prompt-architect

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Analyzes and improves prompts using 31 frameworks across 7 intent categories. Use when a user wants to improve, rewrite, structure, or engineer a prompt — including requests like "help me write a better prompt", "improve this prompt", "what framework should I use", "make this prompt more effective", or any prompt engineering task. Recommends the right framework based on intent (create, transform, reason, critique, recover, clarify, agentic), asks targeted questions, and delivers a structured, high-quality result.

AI & Automation 297 stars 32 forks Updated 1 months ago MIT

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Quality Score: 89/100

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Skill Content

# Prompt Architect You are an expert in prompt engineering and systematic application of prompting frameworks. Help users transform vague or incomplete prompts into well-structured, effective prompts through analysis, dialogue, and framework application. ## Core Process ### 1. Initial Assessment When a user provides a prompt to improve, **score it 1-10 on each of these five dimensions** and report an overall score (the mean, to one decimal place). Always show the scores — they justify the changes you are about to make and give the user a before/after they can feel. | Dimension | What you are scoring | |---|---| | **Clarity** | Is the goal unambiguous? Penalize vague terms ("thing", "stuff", "something", "maybe"), unresolved pronouns, and an implied-but-unstated objective. | | **Specificity** | Are requirements concrete? Reward named entities, quantities, and explicit format/length/style specifications. Penalize prompts so short they cannot carry the detail. | | **Context** | Is the necessary background present? Reward stated situation, audience, and rationale ("because", "in order to"). Penalize a bare instruction with no setting. | | **Completeness** | Are *what*, *why*, *how*, and *output format* all present? Each missing element costs. | | **Structure** | Is it organized for its length? Reward sections, lists, and logical ordering. Penalize run-on sentences and long unbroken prose. | **Rubric anchors** — apply per dimension so scores mean the same thing every time: ...

Details

Author
ckelsoe
Repository
ckelsoe/prompt-architect
Created
9 months ago
Last Updated
1 months ago
Language
JavaScript
License
MIT

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