Muapi Photo Pack Generator

OrganizationPopular

SamurAIGPT

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.

Overview

Publisher	SamurAIGPT
Repository	`Generative-Media-Skills`
Skill name	`muapi-photo-pack-generator`
Stars	4.3K
Forks	492
Bundled files	1
License	MIT
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
1 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by SamurAIGPT on GitHub. Read the source before you install it.

Installation

Install the Muapi Photo Pack Generator AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/SamurAIGPT/Generative-Media-Skills/tree/main/library/visual/photo-pack-generator

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/SamurAIGPT/Generative-Media-Skills.git /tmp/Generative-Media-Skills
mkdir -p .claude/skills
cp -r /tmp/Generative-Media-Skills/library/visual/photo-pack-generator .claude/skills/muapi-photo-pack-generator

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Muapi Photo Pack Generator in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Muapi Photo Pack Generator on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Muapi Photo Pack Generator is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

📸 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 analysis fields:

head orientation
facial angle
expression
lighting direction
framing (portrait / half body / full body)

Example:

Head orientation: slight left tilt
Expression: neutral friendly
Lighting: soft frontal light
Framing: head and shoulders portrait

Agent Execution Flow

Step 1 — Grounding Check

Ensure the user has provided a reference image.

Supported inputs:

local image
URL
uploaded file

Step 2 — Vision Analysis

Extract scene attributes only.

DO NOT describe:

age
ethnicity
beard
hair
body type

Identity must come directly from the image.

Step 3 — Category Selection

If the user does not specify a category suggest:

LinkedIn
Tinder
OldMoney

Step 4 — Prompt Construction

Use the reference image as the identity source.

Preserve the exact facial identity from the reference image.

Identity must remain identical to the reference photo.

Do not change:

eye shape
eye spacing
nose structure
jawline
cheekbones
face proportions

Maintain similar head orientation as the reference.

Scene example:

Outdoor café portrait
Soft natural daylight
35mm portrait lens
Shallow depth of field
Photorealistic skin texture

Step 5 — Negative Prompt

Always include:

different person
altered face
changed facial features
new identity
generic face
beautified face
plastic skin
face distortion

Step 6 — Execution

Example:

bash scripts/generate-pack.sh
--image "./my_face.jpg"
--category "LinkedIn"
--identity-lock true
--num 5

Supported Categories

Category	Best For	Aesthetic
LinkedIn	Professional	Studio
CEO	Founders	Office
Tinder	Dating	Lifestyle
OldMoney	Luxury	Estate
Cyberpunk	Fantasy	Neon
Fitness	Gym	Athletic
Travel	Social	Bali/Paris
90s	Retro	Vintage
Holiday	Seasonal	Festive

Guardrails

Fidelity First

Identity preservation is always more important than style.

Never Re-Describe the Person

Avoid prompts like:

"Indian man in his 20s with short hair"

This causes the model to generate a new face.

Identity must come from the reference image only.

Recommended Models

Best results with:

nano-banana-edit

Result

This system produces:

consistent identity
photorealistic images
multi-style photo packs
professional outputs

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

scripts/generate-pack.sh17 KB

Frequently asked questions

What does the Muapi Photo Pack Generator AI skill do?

Generate a pack of professional or aesthetic photos from a single reference image while preserving the exact identity of the person.

Why use Muapi Photo Pack Generator on TypingMind?

Because you install it once and use it with any model. Muapi Photo Pack Generator is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Muapi Photo Pack Generator in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/SamurAIGPT/Generative-Media-Skills/tree/main/library/visual/photo-pack-generator. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Muapi Photo Pack Generator?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Muapi Photo Pack Generator?

As many as you like. As long as a model supports skills, you can use Muapi Photo Pack Generator with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Muapi Photo Pack Generator AI skill free?

Yes. It is published on GitHub by SamurAIGPT under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

📸 Photo Pack Generator Expert Skill (Identity-Lock Edition)

Core Principles

1️⃣ Identity Lock (MOST IMPORTANT)

2️⃣ Vision-First Scene Analysis

Agent Execution Flow

Step 1 — Grounding Check

Step 2 — Vision Analysis

Step 3 — Category Selection

Step 4 — Prompt Construction

Step 5 — Negative Prompt

Step 6 — Execution

Supported Categories

Guardrails

Fidelity First

Never Re-Describe the Person

Recommended Models

Result

Bundled files

Frequently asked questions

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