RRepoGEO

REPOGEO REPORT · LITE

zhom/donutbrowser

Default branch main · commit 577ab79f · scanned 6/19/2026, 1:51:17 AM

GitHub: 3,093 stars · 313 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zhom/donutbrowser, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify README's opening to prevent miscategorization

    Why:

    CURRENT
    <div align="center">
      
      <h1>Donut Browser</h1>
      <strong>Open Source Anti-Detect Browser</strong>
      <br>
      <a href="https://donutbrowser.com">donutbrowser.com</a>
    </div>
    COPY-PASTE FIX
    <div align="center">
      <h1>Donut Browser</h1>
      <strong>The Open Source Anti-Detect Browser for Privacy and Multi-Account Management. Not a browser history visualization tool.</strong>
      <br>
      <a href="https://donutbrowser.com">donutbrowser.com</a>
    </div>
    <br>
    <p align="center">
      Donut Browser is a robust, production-ready solution for creating unlimited, isolated browser profiles with advanced anti-fingerprinting capabilities. It leverages a privacy-focused Chromium engine to naturally hide information from anti-bot services like Cloudflare and reCaptcha v3.
    </p>
  • mediumreadme#2
    Emphasize open-source advantage against commercial competitors

    Why:

    COPY-PASTE FIX
    Add a short section or sentence in the README's introduction or a dedicated "Why Donut Browser?" section that explicitly positions it as an open-source alternative to commercial anti-detect browsers, highlighting benefits like transparency, community control, and cost-effectiveness. For example: "Unlike proprietary solutions such as GoLogin or Dolphin Anty, Donut Browser offers a fully open-source, transparent, and community-driven platform for your anti-detection needs."
  • lowreadme#3
    Expand on API capabilities for automation use cases

    Why:

    CURRENT
    Local API & MCP** — REST API and Model Context Protocol server for integration with Claude, automation tools, and custom workflows
    COPY-PASTE FIX
    Expand the description of the "Local API & MCP" feature in the README to clearly articulate how it enables programmatic control and integration with automation scripts, similar to how Puppeteer or Playwright are used, but within an anti-detect context. For example: "Our Local API & MCP provides a powerful REST API for seamless integration with your automation tools and custom workflows. Programmatically control browser profiles, manage fingerprints, and orchestrate tasks, offering a robust alternative to libraries like Puppeteer or Playwright for anti-detection automation."

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface zhom/donutbrowser
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GoLogin
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GoLogin · recommended 1×
  2. Dolphin Anty · recommended 1×
  3. Incogniton · recommended 1×
  4. MultiLogin · recommended 1×
  5. AdsPower · recommended 1×
  • CATEGORY QUERY
    How to manage multiple browser profiles with advanced anti-fingerprinting for privacy?
    you: not recommended
    AI recommended (in order):
    1. GoLogin
    2. Dolphin Anty
    3. Incogniton
    4. MultiLogin
    5. AdsPower
    6. Kameleo
    7. MoreLogin

    AI recommended 7 alternatives but never named zhom/donutbrowser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open source tools for creating isolated browser environments to bypass bot detection?
    you: not recommended
    AI recommended (in order):
    1. Puppeteer
    2. puppeteer-extra
    3. puppeteer-extra-plugin-stealth
    4. Selenium WebDriver
    5. Playwright
    6. Headless Chrome/Firefox directly
    7. Browserless.io
    8. Scrapy-Splash

    AI recommended 8 alternatives but never named zhom/donutbrowser. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of zhom/donutbrowser?
    pass
    AI did not name zhom/donutbrowser — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts zhom/donutbrowser in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zhom/donutbrowser explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo zhom/donutbrowser solve, and who is the primary audience?
    pass
    AI named zhom/donutbrowser explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite