RRepoGEO

REPOGEO REPORT · LITE

Ephemeral182/PosterCraft

Default branch main · commit 27ebc27b · scanned 6/5/2026, 8:02:47 AM

GitHub: 538 stars · 34 forks

AI VISIBILITY SCORE
35 /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
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 Ephemeral182/PosterCraft, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-art-generation, poster-design, comfyui-workflow, stable-diffusion, aesthetic-generation, deep-learning, computer-vision, iclr-2026, research-project, image-synthesis
  • highreadme#2
    Add a concise 'What is PosterCraft?' section to the README

    Why:

    COPY-PASTE FIX
    Add the following text immediately after the initial links/badges and before 'News & Updates':

## What is PosterCraft?

PosterCraft is a cutting-edge framework designed for high-quality aesthetic poster generation, leveraging advanced AI techniques. It provides a unified approach to create stunning posters, including seamless integration with ComfyUI workflows and support for various Stable Diffusion models, making it ideal for researchers and designers seeking specialized visual content creation.
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to the README stating: 'This project is released under the terms specified in the LICENSE file. Please refer to the LICENSE file for full details on usage and distribution.'

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 Ephemeral182/PosterCraft
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. comfyanonymous/ComfyUI · recommended 2×
  3. Midjourney · recommended 1×
  4. DALL-E 3 · recommended 1×
  5. ChatGPT Plus · recommended 1×
  • CATEGORY QUERY
    How can I generate high-quality, aesthetically pleasing posters using AI tools?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. DALL-E 3
    3. ChatGPT Plus
    4. Microsoft Copilot Pro
    5. Adobe Firefly
    6. Canva
    7. Leonardo.Ai
    8. Stable Diffusion
    9. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    10. ComfyUI (comfyanonymous/ComfyUI)
    11. Ideogram

    AI recommended 11 alternatives but never named Ephemeral182/PosterCraft. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI frameworks help create custom aesthetic posters with ComfyUI workflows?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI (comfyanonymous/ComfyUI)
    2. Stable Diffusion
    3. DreamShaper
    4. Protogen
    5. Juggernaut XL
    6. Realistic Vision
    7. Deliberate
    8. ControlNet (lllyasviel/ControlNet)
    9. ControlNet Canny
    10. ControlNet OpenPose
    11. ControlNet Depth
    12. ControlNet Lineart
    13. IP-Adapter (tencent-ailab/IP-Adapter)
    14. ESRGAN (xinntao/ESRGAN)
    15. SwinIR (JingyunLiang/SwinIR)
    16. 4x-UltraSharp
    17. StyleCLIP (orpatashnik/StyleCLIP)
    18. CLIP Interrogator (pharmapsychotic/clip-interrogator)
    19. Kohya's SS (kohya-ss/sd-scripts)
    20. Diffusers (huggingface/diffusers)

    AI recommended 20 alternatives but never named Ephemeral182/PosterCraft. 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 Ephemeral182/PosterCraft?
    pass
    AI named Ephemeral182/PosterCraft explicitly

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

  • If a team adopts Ephemeral182/PosterCraft in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Ephemeral182/PosterCraft 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 Ephemeral182/PosterCraft solve, and who is the primary audience?
    pass
    AI named Ephemeral182/PosterCraft explicitly

    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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Ephemeral182/PosterCraft — 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