RRepoGEO

REPOGEO REPORT · LITE

riffusion/riffusion-app-hobby

Default branch main · commit 3a72a8ff · scanned 5/29/2026, 6:53:24 PM

GitHub: 2,681 stars · 214 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 riffusion/riffusion-app-hobby, 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 intro to emphasize 'web application'

    Why:

    CURRENT
    # Riffusion App

:no_entry: This project is no longer actively maintained.

Riffusion is an app for real-time music generation with stable diffusion.
This repository contains the interactive web app that powers the website.
    COPY-PASTE FIX
    # Riffusion App: A Real-time Music Generation Web Application

:no_entry: This project is no longer actively maintained.

Riffusion is a complete, interactive web application for real-time music generation using stable diffusion. This repository contains the full web app that powers the website, designed for direct use and experimentation.
  • mediumtopics#2
    Add topics emphasizing 'application' and 'real-time'

    Why:

    CURRENT
    ai, audio, diffusion, music, nextjs, stable-diffusion, threejs
    COPY-PASTE FIX
    ai, audio, diffusion, music, nextjs, stable-diffusion, threejs, web-app, application, real-time-audio
  • lowreadme#3
    Explicitly state 'hobbyist use' in the README's maintenance notice

    Why:

    CURRENT
    :no_entry: This project is no longer actively maintained.
    COPY-PASTE FIX
    :no_entry: This project is no longer actively maintained and is intended for hobbyist use and experimentation, not production environments.

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 riffusion/riffusion-app-hobby
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
magenta/magenta-js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. magenta/magenta-js · recommended 1×
  2. Tonejs/Tone.js · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. tiangolo/fastapi · recommended 1×
  5. facebook/react · recommended 1×
  • CATEGORY QUERY
    How can I build a real-time music generation web app using AI models?
    you: not recommended
    AI recommended (in order):
    1. Magenta.js (magenta/magenta-js)
    2. Tone.js (Tonejs/Tone.js)
    3. Hugging Face Transformers (huggingface/transformers)
    4. FastAPI (tiangolo/fastapi)
    5. React (facebook/react)
    6. Vue.js (vuejs/core)
    7. Google Colab
    8. Flask (pallets/flask)
    9. Django (django/django)
    10. RunwayML
    11. OpenAI API
    12. Next.js (vercel/next.js)
    13. Nuxt.js (nuxt/nuxt)

    AI recommended 13 alternatives but never named riffusion/riffusion-app-hobby. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are Next.js frameworks for interactive AI audio synthesis and experimentation?
    you: not recommended
    AI recommended (in order):
    1. Tone.js
    2. Web Audio API
    3. Magenta.js
    4. TensorFlow.js
    5. p5.js
    6. p5.sound
    7. ML5.js
    8. Faust
    9. WebAssembly

    AI recommended 9 alternatives but never named riffusion/riffusion-app-hobby. 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 riffusion/riffusion-app-hobby?
    pass
    AI did not name riffusion/riffusion-app-hobby — 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 riffusion/riffusion-app-hobby in production, what risks or prerequisites should they evaluate first?
    pass
    AI named riffusion/riffusion-app-hobby 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 riffusion/riffusion-app-hobby solve, and who is the primary audience?
    pass
    AI named riffusion/riffusion-app-hobby 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
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