Design & frontend
16,188 rows, by stacks then stars
1,697 of these skill files have been read, by 1,179 distinct authors, and what they tell an agent counted. What Design & frontend authors agree on, and what they forbid
Mass spectrometry wrapper function design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mass-spectrometry-wrapper-function-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/matlab-data-structure-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Message passing neural network architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/message-passing-neural-network-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolomic meta analysis workflow design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/metabolomic-meta-analysis-workflow-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mrm-transition-extraction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mrm transition lipid identity mapping
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/mrm-transition-lipid-identity-mapping Skill
15★ 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/v2/skills/multi-head-attention-mechanism-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Network layout algorithm selection
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/network-layout-algorithm-selection Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network architecture design spectra
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/neural-network-architecture-design-spectra Skill
15★ 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/v2/skills/neural-network-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network layer design and implementation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/neural-network-layer-design-and-implementation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network module architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/neural-network-module-architecture-design Skill
15★ 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/v2/skills/neural-network-projection-module-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Object oriented class hierarchy design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/object-oriented-class-hierarchy-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Object oriented design analysis
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/object-oriented-design-analysis Skill
15★ 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/v2/skills/orchestrator-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/parameter-search-space-design Skill
15★ 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/v2/skills/parameter-sharing-mechanism-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Plate layout parameter configuration
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/plate-layout-parameter-configuration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Proteomics data structure design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/proteomics-data-structure-design Skill
15★ 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/v2/skills/python-class-design-with-dunder-methods Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Python class interface design for ml libraries
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/python-class-interface-design-for-ml-libraries Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/query-language-grammar-design Skill
15★ 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/v2/skills/random-access-seekable-file-interface-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Regex pattern design for value format validation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/regex-pattern-design-for-value-format-validation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Repeated measures anova design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/repeated-measures-anova-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Sequence to sequence architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sequence-to-sequence-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Shiny ui component implementation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/shiny-ui-component-implementation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Siamese neural network architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/siamese-neural-network-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Sinusoidal positional encoding design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/sinusoidal-positional-encoding-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Smarts pattern design for microbial degradation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/smarts-pattern-design-for-microbial-degradation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/spectral-token-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Targeted transition list generation
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/targeted-transition-list-generation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/tensor-embedding-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Transformer encoder architecture design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transformer-encoder-architecture-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Transition group feature extraction
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transition-group-feature-extraction Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transition-group-peak-picking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Transition list formatting for targeted analysis
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/transition-list-formatting-for-targeted-analysis Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Treatment group comparison design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/treatment-group-comparison-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for analytical chemistry
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-analytical-chemistry Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for biochemical filters
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-biochemical-filters Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for cheminformatics algorithms
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-cheminformatics-algorithms Skill
15★ 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/v2/skills/unit-test-design-for-cheminformatics Skill
15★ 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/v2/skills/unit-test-design-for-data-processing Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for data structure classes
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-data-structure-classes Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for file parsing
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-file-parsing Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for model parameters
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-model-parameters Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test design for scoring metrics
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-for-scoring-metrics Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-design-pytest Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test fixture design and execution
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/unit-test-fixture-design-and-execution Skill
15★ 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/v2/skills/url-validation-and-accessibility-verification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Validation test design for biochemical identifiers
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/validation-test-design-for-biochemical-identifiers Skill
15★ 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/v2/skills/volume-mount-and-persistence-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Workflow branching logic design
HolobiomicsLab/asb-skill-collections/collections/metabolomics/v2/skills/workflow-branching-logic-design Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Design matrix construction experiments
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/design-matrix-construction-experiments Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/collections/transcriptomics/v1/skills/factor-design-specification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Unit test fixture design and execution
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ce-ms/skills/unit-test-fixture-design-and-execution Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Siamese neural network architecture design
HolobiomicsLab/asb-skill-collections/packs/metabolomics/direct-infusion/skills/siamese-neural-network-architecture-design Skill
15★ 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/packs/metabolomics/gc-ms/skills/data-structure-design-for-spectral-searches Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Plate layout parameter configuration
HolobiomicsLab/asb-skill-collections/packs/metabolomics/gc-ms/skills/plate-layout-parameter-configuration Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder