AndyZhuang/Opentest

Claw-like Agent for bioinformatics

22Stars on the repository
200Mods indexed here, across every type
6mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

AndyZhuang/Opentest

Skill Claude CodeCodex

AI-powered scientific illustration generation using Gemini Image models. Creates publication-quality mechanism diagrams, pathway illustrations, and scientific figures.

not rated 22 6mo ago A 0 tokens original MIT

scientific-slides

122

AndyZhuang/Opentest

Skill Claude Code needs its repo

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and…

not rated 22 6mo ago A 65 tokens copy · 98% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestrates matplotlib/seaborn/plotly with publication styles. For quick…

not rated 22 6mo ago A 72 tokens copy · 91% MIT

scientific-writing

124

AndyZhuang/Opentest

Skill Claude Code needs its repo

Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting…

not rated 22 6mo ago A 87 tokens copy · 95% MIT

scikit-learn

125

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

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 22 6mo ago A 68 tokens copy · 86% MIT

scikit-survival

126

AndyZhuang/Opentest

Skill Claude CodeCodex

Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating survival predictions…

not rated 22 6mo ago A 91 tokens copy · 91% MIT

seaborn

127

AndyZhuang/Opentest

Skill Claude CodeCodex

Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use…

not rated 22 6mo ago A 61 tokens copy · 89% MIT

shap

128

AndyZhuang/Opentest

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 22 6mo ago A 109 tokens copy · 95% MIT

statistical-analysis

129

AndyZhuang/Opentest

Skill Claude CodeCodex

Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection guidance. For implementing specific models programmatically use…

not rated 22 6mo ago A 58 tokens copy · 88% MIT

statistics

130

AndyZhuang/Opentest

Skill Claude CodeCodex

Comprehensive statistical methodology for scientific research. Covers test selection, assumption verification, power analysis, effect size reporting, and reporting standards.

not rated 22 6mo ago A 0 tokens copy · 100% MIT

statsmodels

131

AndyZhuang/Opentest

Skill Claude CodeCodex

Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For guided statistical test selection with APA reporting use…

not rated 22 6mo ago A 65 tokens copy · 92% MIT

sympy

132

AndyZhuang/Opentest

Skill Claude CodeCodex

Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working with matrices symbolically, physics…

not rated 22 6mo ago A 98 tokens copy · 91% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Perform statistical modeling and regression analysis on biomedical datasets. Supports linear regression, logistic regression (binary/ordinal/multinomial), mixed-effects models, Cox proportional hazards survival analysis, Kaplan-Meier estimation, and comprehensive model diagnostics. Extracts odds ratios, hazard ratios…

not rated 22 6mo ago A 114 tokens original MIT

transformers

134

AndyZhuang/Opentest

Skill Claude CodeCodex

This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning…

not rated 22 6mo ago A 63 tokens copy · 91% MIT

vaex

135

AndyZhuang/Opentest

Skill Claude CodeCodex

Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large…

not rated 22 6mo ago A 100 tokens copy · 84% MIT

venue-templates

136

AndyZhuang/Opentest

Skill Claude Code needs its repo

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing…

not rated 22 6mo ago A 97 tokens copy · 97% MIT

visualization

137

AndyZhuang/Opentest

Skill Claude CodeCodex

Publication-quality scientific figure generation. GENERAL: language-agnostic (R, Python, Julia, or any tool).

not rated 22 6mo ago A 0 tokens original MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Maps natural language voice commands to concrete LabClaw skill invocations. Parses ASR output, identifies intent, selects target skill, fills parameters from context, and provides prompt templates — enabling hands-free, voice-driven anywhere-lab experiences where researchers control analysis, guidance, and data export…

not rated 22 6mo ago A 64 tokens original MIT

writing

139

AndyZhuang/Opentest

Skill Claude CodeCodex

Scientific manuscript writing across all formats, fields, and journals.

not rated 22 6mo ago A 0 tokens original MIT

zarr-python

140

AndyZhuang/Opentest

Skill Claude CodeCodex

Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.

not rated 22 6mo ago A 42 tokens copy · 91% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

A general academic-literature search and citation tool covering sources such as PubMed, bioRxiv, and arXiv. It is intended for finding papers, retrieving references, and formatting citations.

not rated 22 6mo ago A 0 tokens copy · 97% MIT

arxiv-search

142

AndyZhuang/Opentest

Skill Claude CodeCodex

Search arXiv physics, math, and computer science preprints using natural language queries. Powered by Valyu semantic search.

not rated 22 6mo ago B 29 tokens copy · 100% MIT

biomedical-search

143

AndyZhuang/Opentest

Skill Claude CodeCodex

Complete biomedical information search combining PubMed, preprints, clinical trials, and FDA drug labels. Powered by Valyu semantic search.

not rated 22 6mo ago B 30 tokens copy · 100% MIT

biorxiv-database

144

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.

not rated 22 6mo ago A 52 tokens copy · 91% MIT

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