RRepoGEO

REPOGEO REPORT · LITE

alibaba/Tora

Default branch main · commit f3605049 · scanned 5/13/2026, 2:47:52 AM

GitHub: 1,238 stars · 59 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 alibaba/Tora, 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
    Add a concise, direct project type statement at the very top of the README

    Why:

    CURRENT
    This is the official repository for paper "Tora: Trajectory-oriented Diffusion Transformer for Video Generation".
    COPY-PASTE FIX
    Tora is a state-of-the-art diffusion transformer for high-quality video generation, presented in our CVPR'25 paper.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    video-generation, diffusion-models, transformer, deep-learning, computer-vision, cvpr2025, ai-video, text-to-video
  • mediumreadme#3
    Add a 'Key Features' or 'Why Tora?' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## ✨ Key Features

*   **Trajectory-oriented Diffusion Transformer:** The first DiT framework to integrate textual, visual, and trajectory conditions for controllable motion.
*   **High-Quality Video Generation:** Produces realistic and high-fidelity video content.
*   **CVPR'25 Paper:** Backed by cutting-edge research presented at a top-tier computer vision conference.
*   **Multi-platform Availability:** Models available on ModelScope and Hugging Face for easy access and experimentation.

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 alibaba/Tora
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RunwayML Gen-1
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML Gen-1 · recommended 1×
  2. RunwayML Gen-2 · recommended 1×
  3. Pika Labs · recommended 1×
  4. Stable Video Diffusion (SVD) · recommended 1×
  5. Stable Diffusion XL Turbo (SDXL Turbo) · recommended 1×
  • CATEGORY QUERY
    How can I generate realistic, high-quality video content using AI models?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-1
    2. RunwayML Gen-2
    3. Pika Labs
    4. Stable Video Diffusion (SVD)
    5. Stable Diffusion XL Turbo (SDXL Turbo)
    6. Midjourney
    7. HeyGen
    8. Synthesys AI Studio

    AI recommended 8 alternatives but never named alibaba/Tora. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source diffusion transformer models for video creation?
    you: not recommended
    AI recommended (in order):
    1. Stable Video Diffusion
    2. ModelScope Text-to-Video Synthesis
    3. VideoCrafter
    4. Phenaki
    5. CogVideo

    AI recommended 5 alternatives but never named alibaba/Tora. 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 alibaba/Tora?
    pass
    AI named alibaba/Tora explicitly

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

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

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

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alibaba/Tora — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite