/ 디렉터리 / 플레이그라운드 / Mind-Cloning-Engineering
● 커뮤니티 yzfly ⚡ 바로 사용

Mind-Cloning-Engineering

제작: yzfly · yzfly/Mind-Cloning-Engineering

Capture a person's reasoning style — principles, taste, decision patterns — into an LLM-native Agent Skill you can converse with.

MCE (Mind Cloning Engineering) is a framework for turning a specific human's thinking style into a reusable agent skill. Instead of 'here's a persona prompt', MCE separates principles, lexicon, decision heuristics, and characteristic examples into structured layers that the model grounds in.

왜 쓰나요

핵심 기능

라이브 데모

실제 사용 모습

mind-cloning-engineering-skill.replay ▶ 준비됨
0/0

설치

클라이언트 선택

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "mind-cloning-engineering-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/yzfly/Mind-Cloning-Engineering",
        "~/.claude/skills/Mind-Cloning-Engineering"
      ],
      "_inferred": true
    }
  }
}

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

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "mind-cloning-engineering-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/yzfly/Mind-Cloning-Engineering",
        "~/.claude/skills/Mind-Cloning-Engineering"
      ],
      "_inferred": true
    }
  }
}

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

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "mind-cloning-engineering-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/yzfly/Mind-Cloning-Engineering",
        "~/.claude/skills/Mind-Cloning-Engineering"
      ],
      "_inferred": true
    }
  }
}

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

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "mind-cloning-engineering-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/yzfly/Mind-Cloning-Engineering",
        "~/.claude/skills/Mind-Cloning-Engineering"
      ],
      "_inferred": true
    }
  }
}

Claude Desktop과 같은 형식. Windsurf 재시작 후 적용.

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "mind-cloning-engineering-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/yzfly/Mind-Cloning-Engineering",
        "~/.claude/skills/Mind-Cloning-Engineering"
      ]
    }
  ]
}

Continue는 맵이 아닌 서버 오브젝트 배열 사용.

~/.config/zed/settings.json
{
  "context_servers": {
    "mind-cloning-engineering-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/yzfly/Mind-Cloning-Engineering",
          "~/.claude/skills/Mind-Cloning-Engineering"
        ]
      }
    }
  }
}

context_servers에 추가. 저장 시 Zed가 핫 리로드.

claude mcp add mind-cloning-engineering-skill -- git clone https://github.com/yzfly/Mind-Cloning-Engineering ~/.claude/skills/Mind-Cloning-Engineering

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

사용 사례

실전 활용법: Mind-Cloning-Engineering

Capture a mentor's reasoning and have it review your work

👤 Anyone with access to a mentor's writing / talks / recorded advice ⏱ ~120 min advanced

언제 쓸까: You want that mentor's lens available even when they're not.

사전 조건
  • Source material from the mentor — Collect essays, talk transcripts, emails, recorded conversations (with consent)
  • Skill installed — git clone https://github.com/yzfly/Mind-Cloning-Engineering ~/.claude/skills/Mind-Cloning-Engineering
흐름
  1. Extract layers
    Use Mind-Cloning-Engineering. From these essays, extract: core principles, recurring lexicon, decision heuristics, and 5 exemplar choices.✓ 복사됨
    → Four layered documents, not a generic persona blob
  2. Package as a skill
    Assemble into a skill folder with SKILL.md that references these layers.✓ 복사됨
    → Ready-to-install skill directory
  3. Consult the clone
    I'm considering [decision]. Review through the lens of this clone — what would the heuristics and principles suggest?✓ 복사됨
    → Specific references to principles, not generic 'consider...'

결과: A reusable advisor grounded in real material, not a vibe.

함정
  • Treating the clone as the real mentor — It's an approximation. Use for framing, not final calls. Respect the real person's actual current views.
함께 쓰기: filesystem

Externalize your own thinking style as a checklist skill

👤 Senior practitioners wanting to codify their own taste ⏱ ~60 min intermediate

언제 쓸까: You keep making the same kinds of good decisions and want them explicit.

흐름
  1. Mine your own artifacts
    Use Mind-Cloning-Engineering on my past design docs and PR comments in docs/. Extract my recurring principles and heuristics.✓ 복사됨
    → A structured doc of your own patterns
  2. Use as a self-review tool
    Review this draft using the clone of my own principles. What would I flag if a teammate submitted this?✓ 복사됨
    → Concrete flags rooted in your own rules

결과: You catch your own blind spots from a second angle.

함정
  • Clone becomes an echo chamber — Periodically refresh with new material; your thinking evolves

조합

다른 MCP와 조합해 10배 효율

mind-cloning-engineering-skill + filesystem

Organize multiple clones in a library

Maintain clones/ with one folder per cloned mind.✓ 복사됨

도구

이 MCP가 노출하는 것

도구입력언제 호출비용
extract_principles source documents Starting a clone 0
extract_lexicon source documents Voice capture 0
extract_heuristics decisions + outcomes Capturing decision patterns 0
assemble_skill all layers Packaging 0

비용 및 제한

운영 비용

API 쿼터
None
호출당 토큰
High during extraction (reads lots of source), low during consultation
금액
Free
Extract once carefully, consult cheaply for months.

보안

권한, 시크릿, 파급범위

자격 증명 저장: None
데이터 외부 송신: Source material goes through Claude API during extraction

문제 해결

자주 발생하는 오류와 해결

Clone feels generic

Source material too thin or too formal; add more informal artifacts (emails, chat, off-the-cuff)

Clone contradicts the real person

Flag and update; principles should be refreshed periodically

대안

Mind-Cloning-Engineering 다른 것과 비교

대안언제 쓰나단점/장점
System prompt personaYou only need a quick vibe matchNo structural grounding, drifts fast
Fine-tuning a model on the personYou have lots of data and deep pocketsExpensive, opaque, harder to edit

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리소스

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