RRepoGEO

REPOGEO REPORT · LITE

bug0inc/passmark

Default branch main · commit decdb418 · scanned 6/12/2026, 7:48:10 AM

GitHub: 965 stars · 165 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 bug0inc/passmark, 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 to emphasize 'library' and 'developer-focused' nature

    Why:

    CURRENT
    Passmark covers your browser regression testing end-to-end and helps you catch regressions early. Fast. It uses AI models to execute natural language browser steps via Playwright...
    COPY-PASTE FIX
    Passmark is an open-source Playwright *library* for developers, designed to bring AI-powered browser regression testing directly into your existing E2E workflows. Unlike standalone SaaS platforms, Passmark integrates intelligent caching, auto-healing, and multi-model verification directly into your Playwright tests, helping you catch regressions early and keep tests stable without needing to update AI prompts or retrain models.
  • mediumcomparison#2
    Add a 'Why Passmark?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled 'Why Passmark?' or 'Passmark vs. Alternatives', with content like: 'While tools like Testim and Mabl offer AI-driven testing, Passmark provides an open-source, Playwright-native library that gives developers full control and integrates directly into your existing test suite, avoiding vendor lock-in and offering deep customization for AI-powered browser regression testing.'
  • lowlicense#3
    Clarify existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: '## License This project is licensed under [Specify the actual license(s) here, e.g., a custom license, or a combination of licenses if applicable]. See the LICENSE.md file 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 bug0inc/passmark
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Applitools Ultrafast Test Cloud
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Applitools Ultrafast Test Cloud · recommended 2×
  2. Mabl · recommended 2×
  3. Testim · recommended 1×
  4. Autify · recommended 1×
  5. Cypress with Smart UI · recommended 1×
  • CATEGORY QUERY
    Looking for an AI-driven tool to automate browser regression tests with self-healing capabilities.
    you: not recommended
    AI recommended (in order):
    1. Testim
    2. Applitools Ultrafast Test Cloud
    3. Mabl
    4. Autify
    5. Cypress with Smart UI
    6. Leapwork

    AI recommended 6 alternatives but never named bug0inc/passmark. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to implement AI-powered E2E testing using Playwright with multi-model assertion verification?
    you: not recommended
    AI recommended (in order):
    1. Applitools Ultrafast Test Cloud
    2. Testim.io
    3. Mabl
    4. OpenAI GPT-4 / GPT-3.5
    5. Azure Custom Vision
    6. Google Cloud Vision AI
    7. Faker.js

    AI recommended 7 alternatives but never named bug0inc/passmark. 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 bug0inc/passmark?
    pass
    AI did not name bug0inc/passmark — 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 bug0inc/passmark in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bug0inc/passmark 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 bug0inc/passmark solve, and who is the primary audience?
    pass
    AI named bug0inc/passmark explicitly

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

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bug0inc/passmark — 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