RRepoGEO

REPOGEO REPORT · LITE

wilson1yan/VideoGPT

Default branch master · commit 856c282a · scanned 5/20/2026, 4:12:46 AM

GitHub: 1,080 stars · 128 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)

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

AI VISIBILITY SCORE
49 /100
Critical
Category recall
1 / 2
Avg rank #6.0 when recommended
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 wilson1yan/VideoGPT, 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
    We present VideoGPT: a conceptually simple architecture for scaling likelihood based generative modeling to natural videos.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    video-generation, transformers, vq-vae, generative-models, deep-learning, pytorch, ai-research
  • mediumhomepage#3
    Add the project's homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://wilson1yan.github.io/videogpt/index.html

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
1 / 2
50% of queries surface wilson1yan/VideoGPT
Avg rank
#6.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
RunwayML Gen-2
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML Gen-2 · recommended 2×
  2. Pika Labs · recommended 2×
  3. Stable Video Diffusion (SVD) · recommended 1×
  4. DeepMotion · recommended 1×
  5. Google's Lumiere · recommended 1×
  • CATEGORY QUERY
    What are good libraries for generating realistic videos from scratch using AI models?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-2
    2. Pika Labs
    3. Stable Video Diffusion (SVD)
    4. DeepMotion
    5. Google's Lumiere
    6. Meta's Emu Video

    AI recommended 6 alternatives but never named wilson1yan/VideoGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I generate video content using transformer models instead of GANs?
    you: #6
    AI recommended (in order):
    1. Google Imagen Video
    2. Meta Make-A-Video
    3. RunwayML Gen-1
    4. RunwayML Gen-2
    5. Pika Labs
    6. VideoGPT ← you
    7. Phenaki
    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 wilson1yan/VideoGPT?
    pass
    AI named wilson1yan/VideoGPT explicitly

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

  • If a team adopts wilson1yan/VideoGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wilson1yan/VideoGPT 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 wilson1yan/VideoGPT solve, and who is the primary audience?
    pass
    AI named wilson1yan/VideoGPT explicitly

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

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wilson1yan/VideoGPT — 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