
from Agentic Science Builder Skill Collections15
Automates the export of LC-MS metabolomics quality control results into publication-ready plots, HTML reports, and data tables.
This skill enables an agent to package analyzed metabolomics quality control results from an mzQuality SummarizedExperiment object into a structured project directory. It generates high-quality visualizations and interactive HTML reports that categorize compounds by confidence levels (High Confidence, Caution, and Low SNR).
Use this skill after the doAnalysis process has been completed, including outlier detection, batch correction, and reliability filtering. It is ideal for communicating scientific results to non-R users or preparing data for publication.
createReports function, configuring summary and compound reports, and validating the output directory structure.mzQuality R package and the SummarizedExperiment framework.Designed for agents capable of executing R scripts or interacting with Bioconductor-based bioinformatics pipelines (e.g., specialized scientific AI agents, Claude Code with R environment).
This skill has not been reviewed by our automated audit pipeline yet.
GitHub Actions Workflow Inspector
Verify and locally reproduce GitHub Actions CI workflows to validate badge status and build integrity.
Injection Sequence Annotation
Identifies and validates QCpool sample spacing in Sciex Multiquant metabolomics/lipidomics exports.
PyTorch Pretrained Weight Loader
Load pretrained PyTorch model checkpoints to rank candidate molecules or score spectra in metabolomics without retraining.
Positional Encoding for Spectral Sequences
Embeds sequential information into mass spectrum m/z-intensity pairs for transformer-based MS/MS interpretation in IDSL_MINT.
Record Field Transformation & Collation
Transform and collate tabular records into structured JSON dictionaries using field mapping, filtering, and grouping for scientific metadata.
Fragmentation Spectrum Extraction
Extract and deconvolve individual fragmentation spectra from composite mass spectrometry data for metabolomics and exposomics annotation.