RRepoGEO

REPOGEO REPORT · LITE

zhom/donutbrowser

Default branch main · commit 982ed364 · scanned 5/9/2026, 6:51:26 AM

GitHub: 2,406 stars · 219 forks

AI VISIBILITY SCORE
40 /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
3 / 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

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

OVERALL DIRECTION
  • mediumreadme#1
    Add a 'Use Cases' or 'Who is this for?' section to the README

    Why:

    CURRENT
    Use cases are implied by the features list but not explicitly detailed in a dedicated section.
    COPY-PASTE FIX
    Add a new section, for example, "## Use Cases" with bullet points: "*   **Web Scraping:** Run multiple scraping tasks with unique browser fingerprints. *   **Social Media Management:** Manage multiple accounts without detection. *   **E-commerce & Ad Verification:** Maintain distinct online identities for various platforms. *   **Enhanced Privacy:** Browse with isolated profiles and advanced spoofing."
  • lowtopics#2
    Expand GitHub topics with specific application keywords

    Why:

    CURRENT
    anti-detect, anti-detect-browser, anti-detection, browser, browser-management, chromium, firefox, management, manager, orchestration, orchestrator, privacy
    COPY-PASTE FIX
    anti-detect, anti-detect-browser, anti-detection, browser, browser-management, chromium, firefox, management, manager, orchestration, orchestrator, privacy, web-scraping, social-media-automation, e-commerce-management, ad-verification

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
Multilogin
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Multilogin · recommended 2×
  2. GoLogin · recommended 2×
  3. Dolphin Anty · recommended 2×
  4. Incogniton · recommended 2×
  5. Puppeteer · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple isolated browser profiles for web scraping or privacy?
    you: not recommended
    AI recommended (in order):
    1. Multilogin
    2. GoLogin
    3. Dolphin Anty
    4. Incogniton
    5. Puppeteer
    6. Selenium
    7. Firefox Multi-Account Containers

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help spoof browser fingerprints and prevent detection across many sessions?
    you: not recommended
    AI recommended (in order):
    1. GoLogin
    2. Dolphin Anty
    3. Multilogin
    4. Incogniton
    5. AdsPower
    6. puppeteer-extra-plugin-stealth
    7. Playwright Extra
    8. Bright Data
    9. Smartproxy
    10. Oxylabs

    AI recommended 10 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 named zhom/donutbrowser explicitly

    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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zhom/donutbrowser — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite