RRepoGEO

REPOGEO REPORT · LITE

openai/openai-testing-agent-demo

Default branch main · commit d116b832 · scanned 6/7/2026, 9:58:13 AM

GitHub: 763 stars · 116 forks

AI VISIBILITY SCORE
22 /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
1 / 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 openai/openai-testing-agent-demo, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a section clarifying the repository's license

    Why:

    COPY-PASTE FIX
    ## License

This repository contains a LICENSE file that outlines the terms of use. Please refer to the [LICENSE](LICENSE) file for specific details regarding the applicable license(s) for this project.
  • mediumreadme#2
    Strengthen README opening to highlight AI agent differentiation

    Why:

    CURRENT
    This monorepo demonstrates how you can use OpenAI's CUA model and computer use tool to automate frontend testing.
    COPY-PASTE FIX
    This monorepo demonstrates a novel approach to frontend testing: leveraging OpenAI's CUA model and computer use tool to create an autonomous AI agent. Unlike traditional frameworks, this project showcases how an AI agent can interpret test cases and interact with a UI dynamically.

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 openai/openai-testing-agent-demo
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. Cypress · recommended 2×
  3. Playwright · recommended 2×
  4. Mabl · recommended 2×
  5. Autify · recommended 2×
  • CATEGORY QUERY
    How to automate frontend UI tests using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Testim.io
    2. Applitools Ultrafast Test Cloud
    3. Cypress
    4. Testim's Cypress integration
    5. Applitools Cypress SDK
    6. Playwright
    7. Applitools Playwright SDK
    8. Mabl
    9. Autify
    10. Leapwork

    AI recommended 10 alternatives but never named openai/openai-testing-agent-demo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered tools for end-to-end web application testing?
    you: not recommended
    AI recommended (in order):
    1. Testim.io
    2. Applitools
    3. Cypress
    4. Playwright
    5. Mabl
    6. Autify
    7. Leapwork

    AI recommended 7 alternatives but never named openai/openai-testing-agent-demo. 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 openai/openai-testing-agent-demo?
    pass
    AI did not name openai/openai-testing-agent-demo — 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?

  • If a team adopts openai/openai-testing-agent-demo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/openai-testing-agent-demo 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 openai/openai-testing-agent-demo solve, and who is the primary audience?
    pass
    AI did not name openai/openai-testing-agent-demo — 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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  • Brand-free category queries5 vs 2 in Lite
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