy.
    5
    92 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Anime News Network, enabling search of anime and manga encyclopedia entries, retrieval of details like cast, staff, and episodes, and access to news feeds. No API key or configuration required.
    4
    127 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to look up tarot card meanings, search cards by keyword, draw random cards, and get yes/no answers for all 78 Rider-Waite-Smith cards with upright and reversed interpretations.
    5
    99 npm
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for computing BaZi (Four Pillars) charts. Supports Gregorian, lunar, or direct Four Pillars input, with optional true solar time correction, and outputs strength, pattern, and useful god.
    2
    1
    174 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    This server enables users to interact with proprietary Digitale Bibliothek 5 data formats, specifically the .DKI structure. It allows retrieval of volume metadata, hierarchical table of contents, and decoded text content from the stored CD volumes.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables browsing situation groups and reading full-text chapters from a curated library of 403 deep reads, with the model matching situations to entries instead of using keyword search.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that provides live access to MusicBrainz metadata and Cover Art Archive images, with optional OAuth-based submission of tags, ratings, and collection edits.
    9
    469 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Self-hosted read-only MCP server over a local library of ancient-text corpora — 2.47M documents and 118M passages from 258 sources (cuneiform, Classical, biblical, medieval and more), with the license class tracked on every passage. 14 research tools: full-text search, concordance, passage display, dictionary definitions, etymologies, cognates, parallel passages, text alignment, place lookup etc
    14
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A traceable Chinese-history MCP server that enables querying of nine classical Chinese texts (e.g., 史记, 汉书) with citations and honest status labels. It provides four tools to search events, persons, places, and qualities, all with provenance.
    4
    49 PyPI
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Searchable atlas of 2,400 castles, fortresses and palaces worldwide, with facts from Wikidata (CC0). Tools for name search, nearby lookup by coordinates, fame ranking, per-country listings and aggregate statistics — read-only, no API key.
    7
    1
    MIT