RRepoGEO

REPOGEO REPORT · LITE

platonai/Browser4

Default branch main · commit 39465d83 · scanned 6/29/2026, 3:41:54 PM

GitHub: 1,061 stars · 144 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 platonai/Browser4, 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 introduction to highlight unique interactive GUI engine for AI

    Why:

    CURRENT
    💖 **Browser4: a lightning-fast, coroutine-safe browser engine for your AI** 💖
    COPY-PASTE FIX
    💖 **Browser4: a lightning-fast, coroutine-safe, *standalone and interactive GUI browser engine* for your AI agents** 💖
  • mediumcomparison#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## 🆚 Browser4 vs. Other Tools (Playwright, Puppeteer, Selenium)' explaining how Browser4's integrated interactive GUI and AI-specific features differentiate it from general automation libraries.
  • lowtopics#3
    Add a new topic to emphasize the interactive GUI aspect

    Why:

    CURRENT
    agentic-ai, agentic-browser, ai-browser, browser-agent, browser-infra, browser-use-agent
    COPY-PASTE FIX
    agentic-ai, agentic-browser, ai-browser, browser-agent, browser-infra, browser-use-agent, interactive-ai-browser

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 platonai/Browser4
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Puppeteer · recommended 1×
  5. Selenium · recommended 1×
  • CATEGORY QUERY
    How to build autonomous AI agents that need a fast, reliable browser interface?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain
    3. LlamaIndex
    4. Puppeteer
    5. Selenium
    6. Browserless.io
    7. Autobahn
    8. Cypress

    AI recommended 8 alternatives but never named platonai/Browser4. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performance browser engine for AI workflow automation and data extraction tasks.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Puppeteer (puppeteer/puppeteer)
    3. Selenium WebDriver (SeleniumHQ/selenium)
    4. chrome-remote-interface (cyrus-and/chrome-remote-interface)
    5. Splash (scrapinghub/splash)

    AI recommended 5 alternatives but never named platonai/Browser4. 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 platonai/Browser4?
    pass
    AI named platonai/Browser4 explicitly

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

  • If a team adopts platonai/Browser4 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named platonai/Browser4 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 platonai/Browser4 solve, and who is the primary audience?
    pass
    AI named platonai/Browser4 explicitly

    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 platonai/Browser4. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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platonai/Browser4 — 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