Individual skill
prompt-architect
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.
skills/prompt-architect/SKILL.md
Source commit 6c7a2c7b5a15cbb918828c7878c226a592985702
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- Last checked
- Nov 7, 2026
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- Repository stars (not skill ratings)
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- Repository last updated
- Jul 24, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- ai-coding-agents Repository topic
- ai-tools Repository topic
- chain-of-thought Repository topic
- chatgpt Repository topic
- claude-code Repository topic
- claude-skill Repository topic
- cursor Repository topic
- gemini-cli Repository topic
- github-copilot Repository topic
- engineering Derived category
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SKILL.mdcore · 27,558 bytesSKILL.mdcore · 27,558 bytesassets/templates/ape_template.txtdoc · 765 bytesassets/templates/bab_template.txtdoc · 1,439 bytesassets/templates/broke_template.txtdoc · 1,729 bytesassets/templates/cai-critique-revise_template.txtdoc · 1,154 bytesassets/templates/care_template.txtdoc · 757 bytesassets/templates/chain-of-density_template.txtdoc · 4,005 bytesassets/templates/chain-of-thought_template.txtdoc · 2,855 bytesassets/templates/chain-of-verification_template.txtdoc · 1,433 bytesassets/templates/co-star_template.txtdoc · 1,459 bytesassets/templates/crispe_template.txtdoc · 895 bytesassets/templates/ctf_template.txtdoc · 1,041 bytesassets/templates/devils-advocate_template.txtdoc · 1,373 bytesassets/templates/hybrid_template.txtdoc · 4,839 bytesassets/templates/iterative-compression_template.txtdoc · 4,374 bytesassets/templates/least-to-most_template.txtdoc · 937 bytesassets/templates/plan-and-solve_template.txtdoc · 702 bytesassets/templates/pre-mortem_template.txtdoc · 1,970 bytesassets/templates/race_template.txtdoc · 1,230 bytesassets/templates/rcot_template.txtdoc · 1,445 bytesassets/templates/react_template.txtdoc · 2,680 bytesassets/templates/reverse-role_template.txtdoc · 555 bytesassets/templates/rise-ie_template.txtdoc · 887 bytesassets/templates/rise-ix_template.txtdoc · 1,001 bytesassets/templates/risen_template.txtdoc · 1,252 bytesassets/templates/rpef_template.txtdoc · 1,378 bytesassets/templates/rtf_template.txtdoc · 1,066 bytesassets/templates/self-consistency_template.txtdoc · 663 bytesassets/templates/self-refine_template.txtdoc · 657 bytesassets/templates/skeleton-of-thought_template.txtdoc · 1,176 bytesassets/templates/step-back_template.txtdoc · 732 bytesassets/templates/tidd-ec_template.txtdoc · 3,621 bytesassets/templates/tree-of-thought_template.txtdoc · 2,348 bytesreferences/frameworks/ape.mddoc · 11,334 bytesreferences/frameworks/bab.mddoc · 13,518 bytesreferences/frameworks/broke.mddoc · 16,259 bytesreferences/frameworks/cai-critique-revise.mddoc · 16,133 bytesreferences/frameworks/care.mddoc · 12,352 bytesreferences/frameworks/chain-of-density.mddoc · 12,084 bytesreferences/frameworks/chain-of-thought.mddoc · 13,349 bytesreferences/frameworks/chain-of-verification.mddoc · 14,103 bytesreferences/frameworks/co-star.mddoc · 14,086 bytesreferences/frameworks/crispe.mddoc · 10,448 bytesreferences/frameworks/ctf.mddoc · 10,153 bytesreferences/frameworks/devils-advocate.mddoc · 13,565 bytesreferences/frameworks/iterative-compression.mddoc · 17,357 bytesreferences/frameworks/least-to-most.mddoc · 10,889 bytesreferences/frameworks/plan-and-solve.mddoc · 9,873 bytesreferences/frameworks/pre-mortem.mddoc · 18,085 bytesreferences/frameworks/race.mddoc · 12,598 bytesreferences/frameworks/rcot.mddoc · 9,199 bytesreferences/frameworks/react.mddoc · 22,465 bytesreferences/frameworks/reverse-role.mddoc · 10,733 bytesreferences/frameworks/rise.mddoc · 23,837 bytesreferences/frameworks/risen.mddoc · 13,932 bytesreferences/frameworks/rpef.mddoc · 18,494 bytesreferences/frameworks/rtf.mddoc · 8,293 bytesreferences/frameworks/self-consistency.mddoc · 13,661 bytesreferences/frameworks/self-refine.mddoc · 8,006 bytesreferences/frameworks/skeleton-of-thought.mddoc · 10,317 bytesreferences/frameworks/step-back.mddoc · 11,035 bytesreferences/frameworks/tidd-ec.mddoc · 22,644 bytesreferences/frameworks/tree-of-thought.mddoc · 14,838 bytesreferences/techniques/few-shot.mddoc · 6,504 bytes
Read excerpt
# 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. |