RRepoGEO

REPOGEO REPORT · LITE

jy0205/Pyramid-Flow

Default branch main · commit a012faa1 · scanned 5/28/2026, 5:18:49 PM

GitHub: 3,193 stars · 300 forks

AI VISIBILITY SCORE
40 /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
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 jy0205/Pyramid-Flow, 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
    Clarify project domain in README H1

    Why:

    CURRENT
    # ⚡️Pyramid Flow⚡️
    COPY-PASTE FIX
    # ⚡️Pyramid Flow⚡️: Autoregressive Video Generation via Flow Matching
  • mediumreadme#2
    Add a dedicated "What is Pyramid Flow?" section

    Why:

    COPY-PASTE FIX
    ## What is Pyramid Flow?
Pyramid Flow is a novel, training-efficient method for **autoregressive video generation** using **flow matching**. Unlike classical computer vision algorithms that use 'pyramids' for tasks like optical flow or object tracking, Pyramid Flow leverages a pyramidal structure within its flow matching framework to generate high-quality, long-duration videos (e.g., 10-second, 768p, 24 FPS) from open-source datasets. It excels at tasks like image-to-video generation.
  • lowtopics#3
    Expand repository topics for broader relevance

    Why:

    CURRENT
    diffusion-models, flow-matching, video-generation
    COPY-PASTE FIX
    diffusion-models, flow-matching, video-generation, autoregressive-models, generative-ai, image-to-video, high-resolution-video

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 jy0205/Pyramid-Flow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RunwayML Gen-2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML Gen-2 · recommended 1×
  2. Pika Labs · recommended 1×
  3. stability-ai/generative-models · recommended 1×
  4. comfyanonymous/ComfyUI · recommended 1×
  5. Kaiber.ai · recommended 1×
  • CATEGORY QUERY
    How to efficiently generate high-quality, long-duration videos from images or text prompts?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-2
    2. Pika Labs
    3. Stable Video Diffusion (SVD) (stability-ai/generative-models)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. Kaiber.ai
    6. HeyGen
    7. Synthesys AI Studio
    8. DeepMotion

    AI recommended 8 alternatives but never named jy0205/Pyramid-Flow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an autoregressive video generation model using flow matching for high-resolution output.
    you: not recommended
    AI recommended (in order):
    1. Phenaki
    2. Imagen Video
    3. Make-A-Video
    4. Video Diffusion Models (VDM)
    5. NUWA-Infinity
    6. StyleGAN-V

    AI recommended 6 alternatives but never named jy0205/Pyramid-Flow. 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 jy0205/Pyramid-Flow?
    pass
    AI named jy0205/Pyramid-Flow explicitly

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

  • If a team adopts jy0205/Pyramid-Flow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jy0205/Pyramid-Flow 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 jy0205/Pyramid-Flow solve, and who is the primary audience?
    pass
    AI named jy0205/Pyramid-Flow 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite