skill-harvester

Skill harvesting analyzes git history, code patterns, and documentation to identify repetitive workflows and extract them into structured Claude Code skill definitions. Run the harvest process on a finished project to generate a shareable skill with metadata, templates, and best practices ready for your organization's knowledge base.

Yes. The harvester generates directory-organized skill definitions with tagging and licensing that populate shareable repositories. Extract patterns from multiple projects, tag them by domain—automation, backend, DevOps, security, frontend, documentation—and structure output for vector databases and RAG pipelines for team discovery and reuse.

The skill analyzes git commits, code structure, and workflow documentation to recognize repetitive tasks, automation sequences, and domain-specific processes. It generates Markdown templates with metadata extraction, flagging harvestable patterns in scenarios like project completion, recurring manual steps, and complex documented workflows suitable for automation.

Harvested skills output in formats compatible with vector databases and retrieval-augmented generation systems. Structured metadata, Markdown templates, and organized skill definitions enable indexing and semantic search, allowing your organization to retrieve and reuse relevant skills across automation, data engineering, and DevOps contexts.

Harvesting analyzes both. Code-based extraction identifies automation patterns and technical workflows from repositories; documentation analysis captures procedural knowledge and best practices. Combined extraction from git history, source files, and docs creates comprehensive skill definitions covering implementation details, prerequisites, and usage guidance for broader reuse.

No prerequisites required. Start with any completed project, codebase, git history, or documentation. The harvester identifies extractable patterns and generates new skill definitions from scratch, building your library incrementally as you run the harvest process on different projects and workflows across your organization.