Agent skill

Prompt Adapt

by AgriciDaniel in AgriciDaniel/claude-prompts

Adapt and convert AI prompts between different models and platforms.

MITAuto-check passedAI & LLM Engineering

Install Prompt Adapt

skills CLI
$ npx skills add AgriciDaniel/claude-prompts --skill prompt-adapt -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install AgriciDaniel/claude-prompts prompt-adapt --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/AgriciDaniel/claude-prompts.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/prompt-adapt .claude/skills/prompt-adapt && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
prompt-adapt
GitHub stars
111
Token cost
~793 tokens
SKILL.md length
331 words
Files
1
Skills in repo
5
Repo updated
First seen
Licence
MIT

At a glance

Adapt and convert AI prompts between different models and platforms.

  • Works in 5 steps: Identify Source and Target → Analyze Source Prompt → Apply Model Translation Rules → …
  • User says adapt prompt
  • SKILL.md covers Adaptation Workflow and Common Pitfalls
  • Calls python3

What it does

Prompt Adapt is an agent skill from AgriciDaniel/claude-prompts. Adapt and convert AI prompts between different models and platforms. Translates between Midjourney, Flux, Leonardo AI, DALL-E, Sora, Imagen, Stable Diffusion, Adobe Firefly, Ideogram, and more. Handles syntax differences, parameter mapping, and model-specific optimizations. Use when user says "adapt prompt", "convert prompt", "translate prompt", "port to flux", "midjourney to dall-e", or "change model".

Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering, covering Diffusion and image models, AI video generation and Translation. It works with Midjourney, OpenAI and Stable Diffusion. The repository describes itself as: AI prompt database and builder skill for Claude Code. 2,500+ curated prompts across 19 categories and 17 AI models. The licence is MIT.

When your agent uses it

  • User says adapt prompt
  • Translate prompt
  • Midjourney to dall-e

Example prompts

  • “adapt prompt”
  • “convert prompt”
  • “translate prompt”
  • “/prompt-adapt”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Identify Source and Target
  2. Analyze Source Prompt
  3. Apply Model Translation Rules
  4. Search for Target Model Examples
  5. Present Adaptation

What it can do on your machine

Read from SKILL.md and the folder at commit 23e8ff9. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Prompt Adapt loads about 793 tokens when it runs. Until then it costs about 105 tokens; SKILL.md has 331 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~105
When it runs · the whole SKILL.md, loaded when a task matches
~793

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from AgriciDaniel/claude-prompts at commit 23e8ff9, republished under its MIT licence (© AgriciDaniel). 331 words, ~793 tokens.

Download SKILL.mdSave it as .claude/skills/prompt-adapt/SKILL.md (or your agent's skills folder).
name
prompt-adapt
description
Adapt and convert AI prompts between different models and platforms. Translates between Midjourney, Flux, Leonardo AI, DALL-E, Sora, Imagen, Stable Diffusion, Adobe Firefly, Ideogram, and more. Handles syntax differences, parameter mapping, and model-specific optimizations. Use when user says "adapt prompt", "convert prompt", "translate prompt", "port to flux", "midjourney to dall-e", or "change model".

Prompt Adapter

Convert prompts between AI models while preserving intent and maximizing output quality.

Adaptation Workflow

Step 1: Identify Source and Target

Determine:

  1. Source model: What model was this prompt written for?
  2. Target model: What model should it run on?
  3. Priority: Preserve style fidelity or optimize for target strengths?
Step 2: Analyze Source Prompt

Break down the prompt into components:

  • Core subject/action
  • Style modifiers
  • Technical parameters (model-specific)
  • Negative prompts (if any)
  • Aspect ratio / dimensions
Step 3: Apply Model Translation Rules

Load {PROMPT_ENGINE_DIR}/references/model-guide.md for detailed rules. Key translations:

Midjourney -> Flux:

  • Remove --ar, --v, --style, --s, --chaos parameters
  • Expand shorthand into natural language descriptions
  • Flux prefers longer, more descriptive prompts
  • Remove :: weight syntax, integrate naturally

Midjourney -> DALL-E:

  • Remove all -- parameters
  • Rewrite as clear, direct descriptions
  • DALL-E prefers straightforward language over artistic jargon
  • Remove negative prompts (DALL-E doesn't support them well)

Flux -> Midjourney:

  • Add --ar for aspect ratio
  • Add --v 6.1 or appropriate version
  • Condense long descriptions into key phrases
  • Add style parameters (--style raw for photorealistic)

