RRepoGEO

REPOGEO REPORT · LITE

takahirom/roborazzi

Default branch main · commit 7f0fe9d7 · scanned 5/30/2026, 1:11:58 AM

GitHub: 950 stars · 51 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 takahirom/roborazzi, 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 H1 and H2 for immediate clarity

    Why:

    CURRENT
    # Roborazzi

**Make JVM Android Integration Test Visible**
    COPY-PASTE FIX
    # Roborazzi: JVM Screenshot Testing for Android with Robolectric

**Automated visual regression testing for Android apps, leveraging Robolectric for fast, reliable JVM-based UI tests.**
  • mediumtopics#2
    Add more specific topics for better categorization

    Why:

    CURRENT
    android, compose, compose-desktop, compose-multiplatform, testing
    COPY-PASTE FIX
    android, compose, compose-desktop, compose-multiplatform, testing, screenshot-testing, visual-regression, robolectric, jvm-testing
  • lowabout#3
    Refine repository description for clarity

    Why:

    CURRENT
    Make JVM Android integration test visible 🤖📸
    COPY-PASTE FIX
    Automated visual regression and screenshot testing for Android apps on the JVM, powered by Robolectric.

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 takahirom/roborazzi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cashapp/paparazzi
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. cashapp/paparazzi · recommended 2×
  2. pedrovgs/Shot · recommended 1×
  3. Robolectric with AndroidX Test Orchestrator · recommended 1×
  4. facebook/screenshot-tests-for-android · recommended 1×
  5. Testify · recommended 1×
  • CATEGORY QUERY
    How to perform screenshot testing for Android apps within JVM tests?
    you: not recommended
    AI recommended (in order):
    1. Paparazzi (cashapp/paparazzi)
    2. Shot (pedrovgs/Shot)
    3. Robolectric with AndroidX Test Orchestrator
    4. Facebook's Screenshot Test for Android (facebook/screenshot-tests-for-android)
    5. Testify

    AI recommended 5 alternatives but never named takahirom/roborazzi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for reliable visual regression testing with Robolectric for Android UI.
    you: not recommended
    AI recommended (in order):
    1. Shot (facebook/shot)
    2. Paparazzi (cashapp/paparazzi)
    3. AndroidX Test Orchestrator
    4. Espresso
    5. AShot (pazone/ashot)
    6. DiffPlug

    AI recommended 6 alternatives but never named takahirom/roborazzi. 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 takahirom/roborazzi?
    pass
    AI named takahirom/roborazzi explicitly

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

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

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

Embed your GEO score

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takahirom/roborazzi — 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