REPOGEO REPORT · LITE
sharonzhou/long_stable_diffusion
Default branch master · commit bfa1fd8b · scanned 6/16/2026, 6:53:36 AM
GitHub: 687 stars · 54 forks
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 sharonzhou/long_stable_diffusion, 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.
- hightopics#1Add specific topics for better categorization
Why:
COPY-PASTE FIXtext-to-image, stable-diffusion, generative-ai, ai-art, story-illustration, gpt-3, ai-pipeline, long-form
- highreadme#2Reposition README opening to emphasize long-form illustration pipeline
Why:
CURRENTRight now, Stable Diffusion can only take in a short prompt. What if you want to illustrate a full story? Cue Long Stable Diffusion, a pipeline of generative models to do just that with just a bash script!
COPY-PASTE FIXStable Diffusion excels at single prompts, but illustrating an entire story or long-form text requires a coherent sequence of images. Long Stable Diffusion is a unique pipeline of generative models (GPT-3 and Stable Diffusion) designed to automate the creation of multiple, contextually relevant illustrations from lengthy textual descriptions, all via a simple bash script.
- highlicense#3Add a LICENSE file or clarify licensing in README
Why:
COPY-PASTE FIXCreate a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0), or add a clear statement to the README specifying the license(s) that apply to the project.
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.
- Midjourney · recommended 2×
- Stable Diffusion · recommended 2×
- DALL-E 3 · recommended 2×
- ChatGPT Plus · recommended 2×
- Leonardo.Ai · recommended 2×
- CATEGORY QUERYHow to generate a series of AI illustrations for a lengthy story?you: not recommendedAI recommended (in order):
- Midjourney
- Stable Diffusion
- Automatic1111 WebUI
- ComfyUI
- DALL-E 3
- ChatGPT Plus
- Microsoft Copilot Pro
- Leonardo.Ai
- Adobe Firefly
AI recommended 9 alternatives but never named sharonzhou/long_stable_diffusion. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat AI pipeline can create multiple images from a long textual description?you: not recommendedAI recommended (in order):
- Midjourney
- Stable Diffusion
- ControlNet
- DALL-E 3
- ChatGPT Plus
- Adobe Firefly
- Leonardo.Ai
AI recommended 7 alternatives but never named sharonzhou/long_stable_diffusion. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 sharonzhou/long_stable_diffusion?passAI named sharonzhou/long_stable_diffusion explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts sharonzhou/long_stable_diffusion in production, what risks or prerequisites should they evaluate first?passAI named sharonzhou/long_stable_diffusion 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 sharonzhou/long_stable_diffusion solve, and who is the primary audience?passAI named sharonzhou/long_stable_diffusion 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 sharonzhou/long_stable_diffusion. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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sharonzhou/long_stable_diffusion — 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