1,011 of these skill files have been read, by 858 distinct authors, and what they tell an agent counted. What Architecture & codebase authors agree on, and what they forbid

• 6181

  Transformer encoder architecture training

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

  15★ repo

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

• 6182

  Two layer architecture dispatch testing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/two-layer-architecture-dispatch-testing · Skill

  15★ repo

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

• 6183

  Unified api design for heterogeneous data sources

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unified-api-design-for-heterogeneous-data-sources · Skill

  15★ repo

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

• 6184

  Version specific deployment configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/version-specific-deployment-configuration · Skill

  15★ repo

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

• 6185

  Vimms controller configuration and execution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/vimms-controller-configuration-and-execution · Skill

  15★ repo

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

• 6186

  Virtual environment configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/virtual-environment-configuration · Skill

  15★ repo

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

• 6187

  Virtual mass spectrometer configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/virtual-mass-spectrometer-configuration · Skill

  15★ repo

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

• 6188

  Webassembly local loading setup

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/webassembly-local-loading-setup · Skill

  15★ repo

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

• 6189

  Wine windows runtime configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/wine-windows-runtime-configuration · Skill

  15★ repo

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

• 6190

  Workflow architecture documentation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-architecture-documentation · Skill

  15★ repo

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

• 6191

  Workflow configuration and parameterization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-configuration-and-parameterization · Skill

  15★ repo

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

• 6192

  Workflow configuration parsing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-configuration-parsing · Skill

  15★ repo

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

• 6193

  Workflow routing configuration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-routing-configuration · Skill

  15★ repo

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

• 6194

  Xml schema configuration for bioinformatics tools

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/xml-schema-configuration-for-bioinformatics-tools · Skill

  15★ repo

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

• 6195

  Yaml configuration handling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/yaml-configuration-handling · Skill

  15★ repo

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

• 6196

  Hatch environment configuration and activation

  HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/hatch-environment-configuration-and-activation · Skill

  15★ repo

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

• 6197

  Derivatizing matrix configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/derivatizing-matrix-configuration · Skill

  15★ repo

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

• 6198

  Metabolomics peak detection configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/metabolomics-peak-detection-configuration · Skill

  15★ repo

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

• 6199

  Msconvert tool configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/msconvert-tool-configuration · Skill

  15★ repo

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

• 6200

  Peak picking parameter configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/peak-picking-parameter-configuration · Skill

  15★ repo

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

• 6201

  Mz retention time tolerance parameter configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/mz-retention-time-tolerance-parameter-configuration · Skill

  15★ repo

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

• 6202

  Siamese neural network architecture design

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

  15★ repo

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

• 6203

  Modulation parameter configuration

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

  15★ repo

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

• 6204

  Module dispatch architecture analysis

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/module-dispatch-architecture-analysis · Skill

  15★ repo

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

• 6205

  Mz retention time tolerance parameter configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/mz-retention-time-tolerance-parameter-configuration · Skill

  15★ repo

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

• 6206

  Plate layout parameter configuration

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

  15★ repo

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

• 6207

  Software architecture documentation review

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/software-architecture-documentation-review · Skill

  15★ repo

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

• 6208

  Workflow routing configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/workflow-routing-configuration · Skill

  15★ repo

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

• 6209

  Cnn transformer hybrid architecture design

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

  15★ repo

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

• 6210

  Command line interface configuration and automation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/command-line-interface-configuration-and-automation · Skill

  15★ repo

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

• 6211

  Command line tool invocation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/command-line-tool-invocation · Skill

  15★ repo

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

• 6212

  Deep learning model architecture design

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

  15★ repo

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

• 6213

  Graph neural network architecture implementation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/graph-neural-network-architecture-implementation · Skill

  15★ repo

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

• 6214

  Module dispatch architecture analysis

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/module-dispatch-architecture-analysis · Skill

  15★ repo

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

• 6215

  Msi preprocessing parameter configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/msi-preprocessing-parameter-configuration · Skill

  15★ repo

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

• 6216

  Saturation threshold configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/saturation-threshold-configuration · Skill

  15★ repo

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

• 6217

  Simulation control loop architecture

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/simulation-control-loop-architecture · Skill

  15★ repo

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

• 6218

  Software architecture documentation review

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/software-architecture-documentation-review · Skill

  15★ repo

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

• 6219

  Toml configuration file preparation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/toml-configuration-file-preparation · Skill

  15★ repo

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

• 6220

  Unified api design for heterogeneous data sources

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/unified-api-design-for-heterogeneous-data-sources · Skill

  15★ repo

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

• 6221

  Workflow routing configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/workflow-routing-configuration · Skill

  15★ repo

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

• 6222

  Bioconductor backend architecture design

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

  15★ repo

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

• 6223

  Cnn transformer hybrid architecture design

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

  15★ repo

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

• 6224

  Command line interface configuration and automation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/command-line-interface-configuration-and-automation · Skill

  15★ repo

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

• 6225

  Computational environment configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/computational-environment-configuration · Skill

  15★ repo

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

• 6226

  Configuration driven batch processing

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/configuration-driven-batch-processing · Skill

  15★ repo

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

• 6227

  Configuration file modification

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/configuration-file-modification · Skill

  15★ repo

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

• 6228

  Configuration file validation dynaconf

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/configuration-file-validation-dynaconf · Skill

  15★ repo

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

• 6229

  Feedforward neural network architecture design

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

  15★ repo

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

• 6230

  Fixed architecture layer validation

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/fixed-architecture-layer-validation · Skill

  15★ repo

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

• 6231

  Formula sampler configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/formula-sampler-configuration · Skill

  15★ repo

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

• 6232

  Formula transformer architecture application

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/formula-transformer-architecture-application · Skill

  15★ repo

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

• 6233

  Gnn architecture design for molecular graphs

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

  15★ repo

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

• 6234

  Gpu acceleration cuda configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/gpu-acceleration-cuda-configuration · Skill

  15★ repo

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

• 6235

  Graph neural network architecture assembly

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

  15★ repo

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

• 6236

  Hyperparameter sweep configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/hyperparameter-sweep-configuration · Skill

  15★ repo

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

• 6237

  Inference model cpu thread configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/inference-model-cpu-thread-configuration · Skill

  15★ repo

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

• 6238

  Jpa module execution and configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/jpa-module-execution-and-configuration · Skill

  15★ repo

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

• 6239

  Lc ms data pipeline architecture

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/lc-ms-data-pipeline-architecture · Skill

  15★ repo

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

• 6240

  Mass spectrometer simulator configuration

  HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometer-simulator-configuration · Skill

  15★ repo

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