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

Of all named tools, what % are you?

Top rival

SadTalker

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

SadTalker · recommended 2×
Wav2Lip · recommended 2×
GeneFace++ · recommended 1×
ESRGAN · recommended 1×
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?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/smthemex/ComfyUI_Sonic.svg)](https://repogeo.com/en/r/smthemex/ComfyUI_Sonic)

HTML

<a href="https://repogeo.com/en/r/smthemex/ComfyUI_Sonic"><img src="https://repogeo.com/badge/smthemex/ComfyUI_Sonic.svg" alt="RepoGEO" /></a>

Pro

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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