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prompt-architect

제작: ckelsoe · ckelsoe/prompt-architect

Turn vague prompts into structured, expert-level prompts using 7 research-backed frameworks — CO-STAR, RISEN, RISE, TIDD-EC, RTF, CoT, CoD.

Prompt Architect transforms short, ambiguous prompts into structured versions using 7 named frameworks. Good for team-wide prompt consistency and for getting more reliable Claude output on complex tasks. Works in Claude Code; outputs can be saved as reusable templates.

왜 쓰나요

핵심 기능

라이브 데모

실제 사용 모습

prompt-architect-skill.replay ▶ 준비됨
0/0

설치

클라이언트 선택

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "prompt-architect-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/ckelsoe/prompt-architect",
        "~/.claude/skills/prompt-architect"
      ],
      "_inferred": true
    }
  }
}

Claude Desktop → Settings → Developer → Edit Config 열기. 저장 후 앱 재시작.

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "prompt-architect-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/ckelsoe/prompt-architect",
        "~/.claude/skills/prompt-architect"
      ],
      "_inferred": true
    }
  }
}

Cursor는 Claude Desktop과 동일한 mcpServers 스키마 사용. 프로젝트 설정이 전역보다 우선.

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "prompt-architect-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/ckelsoe/prompt-architect",
        "~/.claude/skills/prompt-architect"
      ],
      "_inferred": true
    }
  }
}

Cline 사이드바의 MCP Servers 아이콘 클릭 후 "Edit Configuration" 선택.

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "prompt-architect-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/ckelsoe/prompt-architect",
        "~/.claude/skills/prompt-architect"
      ],
      "_inferred": true
    }
  }
}

Claude Desktop과 같은 형식. Windsurf 재시작 후 적용.

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "prompt-architect-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/ckelsoe/prompt-architect",
        "~/.claude/skills/prompt-architect"
      ]
    }
  ]
}

Continue는 맵이 아닌 서버 오브젝트 배열 사용.

~/.config/zed/settings.json
{
  "context_servers": {
    "prompt-architect-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/ckelsoe/prompt-architect",
          "~/.claude/skills/prompt-architect"
        ]
      }
    }
  }
}

context_servers에 추가. 저장 시 Zed가 핫 리로드.

claude mcp add prompt-architect-skill -- git clone https://github.com/ckelsoe/prompt-architect ~/.claude/skills/prompt-architect

한 줄 명령. claude mcp list로 확인, claude mcp remove로 제거.

사용 사례

실전 활용법: prompt-architect

How to turn a vague prompt into a structured one

👤 Anyone frustrated by inconsistent Claude output ⏱ ~10 min beginner

언제 쓸까: You keep asking Claude the same kind of question and getting different-quality answers.

사전 조건
  • Skill installed — git clone https://github.com/ckelsoe/prompt-architect ~/.claude/skills/prompt-architect
흐름
  1. Submit the vague prompt
    Use prompt-architect. My current prompt: 'write something for our launch email'. Make this structured.✓ 복사됨
    → Framework recommendation + structured version
  2. Pick + refine
    Use CO-STAR. Tone: confident but human; audience: B2B SaaS founders; objective: drive webinar signups.✓ 복사됨
    → CO-STAR structured prompt with all fields filled
  3. Save as template
    Save this as template 'launch-email-costar'.✓ 복사됨
    → Template persisted

결과: A reusable structured prompt that produces consistent output.

함정
  • Framework overhead for simple tasks — For short, one-off tasks, Prompt Architect will recommend staying simple rather than forcing a framework

Pick the right framework for a specific task shape

👤 Practitioners deciding CoT vs CO-STAR vs RISEN ⏱ ~15 min intermediate

언제 쓸까: You're not sure which framework fits.

흐름
  1. Describe the task
    Task: synthesize 20 customer interview notes into themes. Which framework, and why?✓ 복사됨
    → Framework recommendation with reasoning
  2. Try an alternative
    Now show the same task structured with CoT vs CO-STAR; compare.✓ 복사됨
    → Side-by-side with tradeoff notes

결과: Confident framework choice for the task shape.

Build a team-shared prompt pack

👤 Prompt engineers writing house prompts for a team ⏱ ~60 min intermediate

언제 쓸까: You want every teammate to get consistent Claude behavior on the same tasks.

흐름
  1. Start a session
    I need 8 team prompts: lead-qualification, onboarding-email, refund-decision, ... Walk me through each with the right framework.✓ 복사됨
    → Framework-per-task + drafts
  2. Export as skill
    Export the 8 prompts as a skill pack.✓ 복사됨
    → Skill directory ready to git clone share

결과: A versioned, shareable prompt pack.

조합

다른 MCP와 조합해 10배 효율

prompt-architect-skill + claude-code-skill-factory-skill

Architect prompts, then Factory packages them as a skill

Use prompt-architect for 5 prompts, then /build prompts with Factory to export them.✓ 복사됨

도구

이 MCP가 노출하는 것

도구입력언제 호출비용
Transform prompt vague prompt, framework? Upgrading a prompt Claude tokens
Recommend framework task description Unsure which to use Claude tokens
Save template name, prompt When the prompt works well 0
Export pack templates[] Team sharing 0

비용 및 제한

운영 비용

API 쿼터
None
호출당 토큰
2-5k per prompt transformation
금액
Free
Once a template works, reuse it — don't re-architect every time.

보안

권한, 시크릿, 파급범위

자격 증명 저장: No credentials
데이터 외부 송신: Prompt drafts go to Claude

문제 해결

자주 발생하는 오류와 해결

Framework feels like overkill for simple tasks

Prompt Architect should recommend minimal structure; if it doesn't, explicitly request 'minimal structure'

Output more verbose than original prompt

Structured prompts can be longer but should produce more consistent output; measure consistency rather than length

대안

prompt-architect 다른 것과 비교

대안언제 쓰나단점/장점
Anthropic's prompt generatorYou want Anthropic's own suggestions for Claude promptsFewer frameworks surfaced by name

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리소스

📖 GitHub에서 공식 README 읽기

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