RRepoGEO

REPOGEO REPORT · LITE

welltop-cn/ComfyUI-TeaCache

Default branch main · commit 91dff8e3 · scanned 6/25/2026, 8:52:46 PM

GitHub: 1,080 stars · 65 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 welltop-cn/ComfyUI-TeaCache, 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 description to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    A ComfyUI extension that implements Timestep Embedding Aware Cache (TeaCache) to accelerate inference for Image, Video, and Audio Diffusion models without retraining.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-extension, diffusion-models, inference-acceleration, caching, machine-learning, ai, stable-diffusion, video-diffusion, audio-diffusion
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/welltop-cn/ComfyUI-TeaCache

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 welltop-cn/ComfyUI-TeaCache
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenVINO
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenVINO · recommended 2×
  2. ONNX Runtime · recommended 2×
  3. DeepSpeed · recommended 2×
  4. NVIDIA TensorRT · recommended 1×
  5. huggingface/accelerate · recommended 1×
  • CATEGORY QUERY
    How to accelerate inference speed for image and video diffusion models?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA TensorRT
    2. OpenVINO
    3. ONNX Runtime
    4. DeepSpeed
    5. Accelerate (Hugging Face) (huggingface/accelerate)
    6. xFormers (Meta) (facebookresearch/xformers)
    7. PyTorch 2.0 (torch.compile)
    8. Diffusers (Hugging Face) (huggingface/diffusers)

    AI recommended 8 alternatives but never named welltop-cn/ComfyUI-TeaCache. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective caching techniques to improve diffusion model performance without retraining?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. TensorFlow
    3. DeepSpeed
    4. FairScale
    5. Hugging Face Diffusers
    6. pickle
    7. torch.save
    8. torch.load
    9. Hugging Face Transformers
    10. Optimum
    11. CLIPTextModel
    12. joblib.Memory
    13. functools.lru_cache
    14. numpy.save
    15. numpy.load
    16. torch.cuda.amp
    17. ONNX Runtime
    18. OpenVINO
    19. TensorRT

    AI recommended 19 alternatives but never named welltop-cn/ComfyUI-TeaCache. 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 welltop-cn/ComfyUI-TeaCache?
    pass
    AI named welltop-cn/ComfyUI-TeaCache explicitly

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

  • If a team adopts welltop-cn/ComfyUI-TeaCache in production, what risks or prerequisites should they evaluate first?
    pass
    AI named welltop-cn/ComfyUI-TeaCache 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 welltop-cn/ComfyUI-TeaCache solve, and who is the primary audience?
    pass
    AI named welltop-cn/ComfyUI-TeaCache 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 welltop-cn/ComfyUI-TeaCache. 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)
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welltop-cn/ComfyUI-TeaCache — 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