Can I use this for multi-agent systems?

Yes, Profile Creator supports 'Composite' structures where it generates a System Owner profile that orchestrates specialized backroom profiles like Researchers or Architects.

What is a 'living' profile compared to standard documentation?

Unlike static documentation that just describes a system, living profiles include activation triggers, self-monitoring behaviors, and rejection protocols that actively guide and restrict AI behavior during real-time execution.

How does the repository analysis phase work?

It uses file system tools to scan manifests like package.json or requirements.txt and directory structures to identify frameworks (e.g., CrewAI, LangChain) and architectural patterns for precise alignment.

What happens if the generated profile is too shallow?

The skill includes an automated Phase 5 quality gate that checks for structural completeness, autonomy observations, and methodology depth, regenerating the content up to three times to meet quality standards.

Profile Creator

Name: Profile Creator
Author: jcmrs

byjcmrs

0•

生産性とワークフロー

Transforms vision and codebase analysis into structured, operational AI domain profiles for specialized task execution.

Profile Creator is a comprehensive knowledge engineering pipeline designed to bridge the gap between abstract human vision and specific AI behavioral constraints. By combining conversational intent discovery with automated repository analysis, it generates 'living' operational profiles—such as CLAUDE.md or AGENTS.md—that define clear identities, methodologies, and over 50 behavioral observations. This skill ensures your AI interactions are governed by domain-specific expertise, self-monitoring protocols, and rigorous quality gates, evolving beyond simple documentation into active, autonomous operational systems.

主な機能

01Automated 'Killer Gate' validation to ensure profile depth and autonomy

02Automated repository analysis for framework, architecture, and pattern detection

03Behavioral synthesis generating 50+ specialized execution observations

04Support for both singular and composite multi-role (HMAS) architectures

056-phase collaborative knowledge engineering pipeline

060 GitHub stars

ユースケース

01Establishing domain-specific operational rules and behaviors for a new project repository

02Standardizing AI interaction protocols and methodologies across a technical team

03Creating specialized 'backroom' agent profiles for complex multi-agent orchestration

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jcmrs/jcmrs-plugins profile-creator

For use in Claude.ai and ChatGPT

Download Skill