AI-Human Attribution Tracking Skill

You can track AI and human contributions by defining a per-phase attribution matrix that logs deliverables, tools, time estimates, and notes. This process uses YAML frontmatter and a Markdown body to document roles across conceptualization, analysis, implementation, and validation phases.

The best way to document AI-assisted coding is using a structured attribution template like AI-HUMAN-ATTRIBUTION.md. It enforces transparent logging of human and AI roles, ensuring reproducible project histories and honest ethical attribution across development tasks.

Yes, you can use YAML frontmatter to log AI attribution for solo developers. The tracking system is applicable to both solo and team workflows, structuring role matrices and deliverables seamlessly within your project documentation.

Per-phase attribution works by assigning a role matrix of Principal, Support, Equal, or None to each development phase. It explicitly logs per-user deliverables, time estimates, commits, and notes for both code and documentation work.

Yes, Claude Code supports automated attribution tracking by loading a Markdown file with YAML frontmatter as context. This allows the assistant to enforce and document the structured human-AI contribution matrix during your software development tasks.