2,072 of these skill files have been read, by 1,193 distinct authors, and what they tell an agent counted. What Context & AI engineering authors agree on, and what they forbid

• 15421

  In memory cache implementation for repeated queries

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/in-memory-cache-implementation-for-repeated-queries · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15422

  In memory optimization for large datasets

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/in-memory-optimization-for-large-datasets · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15423

  Interactive plot embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-plot-embedding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15424

  Ion image embedding optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ion-image-embedding-optimization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15425

  Java maven build orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/java-maven-build-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15426

  Joint embedding space scoring

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/joint-embedding-space-scoring · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15427

  Jvm heap memory tuning verification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/jvm-heap-memory-tuning-verification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15428

  Knime workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/knime-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15429

  Laplacian embedding spectral alignment

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/laplacian-embedding-spectral-alignment · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15430

  Lc ms scan acquisition orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/lc-ms-scan-acquisition-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15431

  Lcms workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/lcms-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15432

  Mass spectra embedding extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectra-embedding-extraction · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15433

  Mass spectral library benchmark execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectral-library-benchmark-execution · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15434

  Mass spectrometry benchmark analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-benchmark-analysis · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15435

  Mass spectrometry benchmark design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-benchmark-design · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15436

  Mass spectrometry embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15437

  Mass spectrometry spectral embedding learning

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-spectral-embedding-learning · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15438

  Mass spectrometry workflow orchestration snakemake

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-workflow-orchestration-snakemake · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15439

  Mass spectrometry workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15440

  Mass spectrum embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrum-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15441

  Memory efficient pairwise statistics

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/memory-efficient-pairwise-statistics · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15442

  Memory mapped file selection strategy

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/memory-mapped-file-selection-strategy · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15443

  Memory profiling and benchmarking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/memory-profiling-and-benchmarking · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15444

  Metabolite benchmark dataset validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolite-benchmark-dataset-validation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15445

  Metabolite benchmark peak matching

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolite-benchmark-peak-matching · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15446

  Metabolite database embedding lookup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolite-database-embedding-lookup · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15447

  Molecular embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/molecular-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15448

  Molecular embedding inference

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/molecular-embedding-inference · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15449

  Molecular model benchmark comparison

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/molecular-model-benchmark-comparison · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15450

  Multidimensional scaling embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/multidimensional-scaling-embedding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15451

  Natural products workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/natural-products-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15452

  Neural network inference and embedding extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/neural-network-inference-and-embedding-extraction · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15453

  Nextflow pipeline orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/nextflow-pipeline-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15454

  Nextflow workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/nextflow-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15455

  Orchestrator architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/orchestrator-architecture-design · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15456

  Parallel computing workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/parallel-computing-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15457

  Performance benchmark execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/performance-benchmark-execution · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15458

  Python workflow execution and orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/python-workflow-execution-and-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15459

  Qr code generation and embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/qr-code-generation-and-embedding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15460

  R bioconductor workflow orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/r-bioconductor-workflow-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15461

  R function calling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/r-function-calling · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15462

  Rna seq preprocessing pipeline orchestration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/rna-seq-preprocessing-pipeline-orchestration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15463

  S4 class object memory profiling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/s4-class-object-memory-profiling · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15464

  Siamese network embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/siamese-network-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15465

  Sinusoidal embedding implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sinusoidal-embedding-implementation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15466

  Spatial feature embedding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spatial-feature-embedding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15467

  Spectral embedding extraction from neural networks

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-embedding-extraction-from-neural-networks · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15468

  Spectral embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15469

  Spectral embedding rationality verification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-embedding-rationality-verification · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15470

  Spectral molecular embedding alignment

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-molecular-embedding-alignment · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15471

  Spectral peak embedding encoding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-peak-embedding-encoding · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15472

  Spectral peak word embedding representation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-peak-word-embedding-representation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15473

  Spectrum embedding clustering

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectrum-embedding-clustering · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15474

  Spectrum embedding indexing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectrum-embedding-indexing · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15475

  Streamlit session state integration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/streamlit-session-state-integration · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15476

  Tandem mass spectra embedding generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tandem-mass-spectra-embedding-generation · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15477

  Tensor embedding design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tensor-embedding-design · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15478

  Time and memory complexity visualization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/time-and-memory-complexity-visualization · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15479

  Tsne embedding dimensionality reduction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tsne-embedding-dimensionality-reduction · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder

• 15480

  Word embedding aggregation for spectral data

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/word-embedding-aggregation-for-spectral-data · Skill

  15★ repo

  Curated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder