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forge-skill
von 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.
Warum nutzen
Hauptfunktionen
Fully local — no server, no cloud, no telemetry forge-self: digital mirror of your own patterns + blind spots forge-persona: preserves voice/mannerisms from chat + journals use-self: consult variants (cautious / decisive / relationship-focused) of yourself use-persona: roleplay with extracted traits of another Iterative — accepts your corrections over time
Live-Demo
In der Praxis
forge-skill.replay
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Anwendungsfälle
Praxisnahe Nutzung: forge-skill
Wann einsetzen: A fork-in-the-road decision where you want to hear your own conflicting voices.
Ablauf
Build self profile
Use forge-self on /path/to/my-journals and chats. Distill patterns, decision tendencies, blind spots.✓ Kopiert
→ Local profile written with identified patterns
Consult variants
use-self. Decision: accept the offer or stay. Give me 'cautious me', 'decisive me', 'relationship-focused me' perspectives.✓ Kopiert
→ Three distinct voices, not bland averages
Ergebnis: A decision you made after hearing your own contradictions.
Fallstricke
Expecting one 'right' answer to pop out — The skill's promise is perspective, not prescription
Wann einsetzen: You have old messages/journals and want to keep their voice accessible.
Voraussetzungen
Chat exports, journals, social posts — Gather into a local folder
Ablauf
Build persona
Use forge-persona on this archive of my grandmother's letters. Distill her voice.✓ Kopiert
→ Persona file capturing style, vocabulary, quirks
Use the persona
use-persona — talk to me about my job stress the way she would.✓ Kopiert
→ Response that recognizably sounds like her — not generic
Correct iteratively
That phrase wasn't quite her — here's how she'd actually say it.✓ Kopiert
→ Profile updated, next response better
Ergebnis: An echo you can sit with, fully under your control.
Fallstricke
Treating it as the person rather than an echo — The skill explicitly warns: this is not resurrection. Hold it as a tool for reflection
Wann einsetzen: Year-end review with a twist.
Ablauf
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?✓ Kopiert
→ Pattern delta with specifics
Ergebnis: Actual data about how your communication evolved.
Kombinationen
Mit anderen MCPs für 10-fache Wirkung
Archive sources and profile artifacts in one managed local folder
Organize my journal exports under ~/forge/sources/ and profiles under ~/forge/profiles/.✓ Kopiert
Kosten & Limits
Was der Betrieb kostet
API-Kontingent None
Tokens pro Aufruf Large on initial distillation (journals can be big)
Kosten in € Free
Tipp Distill once, reuse many times — the profile is persistent
Sicherheit
Rechte, Secrets, Reichweite
Minimale Scopes: Read on your source folders, write on the profile folder
Credential-Speicherung: None — fully local
Datenabfluss: LLM call processes the data — choose a provider whose policy you're comfortable with
Niemals gewähren: Network egress for the profile data — stays on your disk
Deeply personal data — think before choosing which LLM provider processes it. Preserving someone else's voice: do so with respect for them and for yourself. This is an echo, not a person. Set psychological expectations accordingly.
Fehlerbehebung
Häufige Fehler und Lösungen
Distilled profile feels genericSupply more source material, especially distinctive pieces
Persona drifts over many turnsPeriodically correct; the skill learns from your corrections
Alternativen
forge-skill vs. andere
Alternative Wann stattdessen Kompromiss
Writing in a regular journal You just want reflection, not distillation No variant consultation