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

Productivity & Workflow

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

About

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.

Key Features

Automated 'Killer Gate' validation to ensure profile depth and autonomy
Automated repository analysis for framework, architecture, and pattern detection
Behavioral synthesis generating 50+ specialized execution observations
Support for both singular and composite multi-role (HMAS) architectures
6-phase collaborative knowledge engineering pipeline
0 GitHub stars

Use Cases

Establishing domain-specific operational rules and behaviors for a new project repository
Standardizing AI interaction protocols and methodologies across a technical team
Creating specialized 'backroom' agent profiles for complex multi-agent orchestration

About

Key Features

Automated 'Killer Gate' validation to ensure profile depth and autonomy
Automated repository analysis for framework, architecture, and pattern detection
Behavioral synthesis generating 50+ specialized execution observations
Support for both singular and composite multi-role (HMAS) architectures
6-phase collaborative knowledge engineering pipeline
0 GitHub stars

Use Cases

Establishing domain-specific operational rules and behaviors for a new project repository
Standardizing AI interaction protocols and methodologies across a technical team
Creating specialized 'backroom' agent profiles for complex multi-agent orchestration