REPOGEO REPORT · LITE

numz/ComfyUI-SeedVR2_VideoUpscaler

Default branch main · commit 4490bd1f · scanned 5/10/2026, 6:48:08 AM

GitHub: 2,428 stars · 180 forks

AI VISIBILITY SCORE

28 /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

2 / 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

highreadme#1

Emphasize ComfyUI as the primary identity 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

This is the official ComfyUI custom node for SeedVR2, designed to provide high-quality video and image upscaling directly within your ComfyUI workflows. While primarily a ComfyUI integration, it also supports running as a **Multi-GPU standalone CLI**; refer to the [🖥️ Run as Standalone](#-run-as-standalone-cli) section for details.

mediumhomepage#2
Add the repository URL as the homepage
Why:
COPY-PASTE FIX
```
https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler
```

lowcomparison#3

Add a 'Comparison' section to differentiate from standalone tools

Why:

COPY-PASTE FIX

## 🆚 Comparison with Other Upscalers

Unlike standalone applications such as Topaz Video AI or general video editors like DaVinci Resolve Studio, ComfyUI-SeedVR2_VideoUpscaler is primarily designed as a custom node for ComfyUI, offering seamless integration into your generative AI workflows. While it can run as a standalone CLI, its core strength lies in providing SeedVR2's advanced video upscaling capabilities directly within the ComfyUI ecosystem, focusing on temporal consistency for AI-generated content.

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

Of all named tools, what % are you?

Top rival

Upscayl

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Upscayl · recommended 2×
Topaz Video AI · recommended 1×
DaVinci Resolve Studio · recommended 1×
Waifu2x-caffe · recommended 1×
Adobe Premiere Pro · recommended 1×

CATEGORY QUERY
How can I enhance video resolution and quality using AI-powered upscaling techniques?
you: not recommended
AI recommended (in order):
1. Topaz Video AI
2. DaVinci Resolve Studio
3. Upscayl
4. Waifu2x-caffe
5. Adobe Premiere Pro
6. CapCut
7. HitPaw Video Enhancer AI
AI recommended 7 alternatives but never named numz/ComfyUI-SeedVR2_VideoUpscaler. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools are available for high-quality video and image upscaling within generative AI pipelines?
you: not recommended
AI recommended (in order):
1. ESRGAN
2. Real-ESRGAN
3. SwinIR
4. Upscayl
5. Waifu2x
6. Topaz Gigapixel AI
7. Adobe Photoshop (Super Resolution)
AI recommended 7 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 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?
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

Drop this badge into the README of numz/ComfyUI-SeedVR2_VideoUpscaler. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/numz/ComfyUI-SeedVR2_VideoUpscaler.svg)](https://repogeo.com/en/r/numz/ComfyUI-SeedVR2_VideoUpscaler)

HTML

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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