RRepoGEO

REPOGEO REPORT · LITE

kijai/ComfyUI-WanVideoWrapper

Default branch main · commit 088128b2 · scanned 6/30/2026, 2:07:53 AM

GitHub: 6,565 stars · 674 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 kijai/ComfyUI-WanVideoWrapper, 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
  • highabout#1
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    ComfyUI custom nodes for integrating and optimizing local WanVideo and other advanced video generation models, with a focus on VRAM efficiency and robust LoRA handling.
  • mediumreadme#2
    Clarify in the README's introduction that WanVideo integration is for local models

    Why:

    CURRENT
    # ComfyUI wrapper nodes for WanVideo and related models.
    COPY-PASTE FIX
    # ComfyUI wrapper nodes for WanVideo and related models.

This repository provides ComfyUI custom nodes designed to seamlessly integrate and optimize **local** WanVideo and other advanced video generation models. It also includes significant enhancements for VRAM efficiency and robust handling of unmerged LoRA weights.

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 kijai/ComfyUI-WanVideoWrapper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI-Impact-Pack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI-Impact-Pack · recommended 2×
  2. ComfyUI-Advanced-ControlNet · recommended 2×
  3. ComfyUI-Manager · recommended 1×
  4. ComfyUI-VideoHelperSuite · recommended 1×
  5. ComfyUI-AnimateDiff-Evolved · recommended 1×
  • CATEGORY QUERY
    How to integrate advanced video generation and processing models into ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager
    2. ComfyUI-VideoHelperSuite
    3. ComfyUI-Impact-Pack
    4. ComfyUI-AnimateDiff-Evolved
    5. ComfyUI-Frame-Interpolation
    6. ComfyUI-Advanced-ControlNet
    7. ComfyUI-IPAdapter-Plus

    AI recommended 7 alternatives but never named kijai/ComfyUI-WanVideoWrapper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking ComfyUI extensions for optimizing VRAM usage with LoRA and large generative models.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Impact-Pack
    2. ComfyUI-Advanced-ControlNet
    3. ComfyUI-VRAM-Optimized-Nodes
    4. ComfyUI-Efficiency-Nodes
    5. ComfyUI-Model-Manager
    6. ComfyUI-LoRA-Stacker

    AI recommended 6 alternatives but never named kijai/ComfyUI-WanVideoWrapper. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 kijai/ComfyUI-WanVideoWrapper?
    pass
    AI did not name kijai/ComfyUI-WanVideoWrapper — 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 kijai/ComfyUI-WanVideoWrapper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kijai/ComfyUI-WanVideoWrapper 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 kijai/ComfyUI-WanVideoWrapper solve, and who is the primary audience?
    pass
    AI named kijai/ComfyUI-WanVideoWrapper explicitly

    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 kijai/ComfyUI-WanVideoWrapper. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/kijai/ComfyUI-WanVideoWrapper.svg)](https://repogeo.com/en/r/kijai/ComfyUI-WanVideoWrapper)
HTML
<a href="https://repogeo.com/en/r/kijai/ComfyUI-WanVideoWrapper"><img src="https://repogeo.com/badge/kijai/ComfyUI-WanVideoWrapper.svg" alt="RepoGEO" /></a>
Pro

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kijai/ComfyUI-WanVideoWrapper — 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