RRepoGEO

REPOGEO REPORT · LITE

antiwork/shortest

Default branch main · commit 45a8dcfe · scanned 5/26/2026, 8:52:15 PM

GitHub: 5,604 stars · 336 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 antiwork/shortest, 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 opening to clarify project domain

    Why:

    CURRENT
    # Shortest

AI-powered natural language end-to-end testing framework.
    COPY-PASTE FIX
    # Shortest

AI-powered natural language end-to-end testing framework. *Note: The 'antiwork' organization name refers to automating tedious tasks, not the social movement.*
  • mediumtopics#2
    Add more specific AI-testing related topics

    Why:

    CURRENT
    anthropic, automation, chromium, e2e-testing, e2e-tests, end-to-end-testing, javascript, nextjs, playwright, test-automation, testing, testing-framework, testing-tool
    COPY-PASTE FIX
    anthropic, automation, chromium, e2e-testing, e2e-tests, end-to-end-testing, javascript, nextjs, playwright, test-automation, testing, testing-framework, testing-tool, ai-testing, low-code-testing, no-code-testing, test-orchestration, generative-ai, llm-testing
  • lowreadme#3
    Add a 'Why Shortest?' or 'Comparison' section to README

    Why:

    COPY-PASTE FIX
    Add a new H2 section to the README, for example, 'Why Shortest?' or 'How Shortest Compares', and include text like: 'Shortest differentiates itself by combining natural language test descriptions with AI-powered execution via Anthropic Claude API, all built on the robust Playwright framework. This allows for rapid test creation and maintenance, especially for complex web applications requiring GitHub 2FA or email validation.'

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 antiwork/shortest
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Testim.io
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Testim.io · recommended 2×
  2. Applitools Ultrafast Test Cloud · recommended 2×
  3. Mabl · recommended 2×
  4. Playwright · recommended 1×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    How can I write end-to-end tests using natural language descriptions powered by AI?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. GitHub Copilot
    3. ChatGPT Code Interpreter
    4. Cypress
    5. Cucumber
    6. Gherkin
    7. Selenium
    8. Testim.io
    9. Applitools Ultrafast Test Cloud
    10. Eyes
    11. Mabl

    AI recommended 11 alternatives but never named antiwork/shortest. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-driven testing frameworks built on Playwright for web applications?
    you: not recommended
    AI recommended (in order):
    1. Testim.io
    2. Applitools Ultrafast Test Cloud
    3. Reflect.run
    4. Mabl
    5. Autify
    6. OpenAI
    7. GPT-4
    8. Claude
    9. Percy

    AI recommended 9 alternatives but never named antiwork/shortest. 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 antiwork/shortest?
    pass
    AI named antiwork/shortest explicitly

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

  • If a team adopts antiwork/shortest in production, what risks or prerequisites should they evaluate first?
    pass
    AI named antiwork/shortest 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 antiwork/shortest solve, and who is the primary audience?
    pass
    AI named antiwork/shortest 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 antiwork/shortest. 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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antiwork/shortest — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite