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Mind-Cloning-Engineering

par 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.

Pourquoi l'utiliser

Fonctionnalités clés

Démo en direct

Aperçu en pratique

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

Installer

Choisissez votre 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
    }
  }
}

Ouvrez Claude Desktop → Settings → Developer → Edit Config. Redémarrez après avoir enregistré.

~/.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 utilise le même schéma mcpServers que Claude Desktop. La config projet l'emporte sur la 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
    }
  }
}

Cliquez sur l'icône MCP Servers dans la barre latérale Cline, puis "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
    }
  }
}

Même format que Claude Desktop. Redémarrez Windsurf pour appliquer.

~/.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 utilise un tableau d'objets serveur plutôt qu'une 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"
        ]
      }
    }
  }
}

Ajoutez dans context_servers. Zed recharge à chaud à la sauvegarde.

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

Une seule ligne. Vérifiez avec claude mcp list. Supprimez avec claude mcp remove.

Cas d'usage

Usages concrets : 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

Quand l'utiliser : You want that mentor's lens available even when they're not.

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

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

Pièges
  • 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.
Combiner avec : filesystem

Externalize your own thinking style as a checklist skill

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

Quand l'utiliser : You keep making the same kinds of good decisions and want them explicit.

Déroulement
  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.✓ Copié
    → 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?✓ Copié
    → Concrete flags rooted in your own rules

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

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

Combinaisons

Associez-le à d'autres MCPs pour un effet X10

mind-cloning-engineering-skill + filesystem

Organize multiple clones in a library

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

Outils

Ce que ce MCP expose

OutilEntréesQuand appelerCoût
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

Coût et limites

Coût d'exécution

Quota d'API
None
Tokens par appel
High during extraction (reads lots of source), low during consultation
Monétaire
Free
Astuce
Extract once carefully, consult cheaply for months.

Sécurité

Permissions, secrets, portée

Stockage des identifiants : None
Sortie de données : Source material goes through Claude API during extraction

Dépannage

Erreurs courantes et correctifs

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

Alternatives

Mind-Cloning-Engineering vs autres

AlternativeQuand l'utiliserCompromis
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

Plus

Ressources

📖 Lire le README officiel sur GitHub

🐙 Voir les issues ouvertes

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