1,026 of these skill files have been read, by 803 distinct authors, and what they tell an agent counted. What Performance & cost authors agree on, and what they forbid

• 3181

  Binary cross entropy loss optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/binary-cross-entropy-loss-optimization · Skill

  14★ repo

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

• 3182

  Bipartite graph layout optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bipartite-graph-layout-optimization · Skill

  14★ repo

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

• 3183

  Blind search mode parameter optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/blind-search-mode-parameter-optimization · Skill

  14★ repo

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

• 3184

  Block layout analysis for io optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/block-layout-analysis-for-io-optimization · Skill

  14★ repo

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

• 3185

  Cell type protein profiling integration

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cell-type-protein-profiling-integration · Skill

  14★ repo

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

• 3186

  Chemical coverage optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/chemical-coverage-optimization · Skill

  14★ repo

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

• 3187

  Chunk wise data processing optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/chunk-wise-data-processing-optimization · Skill

  14★ repo

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

• 3188

  Classification model performance evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/classification-model-performance-evaluation · Skill

  14★ repo

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

• 3189

  Classification performance evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/classification-performance-evaluation · Skill

  14★ repo

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

• 3190

  Classification performance metric evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/classification-performance-metric-evaluation · Skill

  14★ repo

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

• 3191

  Classification performance visualization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/classification-performance-visualization · Skill

  14★ repo

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

• 3192

  Cohort performance reporting

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cohort-performance-reporting · Skill

  14★ repo

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

• 3193

  Cohort stratified metabolic performance analysis

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cohort-stratified-metabolic-performance-analysis · Skill

  14★ repo

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

• 3194

  Collision energy optimization for fragmentation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/collision-energy-optimization-for-fragmentation · Skill

  14★ repo

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

• 3195

  Comparative classifier performance assessment

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/comparative-classifier-performance-assessment · Skill

  14★ repo

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

• 3196

  Comparative performance evaluation across methods

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/comparative-performance-evaluation-across-methods · Skill

  14★ repo

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

• 3197

  Comparative performance profiling

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/comparative-performance-profiling · Skill

  14★ repo

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

• 3198

  Computational efficiency single pass vs repeated detection

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/computational-efficiency-single-pass-vs-repeated-detection · Skill

  14★ repo

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

• 3199

  Computational performance benchmarking and timing measurement

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/computational-performance-benchmarking-and-timing-measurement · Skill

  14★ repo

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

• 3200

  Computational performance benchmarking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/computational-performance-benchmarking · Skill

  14★ repo

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

• 3201

  Computational resource profiling and benchmarking

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

  14★ repo

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

• 3202

  Computational throughput measurement

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/computational-throughput-measurement · Skill

  14★ repo

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

• 3203

  Consensus clustering optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/consensus-clustering-optimization · Skill

  14★ repo

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

• 3204

  Correlation threshold optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/correlation-threshold-optimization · Skill

  14★ repo

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

• 3205

  Cosine annealing schedule optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cosine-annealing-schedule-optimization · Skill

  14★ repo

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

• 3206

  Cpu gpu performance benchmarking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cpu-gpu-performance-benchmarking · Skill

  14★ repo

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

• 3207

  Cross tool performance comparison

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-tool-performance-comparison · Skill

  14★ repo

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

• 3208

  Cross validated model performance evaluation 10fold

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-validated-model-performance-evaluation-10fold · Skill

  14★ repo

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

• 3209

  Cross validation performance evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-validation-performance-evaluation · Skill

  14★ repo

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

• 3210

  Deep learning neural network optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/deep-learning-neural-network-optimization · Skill

  14★ repo

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

• 3211

  Docker image layer optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/docker-image-layer-optimization · Skill

  14★ repo

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

• 3212

  Extraction parameter optimization ppm retention time ion mobility

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/extraction-parameter-optimization-ppm-retention-time-ion-mobility · Skill

  14★ repo

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

• 3213

  Feature pair alignment parameter optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/feature-pair-alignment-parameter-optimization · Skill

  14★ repo

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

• 3214

  Feature set performance evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/feature-set-performance-evaluation · Skill

  14★ repo

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

• 3215

  Fragment frequency threshold optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/fragment-frequency-threshold-optimization · Skill

  14★ repo

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

• 3216

  Generalized additive model hyperparameter optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/generalized-additive-model-hyperparameter-optimization · Skill

  14★ repo

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

• 3217

  Gradient performance encoding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/gradient-performance-encoding · Skill

  14★ repo

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

• 3218

  Gradient space optimization search

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/gradient-space-optimization-search · Skill

  14★ repo

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

• 3219

  Hierarchical clustering parameter optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hierarchical-clustering-parameter-optimization · Skill

  14★ repo

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

• 3220

  High dimensional similarity search optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/high-dimensional-similarity-search-optimization · Skill

  14★ repo

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

• 3221

  High performance metric computation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/high-performance-metric-computation · Skill

  14★ repo

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

• 3222

  High throughput spectral data processing

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/high-throughput-spectral-data-processing · Skill

  14★ repo

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

• 3223

  Hnsw graph construction and optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hnsw-graph-construction-and-optimization · Skill

  14★ repo

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

• 3224

  Imputation performance metrics calculation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/imputation-performance-metrics-calculation · Skill

  14★ repo

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

• 3225

  In memory cache implementation for repeated queries

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

  14★ repo

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

• 3226

  In memory optimization for large datasets

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

  14★ repo

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

• 3227

  Inference performance benchmarking

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/inference-performance-benchmarking · Skill

  14★ repo

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

• 3228

  Internal standard optimization selection

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/internal-standard-optimization-selection · Skill

  14★ repo

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

• 3229

  Internal standard selection optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/internal-standard-selection-optimization · Skill

  14★ repo

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

• 3230

  Ion image embedding optimization

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

  14★ repo

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

• 3231

  Ion tree structure optimization and trunk establishment

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ion-tree-structure-optimization-and-trunk-establishment · Skill

  14★ repo

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

• 3232

  Lc gradient vector encoding and decoding

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/lc-gradient-vector-encoding-and-decoding · Skill

  14★ repo

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

• 3233

  Least squares optimization 1d

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/least-squares-optimization-1d · Skill

  14★ repo

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

• 3234

  Least squares optimization spectral deconvolution

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/least-squares-optimization-spectral-deconvolution · Skill

  14★ repo

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

• 3235

  Machine learning performance metric evaluation

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/machine-learning-performance-metric-evaluation · Skill

  14★ repo

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

• 3236

  Mass accuracy collision energy optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-accuracy-collision-energy-optimization · Skill

  14★ repo

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

• 3237

  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

• 3238

  Mass spectrometry metadata caching

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-metadata-caching · Skill

  14★ repo

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

• 3239

  Mass tolerance optimization hrms

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-tolerance-optimization-hrms · Skill

  14★ repo

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

• 3240

  Mass2motif parameter optimization

  HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass2motif-parameter-optimization · Skill

  14★ repo

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