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Mind-Cloning-Engineering

von 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.

Warum nutzen

Hauptfunktionen

Live-Demo

In der Praxis

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

Installieren

Wählen Sie Ihren Client

~/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
    }
  }
}

Öffne Claude Desktop → Settings → Developer → Edit Config. Nach dem Speichern neu starten.

~/.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
    }
  }
}

Cursor nutzt das gleiche mcpServers-Schema wie Claude Desktop. Projektkonfiguration schlägt die globale.

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
    }
  }
}

Klicken Sie auf das MCP-Servers-Symbol in der Cline-Seitenleiste, dann "Edit Configuration".

~/.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
    }
  }
}

Gleiche Struktur wie Claude Desktop. Windsurf neu starten zum Übernehmen.

~/.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"
      ]
    }
  ]
}

Continue nutzt ein Array von Serverobjekten statt einer Map.

~/.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"
        ]
      }
    }
  }
}

In context_servers hinzufügen. Zed lädt beim Speichern neu.

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

Einzeiler. Prüfen mit claude mcp list. Entfernen mit claude mcp remove.

Anwendungsfälle

Praxisnahe Nutzung: 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

Wann einsetzen: You want that mentor's lens available even when they're not.

Voraussetzungen
  • 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
Ablauf
  1. Extract layers
    Use Mind-Cloning-Engineering. From these essays, extract: core principles, recurring lexicon, decision heuristics, and 5 exemplar choices.✓ Kopiert
    → 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.✓ Kopiert
    → 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?✓ Kopiert
    → Specific references to principles, not generic 'consider...'

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

Fallstricke
  • 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.
Kombinieren mit: filesystem

Externalize your own thinking style as a checklist skill

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

Wann einsetzen: You keep making the same kinds of good decisions and want them explicit.

Ablauf
  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.✓ Kopiert
    → 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?✓ Kopiert
    → Concrete flags rooted in your own rules

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

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

Kombinationen

Mit anderen MCPs für 10-fache Wirkung

mind-cloning-engineering-skill + filesystem

Organize multiple clones in a library

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

Werkzeuge

Was dieses MCP bereitstellt

WerkzeugEingabenWann aufrufenKosten
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

Kosten & Limits

Was der Betrieb kostet

API-Kontingent
None
Tokens pro Aufruf
High during extraction (reads lots of source), low during consultation
Kosten in €
Free
Tipp
Extract once carefully, consult cheaply for months.

Sicherheit

Rechte, Secrets, Reichweite

Credential-Speicherung: None
Datenabfluss: Source material goes through Claude API during extraction

Fehlerbehebung

Häufige Fehler und Lösungen

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

Alternativen

Mind-Cloning-Engineering vs. andere

AlternativeWann stattdessenKompromiss
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

Mehr

Ressourcen

📖 Offizielle README auf GitHub lesen

🐙 Offene Issues ansehen

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