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forge-persona

Generates persona profiles of real people from chat logs and social media materials.

Updated Aug 15, 2026
Search Tags:#persona#chat analysis#wechat#profile generation#conversation simulation#personality distillation
One-click install
npx skills add https://github.com/qqlcx5/skills-hub --skill forge-persona-qqlcx5
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: forge-persona
Source: https://github.com/qqlcx5/skills-hub/tree/main/skills/forge-persona
Command: npx skills add https://github.com/qqlcx5/skills-hub --skill forge-persona-qqlcx5

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? It reconstructs the personality, speaking style, and interaction patterns of someone you know from raw materials like chat histories and social media posts, so you can hold conversations that feel like talking to that person. ## Core Features & Use Cases - Material-Driven Distillation: Parses WeChat chat logs, social media posts, and user descriptions to extract the person's expression style, catchphrases, and messaging habits with quoted evidence. - Layered Persona Archive: Builds a five-layer persona file (hard traits, identity, expression style, thinking style, interaction patterns) with confidence levels and source annotations, plus automatic validation of structural completeness. - Correction and Incremental Updates: Handles user feedback like "that's not how they talk" through a correction workflow, and merges new chat records into existing profiles with version snapshots. - Use Case: Upload your chat history with a close friend, answer a few follow-up questions about their speaking habits, and receive a persona profile you can converse with via a companion command. ## Quick Start Say "/forge-persona [name]" and upload your chat records or social media screenshots with that person to generate their persona profile.

Frequently Asked Questions about forge-persona

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I create an AI persona of a real person from chat history?▼

Provide chat logs, social media posts, or your own descriptions of the person. The skill parses the other party's messages, extracts their expression style and catchphrases with quoted evidence, and generates a layered persona profile you can converse with.

What materials work best for distilling someone's personality?▼

Chat records are the most valuable source, followed by social media posts like WeChat Moments or Weibo. Voice message transcripts and video subtitles also help. User descriptions fill gaps that materials cannot cover.

Can I update an existing persona profile with new chat records?▼

Yes. The incremental merge workflow snapshots the current version, analyzes new materials, identifies changes or new details, asks you to confirm ambiguous updates, and logs every change in the profile's changelog.

How is the accuracy of a generated persona verified?▼

An automated validator checks structural completeness, expression-style coverage with evidence, scenario coverage, and contradictions. You also review a summary and can flag anything that feels off, which is recorded in a correction layer.

What are the limitations of AI persona recreation?▼

The recreated persona is an approximation, not the real person. All data is processed locally for personal emotional connection and record-keeping only, and should not be used to deceive or impersonate others.

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