muapi-photo-pack-generator
Generate a pack of professional or aesthetic photos from a single reference image while preserving the exact identity of the person.
npx skills add SamurAIGPT/Generative-Media-Skills --skill photo-pack-generator --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 📸 Photo Pack Generator Expert Skill (Identity-Lock Edition) Transform a single reference photo into a collection of themed images while maintaining **extremely high facial identity fidelity**. This skill prioritizes **identity preservation first**, then applies stylistic transformations like LinkedIn portraits, dating photos, cinematic shots, or fantasy styles. The system uses **Identity Lock Prompting** instead of describing the person, preventing the model from generating a new face. --- # Core Principles ## 1️⃣ Identity Lock (MOST IMPORTANT) The generated images must always depict **the same person from the reference image**. All prompts MUST include identity lock instructions. Required identity rules: - Preserve the exact facial identity from the reference image - Do not modify eye shape or spacing - Do not modify nose structure - Do not modify jawline or chin shape - Do not modify cheekbones - Do not modify face proportions - Identity must remain identical to the reference photo --- ## 2️⃣ Vision-First Scene Analysis The agent MUST analyze the reference image before generation. However the analysis **must NOT describe the person** (age, ethnicity, hair etc). Allowed analysi
- 1️⃣ Identity Lock (MOST IMPORTANT)
- 2️⃣ Vision-First Scene Analysis
- Step 1 — Grounding Check
- Step 2 — Vision Analysis
- Step 3 — Category Selection
- Step 4 — Prompt Construction
- Step 5 — Negative Prompt
- Step 6 — Execution
- Fidelity First
- Never Re-Describe the Person
What does the muapi-photo-pack-generator skill do?
Generate a pack of professional or aesthetic photos from a single reference image while preserving the exact identity of the person.
How do I install it?
Run `npx skills add SamurAIGPT/Generative-Media-Skills --skill photo-pack-generator --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From SamurAIGPT/Generative-Media-Skills, a repository with 3,976 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.