halflifezyf2680

251 mods across 3 repositories, 24 stars between them.

pytorch-lightning

193

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

not rated 4 1mo ago A 65 tokens

halflifezyf2680/Skill-Shelf

Skill Codex

Build interactive technical infographic websites with React. Use when Codex needs to create or iterate on Vite or React frontends for architecture explainers, product method pages, interactive diagrams, evidence filters, timelines, dashboards, or motion-infographic style web pages. Includes a Vite infographic template…

not rated 4 1mo ago A 68 tokens

scikit-learn

195

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for…

not rated 4 1mo ago A 68 tokens

shap

196

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing…

not rated 4 1mo ago A 109 tokens

身份信任架构师

197

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

An identity and trust architecture skill for autonomous AI agents, covering proof of identity, permissions, and records of actions.

not rated 4 1mo ago A 43 tokens

智能体编排者

198

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

An orchestration skill for managing a complete development workflow across multiple steps or agents.

not rated 4 1mo ago A 28 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A governance skill for deciding which tasks should be automated, how automation should be introduced, and which decisions must remain under human control.

not rated 4 1mo ago A 39 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A security auditing skill for blockchain smart contracts, including formal checks and analysis of possible exploits. DeFi means financial applications that run on blockchains without traditional intermediaries.

not rated 4 1mo ago A 48 tokens

文档生成器

201

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A document-generation skill that creates formatted PDF, PowerPoint, Word, and Excel files with charts and data visualizations.

not rated 4 1mo ago A 42 tokens

身份图谱操作员

202

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A shared identity map for multi-agent systems, keeping a consistent answer to who each entity is, including during simultaneous updates.

not rated 4 1mo ago A 51 tokens

LSP 索引工程师

203

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A Language Server Protocol skill for organizing code-intelligence services and building a shared semantic index of a codebase. LSP is a standard way for editors and tools to get features such as code navigation and analysis.

not rated 4 1mo ago A 34 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

Plan, execute, and document validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP / / , ICH M10 bioanalytical, CLSI EP, or ISO/IEC 17025. Use for HPLC, LC-MS/MS, GC, CE, ICP-MS, dissolution, qNMR, qPCR, NIR, and ligand binding or cell-based assays…

not rated 4 1mo ago A 281 tokens

arbor

205

halflifezyf2680/Skill-Shelf

Skill Claude Code

Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper. Use this whenever someone wants to iteratively optimize something over many experiments without overfitting — e.g. "get…

not rated 4 1mo ago A 217 tokens

bulk-rnaseq

206

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

End-to-end bulk RNA-seq orchestrator — takes raw FASTQ reads through QC and trimming (FastQC, fastp/Trim Galore), alignment and quantification (STAR, Salmon, featureCounts), assembles a gene-level counts matrix, then hands off to differential expression (pydeseq2), pathway/GSEA enrichment (pathway-enrichment), and…

not rated 4 1mo ago A 218 tokens

deepspot-m

207

halflifezyf2680/Skill-Shelf

Skill Claude Code

Generate transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Use when you need spatial gene expression in log1p-CPM for 224x224 tiles at about 20x, want to query protein-coding genes by symbol instead of a fixed panel, or want to run prediction across a whole slide after tiling with…

not rated 4 1mo ago A 80 tokens

experimental-design

208

halflifezyf2680/Skill-Shelf

Skill Claude Code

Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpretable. Use whenever someone is planning a study, asks how to assign subjects/samples to groups, mentions randomization, blocking, stratification, controls…

not rated 4 1mo ago A 200 tokens

genomic-coordinates

209

halflifezyf2680/Skill-Shelf

Skill Claude Code

Convert genomic intervals between coordinate conventions, normalise and compare variant representations, and detect assembly or contig-naming mismatches before they corrupt an analysis. Use whenever coordinates cross a format, tool, or assembly boundary - converting between BED, GFF/GTF, VCF, SAM/BAM, WIG, PSL…

not rated 4 1mo ago A 223 tokens

genomic-intelligence

210

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language models — no local GPU or model weights. Six tasks over a REST API and a hosted MCP server (keyless public demo): promoter regions, splice donor/acceptor sites, enhancer…

not rated 4 1mo ago A 150 tokens

资助申请撰稿人

211

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

A grant-writing assistant for nonprofits, research organisations, and social enterprises. It covers funder research, letters of inquiry, full proposals, budget explanations, government and foundation grants, and final reports.

not rated 4 1mo ago A 83 tokens

lab-hardware-cad

212

halflifezyf2680/Skill-Shelf

Skill Claude Code

Design custom laboratory hardware as parametric build123d models and export fabrication-ready STEP, STL, and DXF files - microfluidic chips and molds, optomechanical mounts and breadboard adapters, cuvette and microplate holders, tube racks, animal-behavior rigs, and 3D-printed instrument fixtures. Use when a research…

not rated 4 1mo ago A 106 tokens

ncats-arax

213

halflifezyf2680/Skill-Shelf

Skill Claude Code

Queries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph relationships. Use for Biolink-constrained RTX-KG2 lookup, explicit selected-provider ARAX federation, separate entity normalization, qualifier-aware graph traversal, and…

not rated 4 1mo ago A 99 tokens

nextflow

214

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Build, run, and debug Nextflow data pipelines and nf-core workflows end to end. Use whenever the user mentions Nextflow, nf-core, .nf files, nextflow.config, DSL2, processes/channels/operators, samplesheets, or wants to run a community pipeline (e.g. nf-core/rnaseq, nf-core/sarek), write or test a module/subworkflow…

not rated 4 1mo ago D 181 tokens

onekgpd

215

halflifezyf2680/Skill-Shelf

Skill Claude Code

Query the 1000 Genomes Project dataset (3,202 whole-genome-sequenced individuals, GRCh38) at the level of individual participants. Use when a question is about individuals or variants in the 1000 Genomes Project cohort: which individuals carry variants matching specific criteria in a gene or region, which individuals…

not rated 4 1mo ago A 143 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

Resolve free-text scientific labels to ontology term IDs and validate existing CURIEs against the EBI Ontology Lookup Service (OLS4). Use whenever an ontology identifier must be produced or checked - annotating tissue, cell type, disease, phenotype, assay, chemical, organism, sex, or developmental stage fields…

not rated 4 1mo ago A 201 tokens

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: