RRepoGEO

REPOGEO REPORT · LITE

jbilcke-hf/ai-comic-factory

Default branch main · commit c5dc3c7d · scanned 6/30/2026, 12:43:23 PM

GitHub: 1,335 stars · 298 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
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 jbilcke-hf/ai-comic-factory, 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 the README's opening to clearly state its purpose

    Why:

    CURRENT
    AI Comic Factory

Last release: AI Comic Factory 1.2

The AI Comic Factory has an official website: aicomicfactory.app
    COPY-PASTE FIX
    The AI Comic Factory is an open-source project that lets you generate multi-panel visual narratives and comic strips using a single text prompt, powered by LLMs and SDXL. It provides an end-to-end workflow for creating AI-generated comics. Last release: AI Comic Factory 1.2
  • mediumtopics#2
    Add more specific topics

    Why:

    CURRENT
    ai, comics, openclap
    COPY-PASTE FIX
    ai, comics, openclap, generative-art, visual-storytelling, multi-panel, sdxl, llm, comic-generator
  • mediumreadme#3
    Add a 'Core Differentiator' section to the README

    Why:

    COPY-PASTE FIX
    ## What makes AI Comic Factory unique?

Unlike tools focused on single image generation or text-only stories, AI Comic Factory provides an integrated, end-to-end workflow specifically designed for generating multi-panel visual narratives and comic strips from a single text prompt. It combines LLM-powered storytelling with SDXL image generation to create complete comic sequences.

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 jbilcke-hf/ai-comic-factory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Canva
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. Canva · recommended 3×
  2. Midjourney · recommended 2×
  3. Stable Diffusion · recommended 2×
  4. DALL-E 3 · recommended 2×
  5. ChatGPT Plus · recommended 2×
  • CATEGORY QUERY
    How can I programmatically create visual stories or comic strips using AI models?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. discord.py (Rapptz/discord.py)
    3. discord.js (discordjs/discord.js)
    4. GPT-4
    5. Claude 3 Opus/Sonnet
    6. Pillow (python-pillow/Pillow)
    7. Next.js (vercel/next.js)
    8. Stable Diffusion
    9. Automatic1111 Web UI API (AUTOMATIC1111/stable-diffusion-webui)
    10. Hugging Face diffusers library (huggingface/diffusers)
    11. DALL-E 3
    12. OpenAI API
    13. ChatGPT Plus
    14. Canva
    15. Canva Magic Media
    16. Canva Magic Write
    17. Selenium (SeleniumHQ/selenium)
    18. Playwright (microsoft/playwright)
    19. Hugging Face Transformers/Diffusers (huggingface/transformers)
    20. Llama 2
    21. Mistral
    22. Falcon
    23. Kandinsky
    24. DeepFloyd IF
    25. OpenCV (opencv/opencv)
    26. Artbreeder

    AI recommended 26 alternatives but never named jbilcke-hf/ai-comic-factory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for generating multi-panel visual narratives with large language models?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Adobe Photoshop
    3. GIMP
    4. Canva
    5. Stable Diffusion
    6. ControlNet
    7. DALL-E 3
    8. ChatGPT Plus
    9. Teams
    10. Canva
    11. StoryDiffusion
    12. ComfyUI
    13. Adobe Firefly
    14. Adobe Photoshop
    15. Adobe Express

    AI recommended 15 alternatives but never named jbilcke-hf/ai-comic-factory. 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 jbilcke-hf/ai-comic-factory?
    pass
    AI did not name jbilcke-hf/ai-comic-factory — 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 jbilcke-hf/ai-comic-factory in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jbilcke-hf/ai-comic-factory 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 jbilcke-hf/ai-comic-factory solve, and who is the primary audience?
    pass
    AI named jbilcke-hf/ai-comic-factory explicitly

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

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jbilcke-hf/ai-comic-factory — 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