AndyZhuang

60 mods across 1 repository, 22 stars between them.

AndyZhuang/Opentest

Skill Claude CodeCodex

Converts first-person XR headset video into a structured experiment timeline log. Extracts timestamped events (action, object, location, result) via VLM or action recognition, outputs Markdown or JSON for downstream analysis, reporting, protocol compliance audit, or ELN attachment.

22 5mo ago A 63 tokens original MIT

ena-database

26

AndyZhuang/Opentest

Skill Claude CodeCodex

Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinformatics pipelines. Supports multiple formats.

22 5mo ago A 43 tokens copy · 86% MIT

esm

27

AndyZhuang/Opentest

Skill Claude CodeCodex

Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when working with protein sequences, structures, or function prediction; designing novel…

22 5mo ago A 86 tokens copy · 83% MIT

etetoolkit

28

AndyZhuang/Opentest

Skill Claude CodeCodex

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

22 5mo ago B 46 tokens copy · 94% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

General-purpose experimental data extractor from lab video streams. Ingests footage from XR headsets or fixed cameras and extracts typed, timestamped measurements — liquid volume levels, color/turbidity shifts, cell and colony counts, pipette readouts, instrument display values, gel band intensities — emitting a…

22 5mo ago A 86 tokens original MIT

flowio

30

AndyZhuang/Opentest

Skill Claude CodeCodex

Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.

22 5mo ago A 47 tokens original MIT

geniml

31

AndyZhuang/Opentest

Skill Claude CodeCodex

This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus peaks (universes), or any ML-based analysis of genomic regions. Applies to BED file…

22 5mo ago A 89 tokens copy · 83% MIT

gget

32

AndyZhuang/Opentest

Skill Claude CodeCodex

Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST searches, AlphaFold structures, enrichment analysis. Best for interactive exploration, simple queries. For batch processing or advanced BLAST use biopython; for multi-database Python workflows use bioservices.

22 5mo ago A 66 tokens copy · 94% MIT

gtars

33

AndyZhuang/Opentest

Skill Claude CodeCodex

High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational genomics and machine learning applications.

22 5mo ago A 50 tokens copy · 88% MIT

histolab

34

AndyZhuang/Opentest

Skill Claude CodeCodex

Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation, quick tile-based analysis. For advanced spatial proteomics, multiplexed imaging, or deep learning pipelines use pathml.

22 5mo ago A 62 tokens copy · 95% MIT

hypogenic

35

AndyZhuang/Opentest

Skill Claude CodeCodex

Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights with data-driven hypothesis testing. For manual hypothesis formulation use…

22 5mo ago A 69 tokens copy · 91% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.

22 5mo ago A 41 tokens copy · 88% MIT

lamindb

37

AndyZhuang/Opentest

Skill Claude CodeCodex

This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological…

22 5mo ago A 135 tokens copy · 95% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.

22 5mo ago A 45 tokens copy · 89% MIT

matchms

39

AndyZhuang/Opentest

Skill Claude CodeCodex

Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics…

22 5mo ago A 62 tokens copy · 83% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.

22 5mo ago A 53 tokens original MIT

omero-integration

41

AndyZhuang/Opentest

Skill Claude CodeCodex

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.

22 5mo ago A 39 tokens copy · 88% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-vendor automation or broader equipment control use pylabrobot.

22 5mo ago A 66 tokens copy · 88% MIT

pathml

43

AndyZhuang/Opentest

Skill Claude CodeCodex

Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ slide formats. For simple tile extraction from H&E slides, histolab may be…

22 5mo ago A 69 tokens copy · 88% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Real-time XR video vs. protocol text matching and deviation detection. Aligns first-person XR headset video streams frame-by-frame against structured protocol steps, flags procedural deviations, scores compliance, and delivers corrective audio/visual overlays — enabling one-person lab operation with zero-missed-step…

22 5mo ago A 60 tokens original MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io…

22 5mo ago B 85 tokens copy · 95% MIT

pydeseq2

46

AndyZhuang/Opentest

Skill Claude CodeCodex

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

22 5mo ago A 45 tokens copy · 95% MIT

pylabrobot

47

AndyZhuang/Opentest

Skill Claude CodeCodex

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API…

22 5mo ago A 73 tokens copy · 97% MIT

pyopenms

48

AndyZhuang/Opentest

Skill Claude CodeCodex

Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and…

22 5mo ago A 62 tokens original MIT