Transform user requests into detailed, precise prompts for AI models.
SkillScore41Maintained
Automatic
◆AI Engineer pack
Last verified 8/22/2026
What it changes
Passed 9 of 22 test cases with the skill, and 3 of 22 without it.
Without skill14%
With skill41%
Checks it passed that the model alone missed
The output contains no conversational commentary.
The response contains no conversational preamble.
The response starts with a single summary paragraph.
and 8 more in the full report
9 fixed0 passed either way10 still failing3 broke
Pass-rate lift
+27 pp
Tokens
+8%
Agent turns
0%
Response time
-18%
Model gemini-3.6-flashMeasured 8/22/2026v19 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 9
Prompt
Convert to an AI prompt: 'Rewrite 3 bullet points for a Senior DevOps engineer resume emphasizing AWS infrastructure cost reduction by 30%.'
What was checked, without and with the skill
Checked
Without skill
With skill
The response contains no conversational opening phrase.
Missed
Passed
The output does not invent extra technologies not present in the prompt.
Missed
Passed
case-15 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md40 linessingle file
Promptify
Transform user requests into detailed, precise prompts optimised for AI model consumption.
Core Task
Rewrite the user's request as a clear, specific, and complete prompt that guides an AI model to produce the desired output without ambiguity. Treat the output as specification language, not casual natural language.
Process
Read and understand - Read the user's request carefully to understand the full context, intent, and all details
Plan the rewrite - Consider what specific information, instructions, or context the AI model needs to fulfill the request effectively
Rewrite as a detailed prompt - Transform the request into a precise prompt with clarity, specificity, and completeness
Writing Guidelines
Structure
Begin with a single short paragraph summarising the overall task
Use headings (##, ###, ####) for sections only where appropriate (no first-level title)
Use bold, italics, bullet points (-), and numbered lists (1., 2.) liberally for organisation
Never use emojis
Never use * for bullet points, always use -
Language
Use plain, straightforward, precise language
Avoid embellishments, niceties, or creative flourishes
Think of language as specification/code, not natural language
Be clear and specific in all instructions
Content
Keep the prompt concise: 0.75X to 1.5X the length of the original request
Do not add or invent information not present in the input
Do not include unnecessary complexity or verbosity
Output
Provide only the final prompt as markdown, without additional commentary or explanation.