RRepoGEO

REPOGEO REPORT · LITE

seezatnap/nano-banana-infinimap

Default branch main · commit 2b265741 · scanned 6/13/2026, 8:33:01 AM

GitHub: 615 stars · 95 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 seezatnap/nano-banana-infinimap, 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
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    An experimental AI-powered infinite map generator that creates seamless, neighbor-aware tiles on demand using Gemini Nano Banana.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-generation, map-generator, game-development, generative-ai, gemini-nano, infinite-map, tile-generation
  • mediumreadme#3
    Add an explicit category statement to the README's introduction

    Why:

    CURRENT
    # Nano Banana Infinimap
    
    An experimental AI-powered infinite map generator that creates seamless, neighbor-aware tiles on demand.
    COPY-PASTE FIX
    # Nano Banana Infinimap
    
    **Category:** AI-powered Infinite Map Generator for Game Development and Simulations.
    
    An experimental AI-powered infinite map generator that creates seamless, neighbor-aware tiles on demand.

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 seezatnap/nano-banana-infinimap
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. Artbreeder · recommended 1×
  4. ControlNet · recommended 1×
  5. DreamStudio · recommended 1×
  • CATEGORY QUERY
    Need a tool to generate expansive, continuous game maps using AI for seamless tiling.
    you: not recommended
    AI recommended (in order):
    1. Artbreeder
    2. Midjourney
    3. Stable Diffusion
    4. ControlNet
    5. DreamStudio
    6. Skybox AI
    7. Unity's Procedural Toolkit
    8. Godot's GDScript
    9. Leonardo.Ai
    10. Adobe Firefly

    AI recommended 10 alternatives but never named seezatnap/nano-banana-infinimap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for AI-powered solutions to create infinite, consistently blending environments for simulations.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Omniverse
    2. USD
    3. NeuralVDB
    4. Kaolin
    5. Unreal Engine 5
    6. MetaHumans
    7. Stable Diffusion
    8. Midjourney
    9. RunwayML
    10. Unity
    11. MapMagic 2
    12. World Creator
    13. Blockade Labs' Skybox AI
    14. ML-Agents
    15. Blender
    16. Dream Textures

    AI recommended 16 alternatives but never named seezatnap/nano-banana-infinimap. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 seezatnap/nano-banana-infinimap?
    pass
    AI named seezatnap/nano-banana-infinimap explicitly

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

  • If a team adopts seezatnap/nano-banana-infinimap in production, what risks or prerequisites should they evaluate first?
    pass
    AI named seezatnap/nano-banana-infinimap 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 seezatnap/nano-banana-infinimap solve, and who is the primary audience?
    pass
    AI named seezatnap/nano-banana-infinimap 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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seezatnap/nano-banana-infinimap — 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