RRepoGEO

REPOGEO REPORT · LITE

numz/ComfyUI-SeedVR2_VideoUpscaler

Default branch main · commit 4490bd1f · scanned 6/20/2026, 5:11:59 AM

GitHub: 2,565 stars · 197 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
22 /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
1 / 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 numz/ComfyUI-SeedVR2_VideoUpscaler, 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
  • highhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler
  • highreadme#2
    Reposition the README's opening to clearly state its primary identity

    Why:

    CURRENT
    Official release of SeedVR2 for ComfyUI that enables high-quality video and image upscaling. Can run as **Multi-GPU standalone CLI** too, see [🖥️ Run as Standalone](#-run-as-standalone-cli) section.
    COPY-PASTE FIX
    ComfyUI-SeedVR2_VideoUpscaler is the official ComfyUI custom node for high-quality video and image upscaling using the advanced SeedVR2 model, specifically designed for superior **temporal consistency** across frames. It also offers a powerful **Multi-GPU standalone CLI** option, detailed in the [🖥️ Run as Standalone](#-run-as-standalone-cli) section.
  • mediumreadme#3
    Ensure core differentiators are prominent in the README's opening

    Why:

    CURRENT
    Official release of SeedVR2 for ComfyUI that enables high-quality video and image upscaling. Can run as **Multi-GPU standalone CLI** too, see [🖥️ Run as Standalone](#-run-as-standalone-cli) section.
    COPY-PASTE FIX
    ComfyUI-SeedVR2_VideoUpscaler is the official ComfyUI custom node for high-quality video and image upscaling using the advanced SeedVR2 model, specifically designed for superior **temporal consistency** across frames. It also offers a powerful **Multi-GPU standalone CLI** option, detailed in the [🖥️ Run as Standalone](#-run-as-standalone-cli) section.

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 numz/ComfyUI-SeedVR2_VideoUpscaler
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Topaz Video AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Topaz Video AI · recommended 2×
  2. DaVinci Resolve Studio · recommended 1×
  3. Upscayl · recommended 1×
  4. AVCLabs Video Enhancer AI · recommended 1×
  5. HitPaw Video Enhancer AI · recommended 1×
  • CATEGORY QUERY
    Need a tool to significantly improve the resolution and visual quality of existing video files.
    you: not recommended
    AI recommended (in order):
    1. Topaz Video AI
    2. DaVinci Resolve Studio
    3. Upscayl
    4. AVCLabs Video Enhancer AI
    5. HitPaw Video Enhancer AI

    AI recommended 5 alternatives but never named numz/ComfyUI-SeedVR2_VideoUpscaler. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a robust video upscaling solution that integrates seamlessly with ComfyUI workflows.
    you: not recommended
    AI recommended (in order):
    1. Real-ESRGAN (xinntao/Real-ESRGAN)
    2. ComfyUI-Impact-Pack (ltdrdata/ComfyUI-Impact-Pack)
    3. ComfyUI-Manager (ltdrdata/ComfyUI-Manager)
    4. Waifu2x (nagadomi/waifu2x)
    5. Topaz Video AI
    6. SwinIR (microsoft/SwinIR)
    7. ESRGAN (xinntao/ESRGAN)
    8. Upscale Model Loader

    AI recommended 8 alternatives but never named numz/ComfyUI-SeedVR2_VideoUpscaler. 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 numz/ComfyUI-SeedVR2_VideoUpscaler?
    pass
    AI did not name numz/ComfyUI-SeedVR2_VideoUpscaler — likely talking about a different project

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

  • If a team adopts numz/ComfyUI-SeedVR2_VideoUpscaler in production, what risks or prerequisites should they evaluate first?
    pass
    AI named numz/ComfyUI-SeedVR2_VideoUpscaler 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 numz/ComfyUI-SeedVR2_VideoUpscaler solve, and who is the primary audience?
    pass
    AI did not name numz/ComfyUI-SeedVR2_VideoUpscaler — likely talking about a different project

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

Embed your GEO score

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MARKDOWN (README)
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numz/ComfyUI-SeedVR2_VideoUpscaler — 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