RRepoGEO

REPOGEO REPORT · LITE

guandeh17/Self-Forcing

Default branch main · commit 33593df3 · scanned 5/13/2026, 8:07:49 PM

GitHub: 3,334 stars · 263 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 guandeh17/Self-Forcing, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 to specify category

    Why:

    CURRENT
    <h1 align="center">Self Forcing</h1>
<h3 align="center">Bridging the Train-Test Gap in Autoregressive Video Diffusion</h3>
    COPY-PASTE FIX
    <h1 align="center">Self Forcing: A Codebase for Autoregressive Video Diffusion</h1>
<h3 align="center">Bridging the Train-Test Gap in Autoregressive Video Diffusion Models</h3>
  • mediumhomepage#2
    Add the project homepage to the repository's About section

    Why:

    COPY-PASTE FIX
    https://self-forcing.github.io

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 guandeh17/Self-Forcing
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA Broadcast SDK
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA Broadcast SDK · recommended 2×
  2. FFmpeg · recommended 2×
  3. PyTorch · recommended 2×
  4. TensorFlow · recommended 2×
  5. ONNX Runtime · recommended 2×
  • CATEGORY QUERY
    How to improve autoregressive video generation quality and enable real-time streaming?
    you: not recommended
    AI recommended (in order):
    1. DeepMotion
    2. NVIDIA Broadcast SDK
    3. OpenVINO Toolkit (Intel)
    4. TensorRT (NVIDIA)
    5. FFmpeg
    6. PyTorch
    7. TensorFlow
    8. ONNX Runtime
    9. AWS Elemental MediaLive
    10. Azure Media Services

    AI recommended 10 alternatives but never named guandeh17/Self-Forcing. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What methods exist for efficient, high-quality streaming video synthesis on consumer GPUs?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Broadcast SDK
    2. NVIDIA Maxine
    3. OBS Studio
    4. StreamFX
    5. AITuber
    6. Unreal Engine
    7. Unity
    8. NVIDIA DLSS
    9. AMD FSR
    10. FFmpeg
    11. NVIDIA NVENC
    12. AMD AMF
    13. Intel Quick Sync Video
    14. TensorFlow
    15. PyTorch
    16. ONNX Runtime
    17. TouchDesigner
    18. Stable Diffusion
    19. Midjourney

    AI recommended 19 alternatives but never named guandeh17/Self-Forcing. 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 guandeh17/Self-Forcing?
    pass
    AI named guandeh17/Self-Forcing explicitly

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

  • If a team adopts guandeh17/Self-Forcing in production, what risks or prerequisites should they evaluate first?
    pass
    AI named guandeh17/Self-Forcing 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 guandeh17/Self-Forcing solve, and who is the primary audience?
    pass
    AI named guandeh17/Self-Forcing explicitly

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

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guandeh17/Self-Forcing — 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