RRepoGEO

REPOGEO REPORT · LITE

millionco/expect

Default branch main · commit 39e97500 · scanned 5/21/2026, 1:47:06 PM

GitHub: 3,480 stars · 154 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
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 millionco/expect, 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
  • hightopics#1
    Update repository topics to clarify AI agent testing focus

    Why:

    CURRENT
    agent, browser, expect, test
    COPY-PASTE FIX
    ai-agent-testing, browser-automation, qa-automation, playwright
  • highreadme#2
    Strengthen README's opening statement to differentiate from generic tools

    Why:

    CURRENT
    **Expect** is a skill for testing your agent's code in a real browser.
    COPY-PASTE FIX
    **Expect** is a skill for testing your AI agent's code in a real browser, *automatically generating tests from your changes*. Unlike traditional assertion libraries or generic browser testing frameworks, Expect gives your agent QA superpowers.
  • mediumlicense#3
    Add license clarification to the README

    Why:

    COPY-PASTE FIX
    ## License

Expect is licensed under [Specify License Name(s) here, e.g., 'a custom license combining MIT and Apache-2.0']. Please refer to the `LICENSE` file in the repository for full details.

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 millionco/expect
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. Cypress · recommended 2×
  3. Selenium WebDriver · recommended 1×
  4. Puppeteer · recommended 1×
  5. TestCafe · recommended 1×
  • CATEGORY QUERY
    How to automatically test my AI agent's web application interactions in a real browser?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Cypress
    4. Puppeteer
    5. TestCafe

    AI recommended 5 alternatives but never named millionco/expect. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for autonomous browser-based QA that generates tests from code changes.
    you: not recommended
    AI recommended (in order):
    1. Cypress
    2. GitHub Actions
    3. GitLab CI
    4. CircleCI
    5. Jenkins
    6. Playwright
    7. Testim.io
    8. Applitools Ultrafast Test Cloud
    9. Selenium
    10. Mabl
    11. Reflect
    12. Autify

    AI recommended 12 alternatives but never named millionco/expect. 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 millionco/expect?
    pass
    AI named millionco/expect explicitly

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

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

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

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millionco/expect — 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