Performance & cost
7,132 rows, by stacks then stars
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
Scalability extrapolation and throughput estimation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/scalability-extrapolation-and-throughput-estimation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Screening performance metric computation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/screening-performance-metric-computation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Search mode configuration optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/search-mode-configuration-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Search performance benchmarking
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/search-performance-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Separation efficiency calculation from retention times
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/separation-efficiency-calculation-from-retention-times Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Silhouette analysis threshold optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/silhouette-analysis-threshold-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Software performance characterization and scaling analysis
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/software-performance-characterization-and-scaling-analysis Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral alignment optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-alignment-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral peak frequency threshold optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-peak-frequency-threshold-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectral search performance evaluation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-search-performance-evaluation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectrum alignment performance benchmarking
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectrum-alignment-performance-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Spectrum processing throughput benchmarking
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectrum-processing-throughput-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Sphinx gallery execution and performance profiling
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sphinx-gallery-execution-and-performance-profiling Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Sql query optimization for similarity search
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sql-query-optimization-for-similarity-search Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Tanimoto score threshold optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tanimoto-score-threshold-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Targeted metabolite detection parameter optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/targeted-metabolite-detection-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Tensorflow cpu runtime parameter tuning
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tensorflow-cpu-runtime-parameter-tuning Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Thread utilization profiling and validation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/thread-utilization-profiling-and-validation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Throughput optimization ms querying
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/throughput-optimization-ms-querying Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Topic modeling hyperparameter optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/topic-modeling-hyperparameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Tree structure optimization for metabolite deconvolution
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tree-structure-optimization-for-metabolite-deconvolution Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Visualization comparative performance metrics
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/visualization-comparative-performance-metrics Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Weighted loss function optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/weighted-loss-function-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Xcms parameter optimization msw
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/xcms-parameter-optimization-msw Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Chain pruning threshold optimization
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/chain-pruning-threshold-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Independent filtering optimization
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/independent-filtering-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/gradient-performance-encoding Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cohort stratified metabolic performance analysis
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/cohort-stratified-metabolic-performance-analysis Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Hierarchical clustering parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/hierarchical-clustering-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Least squares optimization spectral deconvolution
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/least-squares-optimization-spectral-deconvolution Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolite rank performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/metabolite-rank-performance-evaluation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Noise artifact reduction optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/noise-artifact-reduction-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak detection cwt optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/peak-detection-cwt-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak integration parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/peak-integration-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Performance metric extraction from publications
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/performance-metric-extraction-from-publications Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Rank performance metric computation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/rank-performance-metric-computation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ranking task loss optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/ranking-task-loss-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Retention time prediction optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/retention-time-prediction-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Scalability extrapolation and throughput estimation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/scalability-extrapolation-and-throughput-estimation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Xcms parameter optimization msw
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/xcms-parameter-optimization-msw Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Collision energy optimization for fragmentation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/collision-energy-optimization-for-fragmentation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Extraction parameter optimization ppm retention time ion mobility
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/extraction-parameter-optimization-ppm-retention-time-ion-mobility Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Hierarchical clustering parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/hierarchical-clustering-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
In memory optimization for large datasets
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/in-memory-optimization-for-large-datasets Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Inference performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/inference-performance-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry metadata caching
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/mass-spectrometry-metadata-caching Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Molecular conformer generation and optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/molecular-conformer-generation-and-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak detection cwt optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/peak-detection-cwt-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak integration parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/peak-integration-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Preprocessing pipeline parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/preprocessing-pipeline-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Regression performance metric computation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ion-mobility/skills/regression-performance-metric-computation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Algorithm performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/algorithm-performance-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Annotation benchmark performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/annotation-benchmark-performance-evaluation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Baseline comparison performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/baseline-comparison-performance-benchmarking Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Batch construction parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/batch-construction-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Bayesian optimization acquisition function selection
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/bayesian-optimization-acquisition-function-selection Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Beam search decoding optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/beam-search-decoding-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Benchmarking and comparative performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/benchmarking-and-comparative-performance-evaluation Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Binary cross entropy loss optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/binary-cross-entropy-loss-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Blind search mode parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/blind-search-mode-parameter-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder