RRepoGEO

REPOGEO REPORT · LITE

SawyerHood/dev-browser

Default branch main · commit 5736fc28 · scanned 6/21/2026, 5:11:38 AM

GitHub: 6,283 stars · 399 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 SawyerHood/dev-browser, 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 the README's opening to emphasize AI agent use

    Why:

    CURRENT
    A browser automation tool that lets AI agents and developers control browsers with sandboxed JavaScript scripts.
    COPY-PASTE FIX
    SawyerHood/dev-browser is a powerful browser automation tool specifically designed to empower AI agents and developers to programmatically control browsers with secure, sandboxed JavaScript scripts. Integrate `dev-browser` as a Claude Skill to give your agent the ability to browse and interact with the web.
  • mediumtopics#2
    Add more specific topics to improve AI agent categorization

    Why:

    CURRENT
    claude-code, playwright, skills
    COPY-PASTE FIX
    ai-agents, browser-automation, claude-skill, web-browsing, sandboxed-javascript, playwright, llm-tools
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/SawyerHood/dev-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 SawyerHood/dev-browser
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 2×
  2. SeleniumHQ/selenium · recommended 2×
  3. puppeteer/puppeteer · recommended 2×
  4. crummy/BeautifulSoup · recommended 1×
  5. psf/requests · recommended 1×
  • CATEGORY QUERY
    How can I enable an AI assistant to programmatically browse and interact with websites?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Puppeteer (puppeteer/puppeteer)
    4. Beautiful Soup (crummy/BeautifulSoup)
    5. Requests (psf/requests)
    6. Scrapy (scrapy/scrapy)
    7. LangChain (langchain-ai/langchain)
    8. AutoGPT (Significant-Gravitas/AutoGPT)
    9. BabyAGI (yoheinakajima/babyagi)

    AI recommended 9 alternatives but never named SawyerHood/dev-browser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are secure methods for running sandboxed browser automation scripts for agents?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Docker
    3. Selenium Grid (SeleniumHQ/selenium)
    4. Kubernetes (kubernetes/kubernetes)
    5. nsjail (google/nsjail)
    6. firejail (netblue30/firejail)
    7. BrowserStack
    8. Sauce Labs
    9. LambdaTest
    10. Puppeteer (puppeteer/puppeteer)
    11. chrome-launcher (GoogleChrome/chrome-launcher)
    12. tmp (raszi/node-tmp)

    AI recommended 12 alternatives but never named SawyerHood/dev-browser. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 SawyerHood/dev-browser?
    pass
    AI named SawyerHood/dev-browser explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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SawyerHood/dev-browser — 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