RRepoGEO

REPOGEO REPORT · LITE

botswin/BotBrowser

Default branch main · commit 80ab69af · scanned 6/23/2026, 7:07:12 AM

GitHub: 2,496 stars · 273 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
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 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
    Clarify BotBrowser's role as a specialized core for automated anti-bot bypass

    Why:

    CURRENT
    BotBrowser is a privacy-first browser core designed to protect users from browser fingerprinting...
    COPY-PASTE FIX
    BotBrowser is a specialized privacy-first browser core engineered for robust web automation and scraping, designed to protect against advanced browser fingerprinting and bypass sophisticated anti-bot systems.
  • mediumtopics#2
    Add specific technical capability topics

    Why:

    CURRENT
    akamai, anti-detection, antibot, automation, bot-detection, chromedriver, cloudflare, datadome, incapsula, kasada, perimeterx, puppeteer, scraping, shapesecurity, threatmetrix, webdriver
    COPY-PASTE FIX
    akamai, anti-detection, antibot, automation, bot-detection, browser-core, chromedriver, cloudflare, datadome, fingerprint-spoofing, headless-browser, incapsula, kasada, perimeterx, puppeteer, scraping, shapesecurity, threatmetrix, webdriver
  • lowreadme#3
    Add a sentence about integration with automation frameworks

    Why:

    CURRENT
    BotBrowser is a privacy-first browser core designed to protect users from browser fingerprinting, a technique recognized as a privacy threat by W3C, major browser vendors, privacy regulators, and academic research ([see references](FINGERPRINT_PRIVACY.md)). It keeps fingerprint signals uniform across every platform, preventing tracking systems from collecting and correlating data to identify users. Run the same profile on Windows, macOS, or Linux and the fingerprint posture stays identical each time.
    COPY-PASTE FIX
    BotBrowser is a privacy-first browser core designed to protect users from browser fingerprinting, a technique recognized as a privacy threat by W3C, major browser vendors, privacy regulators, and academic research ([see references](FINGERPRINT_PRIVACY.md)). It keeps fingerprint signals uniform across every platform, preventing tracking systems from collecting and correlating data to identify users. Run the same profile on Windows, macOS, or Linux and the fingerprint posture stays identical each time. It is built to integrate seamlessly with popular automation frameworks like Playwright and Puppeteer, providing a robust foundation for advanced scraping and testing.

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
berstend/puppeteer-extra
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. berstend/puppeteer-extra · recommended 2×
  2. GoogleChrome/puppeteer · recommended 1×
  3. microsoft/playwright · recommended 1×
  4. SeleniumHQ/selenium · recommended 1×
  5. ultrafunkamsterdam/undetected-chromedriver · recommended 1×
  • CATEGORY QUERY
    How to perform web scraping and automation without being detected by advanced anti-bot systems?
    you: not recommended
    AI recommended (in order):
    1. Puppeteer (GoogleChrome/puppeteer)
    2. Playwright (microsoft/playwright)
    3. puppeteer-extra-plugin-stealth (berstend/puppeteer-extra)
    4. Selenium (SeleniumHQ/selenium)
    5. undetected_chromedriver (ultrafunkamsterdam/undetected-chromedriver)
    6. Scrapy (scrapy/scrapy)
    7. Bright Data
    8. Oxylabs
    9. Smartproxy
    10. Requests (psf/requests)
    11. FlareSolverr (FlareSolverr/FlareSolverr)
    12. puppeteer-extra (berstend/puppeteer-extra)

    AI recommended 12 alternatives but never named botswin/BotBrowser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a browser core that provides strong fingerprint protection for automated privacy-focused browsing.
    you: not recommended
    AI recommended (in order):
    1. Mullvad Browser
    2. Tor Browser
    3. Firefox
    4. uBlock Origin
    5. CanvasBlocker
    6. Brave Browser
    7. Chromium
    8. Canvas Blocker
    9. WebGL Fingerprint Defender
    10. User-Agent Switcher

    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 named botswin/BotBrowser explicitly

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

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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