RRepoGEO

REPOGEO REPORT · LITE

Vchitect/SEINE

Default branch main · commit bd8d519e · scanned 6/16/2026, 9:13:03 AM

GitHub: 967 stars · 65 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 Vchitect/SEINE, 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
    Reposition the README H1 and opening sentence for clarity

    Why:

    CURRENT
    # SEINE
This repository is the official implementation of SEINE: **SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction (ICLR2024)SEINE** is a video diffusion model and is part of the video generation system Vchitect.
    COPY-PASTE FIX
    # SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction (ICLR 2024)
This repository provides the official implementation of SEINE, a powerful video diffusion model designed for generating long videos from short inputs, as well as creating smooth generative transitions and predictions.
  • mediumtopics#2
    Expand repository topics to include specific capabilities

    Why:

    CURRENT
    diffusion-model, image-to-video, stable-diffusion, video-generation
    COPY-PASTE FIX
    diffusion-model, image-to-video, stable-diffusion, video-generation, video-transition, video-prediction, long-video-generation, iclr-2024
  • lowreadme#3
    Add a concise 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., `## Key Features` or `## What SEINE Offers`, listing bullet points like:
```
## Key Features
*   **Short-to-Long Video Generation:** Seamlessly extend short video inputs into longer, coherent sequences.
*   **Generative Transitions:** Create smooth and semantically meaningful transitions between video segments.
*   **Video Prediction:** Forecast future video frames based on existing content.
*   **Diffusion Model Core:** Built upon robust diffusion models for high-quality video synthesis.
```

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 Vchitect/SEINE
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DAIN
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. DAIN · recommended 2×
  2. RIFE · recommended 2×
  3. FILM · recommended 2×
  4. RunwayML Gen-2 · recommended 1×
  5. Pika Labs · recommended 1×
  • CATEGORY QUERY
    How can I generate long videos from a single image prompt using diffusion models?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-2
    2. Pika Labs
    3. Stable Video Diffusion (SVD)
    4. DAIN
    5. RIFE
    6. FILM
    7. ControlNet
    8. Deforum Stable Diffusion
    9. AnimateDiff
    10. Automatic1111
    11. ComfyUI

    AI recommended 11 alternatives but never named Vchitect/SEINE. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source models are available for creating smooth video transitions and predictions?
    you: not recommended
    AI recommended (in order):
    1. DAIN
    2. RIFE
    3. FILM
    4. SoftSplat
    5. SuperSloMo

    AI recommended 5 alternatives but never named Vchitect/SEINE. 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 Vchitect/SEINE?
    pass
    AI named Vchitect/SEINE explicitly

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

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

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

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Vchitect/SEINE — 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