metagenomic-krona-chartAnalyze data with `metagenomic-krona-chart` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Install via ClawdBot CLI:
clawdbot install aipoch-ai/metagenomic-krona-chartGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Oct 7, 2026
A hospital microbiology lab uses this skill to convert Kraken2/Bracken taxonomic reports from patient samples into interactive Krona sunburst charts. Clinicians can explore bacterial composition, hover for read counts, and identify dominant pathogens for infection diagnosis. The standalone HTML output is attached to lab reports for review.
Researchers studying soil, water, or air microbiomes generate Krona charts from Centrifuge outputs to visualize taxonomic diversity across sampling sites. The interactive charts help compare community structures and highlight shifts in dominant taxa. Results are included in publications and grant reports.
Food manufacturers analyze metagenomic sequencing data from ingredient and finished-product samples to detect spoilage organisms or contaminants. This skill produces clear sunburst charts that pinpoint problematic taxa, enabling rapid corrective actions. The charts are archived as part of regulatory documentation.
Agritech companies and crop consultants monitor soil microbiome composition to assess soil health and the impact of farming practices. Using this skill, they generate Krona charts from metagenomic profiles to visualize beneficial versus pathogenic microbes. Farmers receive easy-to-interpret visual summaries to guide decisions.
Biotechnology firms developing probiotics or therapeutics analyze gut microbiome samples from preclinical and clinical studies. The skill transforms classification outputs into interactive charts, helping scientists quickly assess taxonomic shifts and responder vs. non-responder profiles. The HTML outputs are shared in cross-functional review meetings.
A cloud-based platform that integrates this skill to offer automated Krona chart generation from user-uploaded metagenomic data. Customers subscribe for tiered usage, storage, and collaboration features, eliminating the need for local setup. The platform handles data security and provides API access for high-throughput labs.
A free standalone version of the tool that generates basic Krona charts, with a paid upgrade unlocking advanced customization, batch processing, and priority support. The free tier drives adoption among individual researchers, while enterprises pay for team licenses and enhanced output options. Revenue comes from one-time or annual license purchases.
A service-based business where experts use this skill to deliver tailored metagenomic visualizations and interpretation reports for clients in healthcare, agriculture, and industry. Each project includes data processing, chart generation, and expert consultation. Clients pay per project or through retainer agreements for ongoing analysis.
💬 Integration Tip
Verify that input files follow Kraken2/Bracken or custom TSV formats, and use --min-percent to filter noise in large datasets. The generated HTML is self-contained and easily shared, but ensure Python 3.8+ and plotly/pandas are installed.
Scored Oct 7, 2026
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.
Use when writing tests, creating test strategies, or building automation frameworks. Invoke for unit tests, integration tests, E2E, coverage analysis, performance testing, security testing.