RRepoGEO

REPOGEO REPORT · LITE

selfboot/ai_gallery

Default branch main · commit 619bbc8c · scanned 6/14/2026, 3:48:07 PM

GitHub: 703 stars · 53 forks

AI VISIBILITY SCORE
28 /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
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 selfboot/ai_gallery, 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
  • highabout#1
    Clarify the repository's 'About' description

    Why:

    CURRENT
    Some interesting AI-generated showcase pages
    COPY-PASTE FIX
    A gallery of interactive web components (algorithms, games) built with AI assistance (Claude, GPT) using React and Next.js.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Update and expand repository topics for better AI context

    Why:

    CURRENT
    algorithms, games, nextjs14, reactjs, visiualization, website
    COPY-PASTE FIX
    ai-assisted-development, generative-ai, react, nextjs, algorithms, games, web-components, visualization, gpt, claude

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 selfboot/ai_gallery
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
D3.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. D3.js · recommended 2×
  2. React Konva · recommended 2×
  3. Observable Plot · recommended 1×
  4. Observable AI · recommended 1×
  5. Recharts · recommended 1×
  • CATEGORY QUERY
    How can I quickly build interactive algorithm visualizations using AI tools for a React website?
    you: not recommended
    AI recommended (in order):
    1. Observable Plot
    2. D3.js
    3. Observable AI
    4. Recharts
    5. TensorFlow.js
    6. PyTorch
    7. OpenAI's API
    8. React Flow
    9. Konva.js
    10. React Konva
    11. Three.js
    12. React Three Fiber

    AI recommended 12 alternatives but never named selfboot/ai_gallery. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good examples of Next.js projects demonstrating interactive algorithm visualizers?
    you: not recommended
    AI recommended (in order):
    1. Pathfinding Visualizer
    2. Sorting Algorithm Visualizer
    3. React Konva
    4. D3.js

    AI recommended 4 alternatives but never named selfboot/ai_gallery. 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 selfboot/ai_gallery?
    pass
    AI did not name selfboot/ai_gallery — 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 selfboot/ai_gallery in production, what risks or prerequisites should they evaluate first?
    pass
    AI named selfboot/ai_gallery 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 selfboot/ai_gallery solve, and who is the primary audience?
    pass
    AI named selfboot/ai_gallery explicitly

    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
  • Prioritized action items8 vs 3 in Lite