RRepoGEO

REPOGEO REPORT · LITE

mrslimslim/gpt-image-canvas

Default branch main · commit 3ba72a69 · scanned 6/9/2026, 2:01:52 PM

GitHub: 622 stars · 88 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 mrslimslim/gpt-image-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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening sentence for clearer category

    Why:

    CURRENT
    # GPT Image Canvas
Local AI image canvas for prompt-to-image generation, reference-image generation, and multi-step Agent planning. It combines tldraw, Hono, SQLite, and GPT Image 2 into a local-first creative workspace.
    COPY-PASTE FIX
    # GPT Image Canvas: Local-First AI Image Generation Application with Canvas
GPT Image Canvas is a local-first AI image generation application that provides a creative workspace for prompt-to-image generation, reference-image generation, and multi-step Agent planning. It combines tldraw, Hono, SQLite, and GPT Image 2.
  • hightopics#2
    Add specific topics for canvas and workflow

    Why:

    CURRENT
    ai, ai-tools, aiimagegenerator
    COPY-PASTE FIX
    ai, ai-tools, aiimagegenerator, tldraw, image-canvas, ai-workflow, multi-step-generation, local-first
  • mediumabout#3
    Refine the repository description

    Why:

    CURRENT
    Local professional AI canvas built with tldraw.
    COPY-PASTE FIX
    A local-first, professional AI canvas application built with tldraw for multi-step image generation, planning, and editing.

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 mrslimslim/gpt-image-canvas
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
comfyanonymous/ComfyUI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. comfyanonymous/ComfyUI · recommended 1×
  2. invoke-ai/InvokeAI · recommended 1×
  3. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  4. lllyasviel/Fooocus · recommended 1×
  5. lulu-chan/draw-things · recommended 1×
  • CATEGORY QUERY
    What are some good local-first AI image generation tools with a canvas interface?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI (comfyanonymous/ComfyUI)
    2. InvokeAI (invoke-ai/InvokeAI)
    3. Automatic1111's Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    4. Fooocus (lllyasviel/Fooocus)
    5. Draw Things (lulu-chan/draw-things)
    6. DiffusionBee (divamgupta/diffusionbee-stable-diffusion-ui)

    AI recommended 6 alternatives but never named mrslimslim/gpt-image-canvas. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I manage multi-step AI image generation workflows with a visual planning tool?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. InvokeAI
    3. Automatic1111 Stable Diffusion WebUI
    4. SD-WebUI-ControlNet
    5. Ultimate SD Upscale
    6. SD-WebUI-Tiled Diffusion & VAE
    7. SD-WebUI-Regional Prompter
    8. SD-WebUI-Workflows
    9. RunDiffusion
    10. Leonardo.Ai
    11. Midjourney
    12. Photoshop
    13. Stable Diffusion for Photoshop
    14. Generative Fill

    AI recommended 14 alternatives but never named mrslimslim/gpt-image-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
    pass

  • 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 mrslimslim/gpt-image-canvas?
    pass
    AI named mrslimslim/gpt-image-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 mrslimslim/gpt-image-canvas in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mrslimslim/gpt-image-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 mrslimslim/gpt-image-canvas solve, and who is the primary audience?
    pass
    AI did not name mrslimslim/gpt-image-canvas — 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?

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mrslimslim/gpt-image-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