1,817 of these skill files have been read, by 1,169 distinct authors, and what they tell an agent counted. What Design & frontend authors agree on, and what they forbid

• 7261

  Volume mount and persistence design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/volume-mount-and-persistence-design · Skill

  14★ repo

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

• 7262

  Workflow branching logic design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-branching-logic-design · Skill

  14★ repo

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

• 7263

  Design matrix construction experiments

  HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/design-matrix-construction-experiments · Skill

  14★ repo

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

• 7264

  Factor design specification

  HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/factor-design-specification · Skill

  14★ repo

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

• 7265

  Unit test fixture design and execution

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/unit-test-fixture-design-and-execution · Skill

  14★ repo

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

• 7266

  Siamese neural network architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/siamese-neural-network-architecture-design · Skill

  14★ repo

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

• 7267

  Data structure design for spectral searches

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/data-structure-design-for-spectral-searches · Skill

  14★ repo

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

• 7268

  Plate layout parameter configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/plate-layout-parameter-configuration · Skill

  14★ repo

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

• 7269

  Api adapter layer design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/api-adapter-layer-design · Skill

  14★ repo

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

• 7270

  Autoencoder encoder decoder design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/autoencoder-encoder-decoder-design · Skill

  14★ repo

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

• 7271

  Ccs prediction model design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/ccs-prediction-model-design · Skill

  14★ repo

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

• 7272

  Cnn transformer hybrid architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/cnn-transformer-hybrid-architecture-design · Skill

  14★ repo

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

• 7273

  Deep learning model architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/deep-learning-model-architecture-design · Skill

  14★ repo

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

• 7274

  Transition group feature extraction

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/transition-group-feature-extraction · Skill

  14★ repo

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

• 7275

  Bioconductor backend architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/bioconductor-backend-architecture-design · Skill

  14★ repo

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

• 7276

  Cnn transformer hybrid architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/cnn-transformer-hybrid-architecture-design · Skill

  14★ repo

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

• 7277

  Color palette application greens

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/color-palette-application-greens · Skill

  14★ repo

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

• 7278

  Feedforward neural network architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/feedforward-neural-network-architecture-design · Skill

  14★ repo

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

• 7279

  Few shot learning calibration design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/few-shot-learning-calibration-design · Skill

  14★ repo

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

• 7280

  Gnn architecture design for molecular graphs

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/gnn-architecture-design-for-molecular-graphs · Skill

  14★ repo

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

• 7281

  Graph neural network encoder design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/graph-neural-network-encoder-design · Skill

  14★ repo

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

• 7282

  Heatmap visualization design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/heatmap-visualization-design · Skill

  14★ repo

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

• 7283

  Heterogeneous graph embedding design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/heterogeneous-graph-embedding-design · Skill

  14★ repo

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

• 7284

  Hierarchical library data structure design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/hierarchical-library-data-structure-design · Skill

  14★ repo

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

• 7285

  Interactive application accessibility testing

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/interactive-application-accessibility-testing · Skill

  14★ repo

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

• 7286

  Knowledge graph integration design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/knowledge-graph-integration-design · Skill

  14★ repo

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

• 7287

  Mass spectrometry transition data formatting

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-transition-data-formatting · Skill

  14★ repo

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

• 7288

  Mrm transition extraction

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mrm-transition-extraction · Skill

  14★ repo

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

• 7289

  Mrm transition lipid identity mapping

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mrm-transition-lipid-identity-mapping · Skill

  14★ repo

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

• 7290

  Multi head attention mechanism design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/multi-head-attention-mechanism-design · Skill

  14★ repo

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

• 7291

  Neural network architecture design spectra

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/neural-network-architecture-design-spectra · Skill

  14★ repo

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

• 7292

  Neural network architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/neural-network-architecture-design · Skill

  14★ repo

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

• 7293

  Neural network layer design and implementation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/neural-network-layer-design-and-implementation · Skill

  14★ repo

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

• 7294

  Parameter search space design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/parameter-search-space-design · Skill

  14★ repo

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

• 7295

  Python class interface design for ml libraries

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/python-class-interface-design-for-ml-libraries · Skill

  14★ repo

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

• 7296

  Sinusoidal positional encoding design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/sinusoidal-positional-encoding-design · Skill

  14★ repo

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

• 7297

  Targeted transition list generation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/targeted-transition-list-generation · Skill

  14★ repo

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

• 7298

  Transformer encoder architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/transformer-encoder-architecture-design · Skill

  14★ repo

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

• 7299

  Transition group feature extraction

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/transition-group-feature-extraction · Skill

  14★ repo

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

• 7300

  Transition group peak picking

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/transition-group-peak-picking · Skill

  14★ repo

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

• 7301

  Transition list formatting for targeted analysis

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/transition-list-formatting-for-targeted-analysis · Skill

  14★ repo

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

• 7302

  Unit test design for model parameters

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/unit-test-design-for-model-parameters · Skill

  14★ repo

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

• 7303

  Unit test design for scoring metrics

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/unit-test-design-for-scoring-metrics · Skill

  14★ repo

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

• 7304

  Workflow branching logic design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/workflow-branching-logic-design · Skill

  14★ repo

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

• 7305

  Abstract syntax tree design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/abstract-syntax-tree-design · Skill

  14★ repo

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

• 7306

  Circular dependency avoidance in method design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/circular-dependency-avoidance-in-method-design · Skill

  14★ repo

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

• 7307

  Cnn architecture design for spectral data

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/cnn-architecture-design-for-spectral-data · Skill

  14★ repo

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

• 7308

  Cross language interface design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/cross-language-interface-design · Skill

  14★ repo

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

• 7309

  Data ingestion pipeline design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/data-ingestion-pipeline-design · Skill

  14★ repo

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

• 7310

  Dataframe plotting interface design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/dataframe-plotting-interface-design · Skill

  14★ repo

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

• 7311

  Domain specific language grammar design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/domain-specific-language-grammar-design · Skill

  14★ repo

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

• 7312

  Interactive filter control design web

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/interactive-filter-control-design-web · Skill

  14★ repo

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

• 7313

  Interactive plot axis selection ui

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/interactive-plot-axis-selection-ui · Skill

  14★ repo

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

• 7314

  Lexical tokenization and grammar design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/lexical-tokenization-and-grammar-design · Skill

  14★ repo

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

• 7315

  Mass spectrometry benchmark design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/mass-spectrometry-benchmark-design · Skill

  14★ repo

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

• 7316

  Mass spectrometry wrapper function design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/mass-spectrometry-wrapper-function-design · Skill

  14★ repo

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

• 7317

  Metabolomic meta analysis workflow design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/metabolomic-meta-analysis-workflow-design · Skill

  14★ repo

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

• 7318

  Neural network module architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/neural-network-module-architecture-design · Skill

  14★ repo

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

• 7319

  Object oriented class hierarchy design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/object-oriented-class-hierarchy-design · Skill

  14★ repo

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

• 7320

  Orchestrator architecture design

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/orchestrator-architecture-design · Skill

  14★ repo

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