REPOGEO REPORT · LITE

liyue-aigc/female-portrait-director

Default branch main · commit 9267245d · scanned 6/17/2026, 1:37:03 AM

GitHub: 682 stars · 89 forks

AI VISIBILITY SCORE

28 /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

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 liyue-aigc/female-portrait-director, 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 opening to clarify framework vs. model

Why:

CURRENT

Female Portrait Prompt Director Skill is a structured prompt-generation and visual-direction system for AI image creation. V1.4.1 routes each request through a single on-demand style file, locks explicit parameters or authorized reference-image subjects, and produces either a coherent photographed prompt or a direct identity- or product-preserving image edit.

COPY-PASTE FIX

Female Portrait Prompt Director Skill is an **extensible framework and structured prompt-generation system** for AI image creation, specifically designed to direct and expand detailed female portrait prompts. Unlike generic image generation models or UIs, this skill provides fine-grained, modular control over visual elements, ensuring coherent, high-quality outputs while preserving user intent.

hightopics#2

Add specific topics for prompt frameworks and portrait generation

Why:

CURRENT

ai-image-generation, codex, codex-skill, open-source, prompt-engineering

COPY-PASTE FIX

ai-image-generation, codex, codex-skill, open-source, prompt-engineering, prompt-framework, ai-portrait-generation, female-portraits

mediumhomepage#3
Add a project homepage URL
Why:
COPY-PASTE FIX
```
https://[YOUR_PROJECT_HOMEPAGE_OR_DEMO_URL]
```

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 liyue-aigc/female-portrait-director

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Midjourney

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Midjourney · recommended 2×
Stable Diffusion · recommended 1×
ControlNet · recommended 1×
Realistic Vision · recommended 1×
Juggernaut XL · recommended 1×

CATEGORY QUERY
How to generate detailed AI prompts for realistic female portraits with specific visual direction?
you: not recommended
AI recommended (in order):
1. Midjourney
2. Stable Diffusion
3. ControlNet
4. Realistic Vision
5. Juggernaut XL
6. Lexica.art
7. PromptHero
8. DALL-E 3
9. ChatGPT Plus
10. Copilot Pro
11. Artbreeder
AI recommended 11 alternatives but never named liyue-aigc/female-portrait-director. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an extensible framework to engineer detailed AI image prompts for adult female subjects.
you: not recommended
AI recommended (in order):
1. AUTOMATIC1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
2. ComfyUI (comfyanonymous/ComfyUI)
3. InvokeAI (invoke-ai/InvokeAI)
4. Fooocus (lllyasviel/Fooocus)
5. DreamStudio
6. Midjourney
AI recommended 6 alternatives but never named liyue-aigc/female-portrait-director. 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 liyue-aigc/female-portrait-director?
pass
AI named liyue-aigc/female-portrait-director explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts liyue-aigc/female-portrait-director in production, what risks or prerequisites should they evaluate first?
pass
AI named liyue-aigc/female-portrait-director 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 liyue-aigc/female-portrait-director solve, and who is the primary audience?
pass
AI did not name liyue-aigc/female-portrait-director — 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?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/liyue-aigc/female-portrait-director.svg)](https://repogeo.com/en/r/liyue-aigc/female-portrait-director)

HTML

<a href="https://repogeo.com/en/r/liyue-aigc/female-portrait-director"><img src="https://repogeo.com/badge/liyue-aigc/female-portrait-director.svg" alt="RepoGEO" /></a>

Pro

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liyue-aigc/female-portrait-director — 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