RRepoGEO

REPOGEO REPORT · LITE

kijai/ComfyUI-MMAudio

Default branch main · commit 8eaeb72e · scanned 6/7/2026, 1:02:58 AM

GitHub: 568 stars · 73 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 kijai/ComfyUI-MMAudio, 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 'About' description for the repository

    Why:

    COPY-PASTE FIX
    ComfyUI custom nodes for advanced AI audio generation and processing, integrating models like Audiocraft to create audio from text, images, or video within ComfyUI workflows.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-nodes, audio-generation, ai-audio, sound-synthesis, machine-learning, deep-learning, audiocraft
  • mediumreadme#3
    Reposition the README's opening to clearly state the project's purpose and remove 'WIP'

    Why:

    CURRENT
    # ComfyUI nodes to use MMAudio

## WIP WIP WIP
    COPY-PASTE FIX
    # ComfyUI-MMAudio: Advanced AI Audio Generation & Processing Nodes

ComfyUI-MMAudio provides a comprehensive suite of custom nodes for integrating advanced AI audio generation and processing models directly into your ComfyUI workflows. Generate high-quality audio, sound effects, and music from text, images, or video using models like Audiocraft and BigVGANv2.

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 kijai/ComfyUI-MMAudio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI-Audio-Tools
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI-Audio-Tools · recommended 2×
  2. Audio Nodes for ComfyUI · recommended 1×
  3. ComfyUI-Audio-Nodes · recommended 1×
  4. ComfyUI-MusicGen · recommended 1×
  5. ComfyUI-RVC · recommended 1×
  • CATEGORY QUERY
    How to add audio synthesis and processing features to ComfyUI custom workflows?
    you: not recommended
    AI recommended (in order):
    1. Audio Nodes for ComfyUI
    2. ComfyUI-Audio-Nodes
    3. ComfyUI-Audio-Tools
    4. ComfyUI-MusicGen
    5. ComfyUI-RVC
    6. ComfyUI-Bark
    7. Librosa
    8. PyDub
    9. SoundFile
    10. SciPy.signal
    11. Torchaudio

    AI recommended 11 alternatives but never named kijai/ComfyUI-MMAudio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking ComfyUI nodes for advanced audio generation, like voice or sound effects.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Audio-Generation
    2. ComfyUI-Impact-Pack
    3. ComfyUI-A1111-WebUI-Audio-Nodes
    4. ComfyUI-Audio-Tools
    5. ComfyUI-Dream-Machine
    6. ComfyUI-DeepFloyd-IF-Audio

    AI recommended 6 alternatives but never named kijai/ComfyUI-MMAudio. 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 kijai/ComfyUI-MMAudio?
    pass
    AI named kijai/ComfyUI-MMAudio explicitly

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

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

    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 kijai/ComfyUI-MMAudio. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/kijai/ComfyUI-MMAudio.svg)](https://repogeo.com/en/r/kijai/ComfyUI-MMAudio)
HTML
<a href="https://repogeo.com/en/r/kijai/ComfyUI-MMAudio"><img src="https://repogeo.com/badge/kijai/ComfyUI-MMAudio.svg" alt="RepoGEO" /></a>
Pro

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kijai/ComfyUI-MMAudio — 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