RRepoGEO

REPOGEO REPORT · LITE

smthemex/ComfyUI_Sonic

Default branch main · commit 9a3c1efa · scanned 5/25/2026, 1:23:11 PM

GitHub: 1,141 stars · 108 forks

AI VISIBILITY SCORE
35 /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
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 smthemex/ComfyUI_Sonic, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["comfyui-custom-node", "audio-driven-animation", "portrait-animation", "ai-art", "generative-ai", "video-synthesis", "audio-perception"]
  • highreadme#2
    Strengthen the README's opening statement for category recall

    Why:

    CURRENT
    > **🍴 Fork notice** — this is a downstream fork of smthemex/ComfyUI_Sonic. Default branch `fix/torchaudio-soundfile` replaces `torchaudio.save` with `soundfile.write` to sidestep the `torchcodec` ABI mismatch on torch 2.11+cu130.
    > See [**IMPROVEMENTS.md**](IMPROVEMENTS.md) for the full list of downstream changes and rationale.
    
    # ComfyUI_Sonic
    Sonic is a method about ' Shifting Focus to Global Audio Perception in Portrait Animation',you can use it in comfyUI
    COPY-PASTE FIX
    # ComfyUI_Sonic: Advanced Audio-Driven Portrait Animation for ComfyUI
    
    **Sonic is a powerful ComfyUI custom node that implements 'Shifting Focus to Global Audio Perception in Portrait Animation'.** Generate realistic, high-quality portrait animations directly from audio input, leveraging advanced audio processing for nuanced facial and head movements. This node is ideal for creators and researchers looking to integrate sophisticated audio-driven animation into their ComfyUI workflows, offering a robust solution for tasks typically handled by tools like SadTalker and Wav2Lip.
    
    > **🍴 Fork notice** — this is a downstream fork of smthemex/ComfyUI_Sonic. Default branch `fix/torchaudio-soundfile` replaces `torchaudio.save` with `soundfile.write` to sidestep the `torchcodec` ABI mismatch on torch 2.11+cu130.
    > See [**IMPROVEMENTS.md**](IMPROVEMENTS.md) for the full list of downstream changes and rationale.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/smthemex/ComfyUI_Sonic

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 smthemex/ComfyUI_Sonic
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SadTalker
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SadTalker · recommended 2×
  2. Wav2Lip · recommended 2×
  3. GeneFace++ · recommended 1×
  4. ESRGAN · recommended 1×
  5. Real-ESRGAN · recommended 1×
  • CATEGORY QUERY
    How can I generate realistic portrait animations from audio input in ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. SadTalker
    2. Wav2Lip
    3. GeneFace++
    4. ESRGAN
    5. Real-ESRGAN
    6. DeepMotion
    7. DECA
    8. FLAME
    9. Stable Diffusion
    10. SwinIR

    AI recommended 10 alternatives but never named smthemex/ComfyUI_Sonic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable high-quality audio-driven facial animation synthesis in ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. SadTalker
    2. Wav2Lip
    3. OpenPose ControlNet
    4. FaceFusion
    5. AnimateDiff

    AI recommended 5 alternatives but never named smthemex/ComfyUI_Sonic. 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 smthemex/ComfyUI_Sonic?
    pass
    AI named smthemex/ComfyUI_Sonic explicitly

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

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

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

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smthemex/ComfyUI_Sonic — 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