Design & frontend
16,217 rows, by stacks then stars
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
Dataframe plotting interface design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/dataframe-plotting-interface-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Domain specific language grammar design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/domain-specific-language-grammar-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Graph neural network design for chemistry
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/graph-neural-network-design-for-chemistry Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Interactive application accessibility testing
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/interactive-application-accessibility-testing Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/ion-image-augmentation-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Json serialization and data structure design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/json-serialization-and-data-structure-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry benchmark design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/mass-spectrometry-benchmark-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Multi head attention mechanism design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/multi-head-attention-mechanism-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/neural-network-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network projection module design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/neural-network-projection-module-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Orchestrator architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/orchestrator-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Parameter sharing mechanism design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/parameter-sharing-mechanism-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Python class design with dunder methods
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/python-class-design-with-dunder-methods Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Random access seekable file interface design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/random-access-seekable-file-interface-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for cheminformatics
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/unit-test-design-for-cheminformatics Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for data processing
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/unit-test-design-for-data-processing Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Url validation and accessibility verification
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/url-validation-and-accessibility-verification Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Volume mount and persistence design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v1/skills/volume-mount-and-persistence-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/abstract-syntax-tree-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/api-adapter-layer-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Autoencoder encoder decoder design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/autoencoder-encoder-decoder-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/batch-design-specification Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Bi encoder cross encoder architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bi-encoder-cross-encoder-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Bioconductor backend architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bioconductor-backend-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Bipartite graph layout optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/bipartite-graph-layout-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Block layout analysis for io optimization
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/block-layout-analysis-for-io-optimization Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ccs-prediction-model-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Circular dependency avoidance in method design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/circular-dependency-avoidance-in-method-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cnn architecture design for chromatography
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-architecture-design-for-chromatography Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cnn architecture design for spectral data
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-architecture-design-for-spectral-data Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cnn transformer hybrid architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cnn-transformer-hybrid-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Color palette application greens
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/color-palette-application-greens Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Contrastive learning encoder design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/contrastive-learning-encoder-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Convolutional neural network layer design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/convolutional-neural-network-layer-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cross language interface design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/cross-language-interface-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Custom file handler class design for indexed access
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/custom-file-handler-class-design-for-indexed-access Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Data ingestion pipeline design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/data-ingestion-pipeline-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Data pipeline module design and integration
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/data-pipeline-module-design-and-integration Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Data structure design for spectral searches
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/data-structure-design-for-spectral-searches Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Dataframe plotting interface design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/dataframe-plotting-interface-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Deep learning architecture design for sequence data
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/deep-learning-architecture-design-for-sequence-data Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Deep learning model architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/deep-learning-model-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Domain specific language grammar design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/domain-specific-language-grammar-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/factorial-design-anova Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Feedforward neural network architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/feedforward-neural-network-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Few shot learning calibration design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/few-shot-learning-calibration-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ggplot2 theme customization for publication
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/ggplot2-theme-customization-for-publication Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Gnn architecture design for molecular graphs
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/gnn-architecture-design-for-molecular-graphs Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Graph neural network architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/graph-neural-network-architecture-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Graph neural network design for chemistry
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/graph-neural-network-design-for-chemistry Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Graph neural network encoder design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/graph-neural-network-encoder-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/heatmap-visualization-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Heterogeneous graph embedding design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/heterogeneous-graph-embedding-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Hierarchical library data structure design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/hierarchical-library-data-structure-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/http-api-endpoint-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Infrared spectral prediction task design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/infrared-spectral-prediction-task-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Interactive application accessibility testing
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-application-accessibility-testing Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Interactive data exploration design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-data-exploration-design Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Interactive filter control design web
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-filter-control-design-web Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Interactive plot axis selection ui
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/interactive-plot-axis-selection-ui Skill
14★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder