skill-dependency-mapper

Dependency mapping analyzes skill relationships to detect bottlenecks where multiple skills converge or conflict. Run the analysis scripts on your skill catalog to visualize dependencies, identify critical paths, and pinpoint workflow constraints that limit optimization.

The mapper extracts skill domains, formats, and complexity from SKILL.md metadata, computes relationship strengths, and recommends stacks tailored to your task requirements. It surfaces which skills work together effectively and which combinations deliver the strongest outcomes.

Yes. The Skill scans and maps all skills in your catalog, extracting tools, formats, domains, and bundled resources to produce a comprehensive dependency map. You gain visibility into how capabilities interconnect across your ecosystem.

The Skill parses SKILL.md frontmatter and bodies using PyYAML to extract metadata, then computes relationship strengths and bottlenecks from the structured data. This structured approach ensures accurate mapping of skill relationships and dependencies.

Generate custom queries, produce stack recommendations, and create reports for planning skill upgrades. Use the map to guide which capabilities to develop, retire, or enhance based on workflow bottlenecks and interconnection patterns.

The mapper automatically extracts relationships by parsing skill metadata for tools, formats, domains, and complexity. It computes relationship strengths without manual intervention, reducing setup time and ensuring consistent analysis across your skill catalog.