RRepoGEO

REPOGEO REPORT · LITE

guandeh17/Self-Forcing

Default branch main · commit 33593df3 · scanned 6/24/2026, 7:03:51 AM

GitHub: 3,416 stars · 273 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
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

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

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    video-diffusion, autoregressive-models, video-generation, deep-learning, neurips, real-time-video, gpu-optimization, computer-vision
  • highreadme#2
    Make the main README title more specific to video diffusion

    Why:

    CURRENT
    <h1 align="center">Self Forcing</h1>
    COPY-PASTE FIX
    <h1 align="center">Self Forcing: Real-time Autoregressive Video Diffusion</h1>
  • mediumhomepage#3
    Add the project homepage URL 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 NVENC/NVDEC
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA NVENC/NVDEC · recommended 1×
  2. FFmpeg · recommended 1×
  3. GStreamer · recommended 1×
  4. Intel Quick Sync Video · recommended 1×
  5. AMD VCN / AMF · recommended 1×
  • CATEGORY QUERY
    How to generate high-quality, real-time streaming video with efficient GPU usage?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA NVENC/NVDEC
    2. FFmpeg
    3. GStreamer
    4. Intel Quick Sync Video
    5. AMD VCN / AMF
    6. OBS Studio (obsproject/obs-studio)
    7. WebRTC
    8. DeepStream SDK
    9. Azure Media Services
    10. AWS Elemental MediaLive
    11. Google Cloud Media CDN

    AI recommended 11 alternatives but never named guandeh17/Self-Forcing. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What methods improve autoregressive video generation by reducing the training-inference discrepancy?
    you: not recommended
    AI recommended (in order):
    1. VideoGAN
    2. TGAN

    AI recommended 2 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