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forge-skill

제작: YIKUAIBANZI · YIKUAIBANZI/forge-skill

Local-first personality distillation engine — analyze your own patterns (forge-self) or preserve a loved one's voice (forge-persona) from chat records and journals.

人格蒸馏引擎. A local-first, no-server skill that parses chat records, diaries, and social media to distill communication patterns into two artifacts: self profiles (your own decision patterns and blind spots) and persona profiles (someone else's distinctive voice). Then lets you use-self to consult variant versions of yourself, or use-persona to roleplay with someone's preserved voice. Not resurrection — an echo, local, iterative, and under your control.

▶ 데모 보기 📦 설치 💡 사용 사례

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핵심 기능

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실제 사용 모습

forge-skill.replay ▶ 준비됨
0/0

설치

클라이언트 선택

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

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

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

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

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

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

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

Claude Desktop과 같은 형식. Windsurf 재시작 후 적용.

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

Continue는 맵이 아닌 서버 오브젝트 배열 사용.

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

context_servers에 추가. 저장 시 Zed가 핫 리로드.

claude mcp add forge-skill -- git clone https://github.com/YIKUAIBANZI/forge-skill ~/.claude/skills/forge-skill

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

사용 사례

실전 활용법: forge-skill

Consult variants of yourself before a hard decision

👤 People facing tricky life/career decisions who want structured self-reflection ⏱ ~60 min intermediate

언제 쓸까: A fork-in-the-road decision where you want to hear your own conflicting voices.

사전 조건
  • Skill installed — git clone https://github.com/YIKUAIBANZI/forge-skill ~/.claude/skills/forge-skill
  • Raw material: journals / chat export — Collect into a local folder the skill can read
흐름
  1. Build self profile
    Use forge-self on /path/to/my-journals and chats. Distill patterns, decision tendencies, blind spots.✓ 복사됨
    → Local profile written with identified patterns
  2. Consult variants
    use-self. Decision: accept the offer or stay. Give me 'cautious me', 'decisive me', 'relationship-focused me' perspectives.✓ 복사됨
    → Three distinct voices, not bland averages

결과: A decision you made after hearing your own contradictions.

함정
  • Expecting one 'right' answer to pop out — The skill's promise is perspective, not prescription
함께 쓰기: filesystem

Preserve the voice of a loved one you've lost touch with or lost

👤 People wanting to keep an echo of someone important ⏱ ~120 min intermediate

언제 쓸까: You have old messages/journals and want to keep their voice accessible.

사전 조건
  • Chat exports, journals, social posts — Gather into a local folder
흐름
  1. Build persona
    Use forge-persona on this archive of my grandmother's letters. Distill her voice.✓ 복사됨
    → Persona file capturing style, vocabulary, quirks
  2. Use the persona
    use-persona — talk to me about my job stress the way she would.✓ 복사됨
    → Response that recognizably sounds like her — not generic
  3. Correct iteratively
    That phrase wasn't quite her — here's how she'd actually say it.✓ 복사됨
    → Profile updated, next response better

결과: An echo you can sit with, fully under your control.

함정
  • Treating it as the person rather than an echo — The skill explicitly warns: this is not resurrection. Hold it as a tool for reflection
함께 쓰기: filesystem

Audit your own communication patterns over a year

👤 Self-improvement-minded people ⏱ ~60 min beginner

언제 쓸까: Year-end review with a twist.

흐름
  1. Run forge-self on a year's worth
    Run forge-self on my 2025 chat + journal archive. Compare to 2024 if data exists. What changed?✓ 복사됨
    → Pattern delta with specifics

결과: Actual data about how your communication evolved.

조합

다른 MCP와 조합해 10배 효율

forge-skill + filesystem

Archive sources and profile artifacts in one managed local folder

Organize my journal exports under ~/forge/sources/ and profiles under ~/forge/profiles/.✓ 복사됨

도구

이 MCP가 노출하는 것

도구입력언제 호출비용
forge-self archive path Build your own digital mirror 0 — local
forge-persona archive path, person name Preserve another's voice 0 — local
use-self question + variant choice Decision reflection 0
use-persona question Voice-preserved conversation 0

비용 및 제한

운영 비용

API 쿼터
None
호출당 토큰
Large on initial distillation (journals can be big)
금액
Free
팁
Distill once, reuse many times — the profile is persistent

보안

권한, 시크릿, 파급범위

최소 스코프: Read on your source folders, write on the profile folder
자격 증명 저장: None — fully local
데이터 외부 송신: LLM call processes the data — choose a provider whose policy you're comfortable with
절대 부여 금지: Network egress for the profile data — stays on your disk

문제 해결

자주 발생하는 오류와 해결

Distilled profile feels generic

Supply more source material, especially distinctive pieces

Persona drifts over many turns

Periodically correct; the skill learns from your corrections

대안

forge-skill 다른 것과 비교

대안언제 쓰나단점/장점
Writing in a regular journalYou just want reflection, not distillationNo variant consultation

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리소스

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