RRepoGEO

REPOGEO REPORT · LITE

NotPBShaw/burner-agents

Default branch main · commit 7eb472f1 · scanned 6/20/2026, 7:23:01 PM

GitHub: 622 stars · 22 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 NotPBShaw/burner-agents, 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 sentence to clarify use cases

    Why:

    CURRENT
    A swarm of disposable agents for unattributable web interaction.
    COPY-PASTE FIX
    A swarm of disposable agents for unattributable web interaction, ideal for anonymous web scraping, data collection, and automated tasks.
  • mediumreadme#2
    Add a 'Comparison to Alternatives' section in README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike VPNs or proxy services, Burner Agents provides a full, isolated browser context for each task, ensuring a fresh digital fingerprint and identity for every interaction, rather than just masking your IP. Compared to general browser automation libraries like Playwright or Selenium, Burner Agents offers a complete system for delegating tasks to ephemeral, AI-driven agents, handling identity management and destruction automatically, which goes beyond simple anti-detection techniques.
  • lowabout#3
    Refine the GitHub 'About' description

    Why:

    CURRENT
    A swarm of disposable agents for unattributable web interaction. The user never acts on the web directly, delegating instead to agents that are destroyed on completion, leaving nothing that leads back.
    COPY-PASTE FIX
    A swarm of disposable agents for unattributable web interaction, ideal for anonymous web scraping, data collection, and automated tasks. Users delegate tasks to ephemeral agents that are destroyed on completion, leaving no persistent digital footprint.

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 NotPBShaw/burner-agents
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 4 of 2 queries
COMPETITOR LEADERBOARD
  1. berstend/puppeteer-extra · recommended 4×
  2. Bright Data · recommended 2×
  3. Oxylabs · recommended 2×
  4. Smartproxy · recommended 2×
  5. NordVPN · recommended 1×
  • CATEGORY QUERY
    How can I perform web scraping or automation without leaving a persistent digital footprint?
    you: not recommended
    AI recommended (in order):
    1. Bright Data
    2. Oxylabs
    3. Smartproxy
    4. NordVPN
    5. ExpressVPN
    6. ProtonVPN
    7. Puppeteer (puppeteer/puppeteer)
    8. puppeteer-extra (berstend/puppeteer-extra)
    9. puppeteer-extra-plugin-stealth (berstend/puppeteer-extra)
    10. Selenium (SeleniumHQ/selenium)
    11. undetected-chromedriver (ultrafunkamsterdam/undetected-chromedriver)
    12. Tor Browser
    13. AWS Lambda
    14. Google Cloud Functions

    AI recommended 14 alternatives but never named NotPBShaw/burner-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are alternatives to VPNs and private browsing for truly anonymous web automation tasks?
    you: not recommended
    AI recommended (in order):
    1. Tor Network
    2. Selenium
    3. Playwright (microsoft/playwright)
    4. selenium-wire (wkeeling/selenium-wire)
    5. Bright Data
    6. Oxylabs
    7. Smartproxy
    8. SOAX
    9. requests (psf/requests)
    10. Puppeteer-Extra (berstend/puppeteer-extra)
    11. puppeteer-extra-plugin-stealth (berstend/puppeteer-extra)
    12. ScrapingBee
    13. ScraperAPI
    14. Zyte Smart Proxy Manager
    15. AWS EC2
    16. Google Cloud Compute Engine
    17. Azure Virtual Machines

    AI recommended 17 alternatives but never named NotPBShaw/burner-agents. 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 NotPBShaw/burner-agents?
    pass
    AI named NotPBShaw/burner-agents explicitly

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

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

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NotPBShaw/burner-agents — 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