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

• 7201

  Ion image augmentation design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ion-image-augmentation-design · Skill

  14★ repo

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

• 7202

  Json serialization and data structure design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/json-serialization-and-data-structure-design · Skill

  14★ repo

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

• 7203

  Knowledge graph integration design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/knowledge-graph-integration-design · Skill

  14★ repo

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

• 7204

  Lexical tokenization and grammar design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7205

  Linear model design matrix specification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/linear-model-design-matrix-specification · Skill

  14★ repo

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

• 7206

  Linear regression design matrix construction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/linear-regression-design-matrix-construction · Skill

  14★ repo

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

• 7207

  Mass spectrometry benchmark design

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

  14★ repo

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

• 7208

  Mass spectrometry transition data formatting

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7209

  Mass spectrometry wrapper function design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7210

  Matlab data structure design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/matlab-data-structure-design · Skill

  14★ repo

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

• 7211

  Message passing neural network architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/message-passing-neural-network-architecture-design · Skill

  14★ repo

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

• 7212

  Metabolomic meta analysis workflow design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7213

  Mrm transition extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mrm-transition-extraction · Skill

  14★ repo

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

• 7214

  Mrm transition lipid identity mapping

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7215

  Multi head attention mechanism design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7216

  Network layout algorithm selection

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/network-layout-algorithm-selection · Skill

  14★ repo

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

• 7217

  Neural network architecture design spectra

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7218

  Neural network architecture design

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

  14★ repo

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

• 7219

  Neural network layer design and implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7220

  Neural network module architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7221

  Neural network projection module design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/neural-network-projection-module-design · Skill

  14★ repo

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

• 7222

  Object oriented class hierarchy design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7223

  Object oriented design analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/object-oriented-design-analysis · Skill

  14★ repo

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

• 7224

  Orchestrator architecture design

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

  14★ repo

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

• 7225

  Parameter search space design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/parameter-search-space-design · Skill

  14★ repo

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

• 7226

  Parameter sharing mechanism design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/parameter-sharing-mechanism-design · Skill

  14★ repo

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

• 7227

  Plate layout parameter configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/plate-layout-parameter-configuration · Skill

  14★ repo

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

• 7228

  Proteomics data structure design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/proteomics-data-structure-design · Skill

  14★ repo

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

• 7229

  Python class design with dunder methods

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/python-class-design-with-dunder-methods · Skill

  14★ repo

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

• 7230

  Python class interface design for ml libraries

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7231

  Query language grammar design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/query-language-grammar-design · Skill

  14★ repo

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

• 7232

  Random access seekable file interface design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/random-access-seekable-file-interface-design · Skill

  14★ repo

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

• 7233

  Regex pattern design for value format validation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/regex-pattern-design-for-value-format-validation · Skill

  14★ repo

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

• 7234

  Repeated measures anova design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/repeated-measures-anova-design · Skill

  14★ repo

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

• 7235

  Sequence to sequence architecture design

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

  14★ repo

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

• 7236

  Shiny ui component implementation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/shiny-ui-component-implementation · Skill

  14★ repo

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

• 7237

  Siamese neural network architecture design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7238

  Sinusoidal positional encoding design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sinusoidal-positional-encoding-design · Skill

  14★ repo

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

• 7239

  Smarts pattern design for microbial degradation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/smarts-pattern-design-for-microbial-degradation · Skill

  14★ repo

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

• 7240

  Spectral token design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-token-design · Skill

  14★ repo

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

• 7241

  Targeted transition list generation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/targeted-transition-list-generation · Skill

  14★ repo

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

• 7242

  Tensor embedding design

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

  14★ repo

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

• 7243

  Transformer encoder architecture design

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

  14★ repo

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

• 7244

  Transition group feature extraction

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transition-group-feature-extraction · Skill

  14★ repo

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

• 7245

  Transition group peak picking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transition-group-peak-picking · Skill

  14★ repo

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

• 7246

  Transition list formatting for targeted analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7247

  Treatment group comparison design

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/treatment-group-comparison-design · Skill

  14★ repo

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

• 7248

  Unit test design for analytical chemistry

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-analytical-chemistry · Skill

  14★ repo

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

• 7249

  Unit test design for biochemical filters

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-biochemical-filters · Skill

  14★ repo

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

• 7250

  Unit test design for cheminformatics algorithms

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-cheminformatics-algorithms · Skill

  14★ repo

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

• 7251

  Unit test design for cheminformatics

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-cheminformatics · Skill

  14★ repo

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

• 7252

  Unit test design for data processing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-data-processing · Skill

  14★ repo

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

• 7253

  Unit test design for data structure classes

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-data-structure-classes · Skill

  14★ repo

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

• 7254

  Unit test design for file parsing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-file-parsing · Skill

  14★ repo

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

• 7255

  Unit test design for model parameters

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7256

  Unit test design for scoring metrics

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7257

  Unit test design pytest

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-pytest · Skill

  14★ repo

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

• 7258

  Unit test fixture design and execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/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

• 7259

  Url validation and accessibility verification

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/url-validation-and-accessibility-verification · Skill

  14★ repo

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

• 7260

  Validation test design for biochemical identifiers

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/validation-test-design-for-biochemical-identifiers · Skill

  14★ repo

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