RRepoGEO

REPOGEO REPORT · LITE

botswin/BotBrowser

Default branch main · commit 28827f38 · scanned 5/12/2026, 10:22:04 PM

GitHub: 2,433 stars · 270 forks

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 botswin/BotBrowser, 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
    Reposition README's opening for undetectable automation

    Why:

    COPY-PASTE FIX
    It's engineered for developers and automation engineers to perform robust web scraping and automation by bypassing advanced anti-bot systems and fingerprinting defenses.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## BotBrowser vs. Alternatives

BotBrowser differentiates itself from generic browser automation frameworks like Playwright, Puppeteer, and Selenium by integrating a unified fingerprint defense specifically designed to bypass advanced anti-bot systems such as Cloudflare, Akamai, and DataDome. Unlike solutions like undetected_chromedriver, BotBrowser offers a comprehensive, cross-platform core with consistent fingerprint posture across operating systems, ensuring reliable and stealthy automation.
  • lowreadme#3
    Make homepage link descriptive in README

    Why:

    CURRENT
    <a href="https://botbrowser.io"></a>
    COPY-PASTE FIX
    <a href="https://botbrowser.io">Visit BotBrowser.io for more details</a>

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 botswin/BotBrowser
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Bright Data
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Bright Data · recommended 2×
  2. Oxylabs · recommended 2×
  3. Smartproxy · recommended 2×
  4. puppeteer/puppeteer · recommended 1×
  5. microsoft/playwright · recommended 1×
  • CATEGORY QUERY
    How to automate web scraping without being detected by advanced anti-bot systems?
    you: not recommended
    AI recommended (in order):
    1. Bright Data
    2. Oxylabs
    3. Smartproxy
    4. Puppeteer (puppeteer/puppeteer)
    5. Playwright (microsoft/playwright)
    6. Selenium (SeleniumHQ/selenium)
    7. Scrapy (scrapy/scrapy)
    8. Requests (psf/requests)
    9. Axios (axios/axios)
    10. Guzzle (guzzle/guzzle)
    11. 2Captcha
    12. Anti-Captcha
    13. CapMonster.cloud
    14. Puppeteer-Extra Stealth Plugin (berstend/puppeteer-extra-plugin-stealth)
    15. Playwright Stealth Plugin (apify/playwright-stealth)

    AI recommended 15 alternatives but never named botswin/BotBrowser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a browser core for automation that provides strong, consistent fingerprint protection across platforms.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium
    4. undetected_chromedriver
    5. Bright Data
    6. Oxylabs
    7. Smartproxy
    8. Multilogin
    9. GoLogin
    10. Incogniton

    AI recommended 10 alternatives but never named botswin/BotBrowser. 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 botswin/BotBrowser?
    pass
    AI named botswin/BotBrowser explicitly

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

  • If a team adopts botswin/BotBrowser in production, what risks or prerequisites should they evaluate first?
    pass
    AI named botswin/BotBrowser 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 botswin/BotBrowser solve, and who is the primary audience?
    pass
    AI did not name botswin/BotBrowser — 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?

Embed your GEO score

Drop this badge into the README of botswin/BotBrowser. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
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HTML
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botswin/BotBrowser — 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