Summary

BioMate-KB provides a curated knowledge base of Bioconductor package skills, formatted for AI agents like Claude. It targets researchers and engineers, enabling more reliable and efficient bioinformatics analysis by translating complex package functionalities into actionable AI instructions.

How It Works

The project extracts and structures knowledge from Bioconductor package documentation into self-contained Claude Code Skills (SKILL.md). This methodology focuses on the top 100 most-downloaded packages, translating their usage, parameters, interpretation, and pitfalls into AI-interpretable formats. Validation is grounded in real-world execution, aiming for practical AI-driven bioinformatics workflows.

Quick Start & Requirements

• Clone the repository: git clone https://github.com/bioMate-AI/biomate-bioconductor-kb.git
• Navigate: cd biomate-bioconductor-kb
• Install skills globally: find skills -name "SKILL.md" | while read f; do pkg=$(dirname "$f" | xargs basename); cp "$f" ~/.claude/skills/bioconductor-${pkg}.md; done
• Prerequisites: Claude Code environment.
• Official download scores: https://bioconductor.org/packages/stats/bioc/bioc_pkg_scores.tab

Highlighted Details

• Focuses on the top 100 Bioconductor packages, representing ~60% of download traffic.
• Each skill (SKILL.md) provides comprehensive guidance for AI agents on package usage, parameters, and potential issues.
• Skills are derived from official documentation and validated via real execution.
• The full BioMate KB, covering all 1,818+ packages, is accessible via BioMate Cloud.

Maintenance & Community

• Developed by the BioMate team.
• Contributions are welcomed via GitHub issues/PRs for errors, suggestions, or missing packages.
• Future versions will track Bioconductor releases and expanded package coverage.

Licensing & Compatibility

• Skill content: CC-BY-4.0 (requires attribution).
• Extraction scripts: Apache-2.0 (permissive).
• Underlying Bioconductor packages: Retain their original licenses (typically Artistic-2.0 / GPL).
• Compatible with commercial use, provided attribution and adherence to underlying package licenses.

Limitations & Caveats

This bundle is limited to the top 100 packages; full coverage requires BioMate Cloud. The bundle is pinned to Bioconductor v3.20. While validated, the effectiveness of AI-generated workflows relies on the quality of the underlying documentation and execution grounding.