Any -> Sora (Video):

  • Add camera movement descriptions (pan, zoom, tracking, etc.)
  • Add temporal flow ("the scene transitions from... to...")
  • Specify duration if possible
  • Focus on motion and action over static details

Any -> Leonardo AI:

  • Reference specific Leonardo models (Phoenix, Alchemy, etc.)
  • Use Leonardo-specific quality tokens
  • Adapt negative prompts to Leonardo format
Step 4: Search for Target Model Examples

Find reference prompts in the target model:

bash
python3 {PROMPT_ENGINE_DIR}/scripts/search_prompts.py "SUBJECT" --model TARGET_MODEL --limit 3

Use these as style references for the adaptation.

Step 5: Present Adaptation

Output format:

  1. Original prompt (source model labeled)
  2. Adapted prompt (target model labeled)
  3. Translation notes (what changed and why)
  4. Parameter mapping (source params -> target params)
  5. Confidence level (High/Medium/Low -- based on model compatibility)

Common Pitfalls

  • Midjourney weight syntax (::2) has no direct equivalent in most models
  • DALL-E ignores most style parameters -- weave them into descriptions
  • Sora needs temporal language that image models don't use
  • Aspect ratios must be specified differently per platform
  • Some styles only work well on specific models (e.g., --niji is Midjourney-only)

© AgriciDaniel, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/prompt-adapt of AgriciDaniel/claude-prompts.

Open the folder on GitHubat commit 23e8ff9

Compare with similar skills

Prompt Adapt next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Prompt Adapt compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prompt Adapt this skillAgriciDaniel/claude-prompts111—~793Automated safety check: PassMIT
AI Image Prompts SkillLeoYeAI/openclaw-master-skills2.2k—~4.3kAutomated safety check: PassMIT
ImageNexus-JPF/note-companion8703 repos~3.9kAutomated safety check: PassMIT
Glmv Prompt Genzai-org/GLM-skills476—~1.8kAutomated safety check: PassApache-2.0
Nano Banana Pro Prompts Recommend SkillYouMind-OpenLab/nano-banana-pro-prompts-recommend-skill1.9k1 repos~4.1kAutomated safety check: PassNone
AI Media GeneratorHao0321/ai-media-generator258—~5.6kAutomated safety check: PassMIT

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Questions about Prompt Adapt

What does Prompt Adapt do?

Adapt and convert AI prompts between different models and platforms. Prompt Adapt is an agent skill from AgriciDaniel/claude-prompts. Adapt and convert AI prompts between different models and platforms.

When should I use Prompt Adapt?

Prompt Adapt fits situations like: user says adapt prompt; translate prompt; midjourney to dall-e.

How do I install Prompt Adapt in Claude Code?

Run `npx skills add AgriciDaniel/claude-prompts --skill prompt-adapt -a claude-code`. Or copy the skill folder (skills/prompt-adapt in AgriciDaniel/claude-prompts) into .claude/skills/prompt-adapt in your project. Claude Code loads it when a task matches its description.

How do I install Prompt Adapt in Codex?

Run `npx skills add AgriciDaniel/claude-prompts --skill prompt-adapt -a codex`. Or copy the skill folder (skills/prompt-adapt in AgriciDaniel/claude-prompts) into .agents/skills/prompt-adapt in your project. Codex loads it when a task matches its description.

Can I use Prompt Adapt in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AgriciDaniel/claude-prompts --skill prompt-adapt -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prompt-adapt, .gemini/skills/prompt-adapt, .github/skills/prompt-adapt and .opencode/skills/prompt-adapt in your project.

What does Prompt Adapt need to run?

Going by SKILL.md and its folder, Prompt Adapt needs the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Prompt Adapt access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Prompt Adapt safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Prompt Adapt use?

Prompt Adapt is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Prompt Adapt use?

About 793 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Prompt Adapt?

Skills that share tags, products or a category with Prompt Adapt: AI Image Prompts Skill (LeoYeAI/openclaw-master-skills, 2.2k stars), Image (Nexus-JPF/note-companion, 870 stars), Glmv Prompt Gen (zai-org/GLM-skills, 476 stars) and Nano Banana Pro Prompts Recommend Skill (YouMind-OpenLab/nano-banana-pro-prompts-recommend-skill, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Prompt Adapt?

AgriciDaniel (a GitHub user) maintains it in AgriciDaniel/claude-prompts, which has 111 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on April 10, 2026.

Source: AgriciDaniel/claude-prompts on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.