RRepoGEO

REPOGEO REPORT · LITE

OliBomby/Mapperatorinator

Default branch main · commit 32809036 · scanned 6/13/2026, 2:06:40 AM

GitHub: 505 stars · 66 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 OliBomby/Mapperatorinator, 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 the README's opening to clarify its specific niche

    Why:

    COPY-PASTE FIX
    Start the README with a clear, concise statement like: "Mapperatorinator is an advanced AI framework designed specifically for generating and modding osu! beatmaps across all gamemodes, leveraging spectrogram inputs to automate and enhance rhythm game level creation."
  • mediumtopics#2
    Add more specific rhythm game topics

    Why:

    CURRENT
    beatmap-creator, classifier, diffusion, generative-ai, modding, osugame, transformers
    COPY-PASTE FIX
    beatmap-creator, classifier, diffusion, generative-ai, modding, osugame, transformers, rhythm-game, music-game, level-editor, ai-music
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a link to a project page, documentation, or a dedicated website for Mapperatorinator in the repository's 'About' section.

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 OliBomby/Mapperatorinator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Magenta
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Magenta · recommended 1×
  2. PyTorch · recommended 1×
  3. TensorFlow · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. LibROSA · recommended 1×
  • CATEGORY QUERY
    Looking for an AI framework to generate new rhythm game beatmaps from audio analysis.
    you: not recommended
    AI recommended (in order):
    1. Magenta
    2. PyTorch
    3. TensorFlow
    4. Hugging Face Transformers
    5. LibROSA

    AI recommended 5 alternatives but never named OliBomby/Mapperatorinator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a generative AI tool for modifying and creating custom levels in music games.
    you: not recommended
    AI recommended (in order):
    1. Rhythm Doctor Level Editor
    2. MuseNet
    3. Magenta Studio
    4. Amper Music
    5. AIVA
    6. mido
    7. pretty_midi

    AI recommended 7 alternatives but never named OliBomby/Mapperatorinator. 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 OliBomby/Mapperatorinator?
    pass
    AI named OliBomby/Mapperatorinator explicitly

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

  • If a team adopts OliBomby/Mapperatorinator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OliBomby/Mapperatorinator 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 OliBomby/Mapperatorinator solve, and who is the primary audience?
    pass
    AI did not name OliBomby/Mapperatorinator — 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?

Embed your GEO score

Drop this badge into the README of OliBomby/Mapperatorinator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/OliBomby/Mapperatorinator.svg)](https://repogeo.com/en/r/OliBomby/Mapperatorinator)
HTML
<a href="https://repogeo.com/en/r/OliBomby/Mapperatorinator"><img src="https://repogeo.com/badge/OliBomby/Mapperatorinator.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

OliBomby/Mapperatorinator — 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