RRepoGEO

REPOGEO REPORT · LITE

schickling/chromeless

Default branch master · commit 774223e4 · scanned 5/9/2026, 7:16:16 AM

GitHub: 13,229 stars · 570 forks

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 schickling/chromeless, 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 deprecation notice to allow AI to process the project's value

    Why:

    CURRENT
    *This project is deprecated in favor for Puppeteer. Thanks to all the contributors who made this project possible.*
    COPY-PASTE FIX
    Move the deprecation notice to a new 'Project Status' section, placing it after the main description and feature list. Start the README with the project's core value proposition, e.g., 'Chromeless simplifies Chrome automation, running locally or headless on AWS Lambda for tasks like browser integration tests and web scraping.'
  • hightopics#2
    Add specific, high-recall topics matching core functionalities and successor

    Why:

    CURRENT
    chrome, graphcool, headless, headless-chrome, integration-testing, nightmarejs, selenium, serverless
    COPY-PASTE FIX
    chrome, headless, headless-chrome, integration-testing, nightmarejs, selenium, serverless, puppeteer, web-scraping, e2e-testing, browser-automation, serverless-functions
  • mediumreadme#3
    Emphasize serverless environment focus in the README's opening

    Why:

    CURRENT
    Chrome automation made simple. Runs locally or headless on AWS Lambda.
    COPY-PASTE FIX
    Chromeless: Simplified Chrome automation for serverless environments. Run headless Chrome locally or efficiently on AWS Lambda for tasks like browser integration tests, web scraping, and bot creation.

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 schickling/chromeless
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Puppeteer · recommended 2×
  3. Selenium WebDriver · recommended 1×
  4. Cypress · recommended 1×
  5. Beautiful Soup · recommended 1×
  • CATEGORY QUERY
    How to automate browser interactions for web scraping or end-to-end testing?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Cypress
    5. Beautiful Soup
    6. requests
    7. Scrapy

    AI recommended 7 alternatives but never named schickling/chromeless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I run headless browser automation scripts efficiently in a serverless environment?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. AWS Lambda
    3. Google Cloud Functions
    4. Azure Functions
    5. Puppeteer
    6. chrome-aws-lambda
    7. Selenium
    8. ChromeDriver
    9. GeckoDriver
    10. Browserless.io
    11. Apify

    AI recommended 11 alternatives but never named schickling/chromeless. 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 schickling/chromeless?
    pass
    AI named schickling/chromeless explicitly

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

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