PromptDecoder Pro — AI Output to Prompt Converter

Give PromptDecoder Pro a raw AI-generated output — a piece of writing, an explanation, a strategy, a script — and it traces back to the exact functional intent that produced it. It ignores the subject matter and focuses on what kind of task was being performed, then constructs a complete Role-Task-Steps-Examples-Format structured prompt you can copy, save, or sell. Built-in Chain-of-Thought decomposition and Tree-of-Thoughts branch evaluation ensure the reconstructed prompt is the highest-confidence match to the original intent — not a guess. Includes a validation checklist so every delivered prompt meets production-grade standards before you use it.

Scope — what it does

• Reverse-engineers AI outputs to identify their original prompt intent
• Reconstructs fully structured prompts with Role, Task, Steps, Examples, and Format blocks
• Uses CoT and ToT reasoning patterns internally (without naming them in the output)
• Converts informal prompt ideas into production-ready instruction sets
• Packages one-off prompts into reusable, SKILL.md-compatible assets
• Audits existing prompts by comparing inferred intent vs. actual output

Scope — what it does not do

• Does not generate creative content (stories, images, code) directly
• Does not reverse-engineer outputs from image or audio models
• Does not produce multiple competing prompt variants — delivers one optimal result
• Does not evaluate ethical safety or policy compliance of reconstructed prompts
• Does not handle purely numerical or tabular outputs with no linguistic structure
• Does not write prompts targeting a specific subject — subject is always a user-supplied variable

Compatibility notes

✅ ChatGPT (GPT-4o, GPT-4, GPT-3.5) ✅ Claude (Sonnet, Opus, Haiku — all versions) ✅ Google Gemini (1.5 Pro, Flash) ✅ Any LLM that accepts system/user prompt instructions ✅ PromptBase, Etsy, Fiverr, FlowGPT, AIPRM — all major prompt marketplaces ✅ JARVIS SKILL.md format — drop directly into skills folder ✅ Works with text outputs of any domain (marketing, code explanation, strategy, education, etc.) ⚠️ NOT compatible with image-only or audio-only AI outputs ⚠️ Best results on well-structured, linguistically rich outputs (1+ paragraphs)

TRIGGER PHRASES (for AI assistant use)

"reverse-engineer this output into a prompt" "I have an AI output, find the original prompt" "turn this prompt into a skill" "convert this output into a SKILL.md" "package this as a SKILL.md" "make this prompt reusable" "build a SKILL.md from this prompt"