RRepoGEO

REPOGEO REPORT · LITE

chatfire-AI/huobao-canvas

Default branch main · commit e750733e · scanned 5/31/2026, 2:08:28 PM

GitHub: 595 stars · 171 forks

AI VISIBILITY SCORE
30 /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
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 chatfire-AI/huobao-canvas, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) to the repository root.
  • mediumhomepage#2
    Add the project's homepage URL

    Why:

    COPY-PASTE FIX
    Add the URL for the live demo mentioned in the README's '体验地址' section to the repository's homepage metadata.

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 chatfire-AI/huobao-canvas
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI · recommended 1×
  2. InvokeAI · recommended 1×
  3. Automatic1111 Stable Diffusion WebUI · recommended 1×
  4. RunwayML · recommended 1×
  5. NVIDIA Canvas · recommended 1×
  • CATEGORY QUERY
    How to visually arrange AI models for text-to-image and image-to-video generation?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. InvokeAI
    3. Automatic1111 Stable Diffusion WebUI
    4. RunwayML
    5. NVIDIA Canvas
    6. Gradio
    7. Streamlit
    8. Google Colab Notebooks

    AI recommended 8 alternatives but never named chatfire-AI/huobao-canvas. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI creative canvas compatible with OpenAI standard APIs.
    you: not recommended
    AI recommended (in order):
    1. InvokeAI (invoke-ai/InvokeAI)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. Draw Things (lulu-chan/draw-things)
    5. GIMP

    AI recommended 5 alternatives but never named chatfire-AI/huobao-canvas. 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 chatfire-AI/huobao-canvas?
    pass
    AI named chatfire-AI/huobao-canvas explicitly

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

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

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

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MARKDOWN (README)
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chatfire-AI/huobao-canvas — 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