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

geopandas

97

AndyZhuang/Opentest

Skill Claude CodeCodex

Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operations, choropleth mapping, or any task involving…

not rated 22 6mo ago A 125 tokens copy · 86% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to…

not rated 22 6mo ago A 115 tokens copy · 91% MIT

AndyZhuang/Opentest

Skill Claude Code needs its repo

Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for…

not rated 22 6mo ago A 69 tokens copy · 91% MIT

latex-posters

100

AndyZhuang/Opentest

Skill Claude Code needs its repo

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

not rated 22 6mo ago A 60 tokens copy · 86% MIT

markitdown

101

AndyZhuang/Opentest

Skill Claude Code needs its repo

Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.

not rated 22 6mo ago B 53 tokens copy · 92% MIT

matlab

102

AndyZhuang/Opentest

Skill Claude CodeCodex

MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when…

not rated 22 6mo ago B 93 tokens copy · 88% MIT

matplotlib

103

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for…

not rated 22 6mo ago A 77 tokens copy · 81% MIT

networkx

104

AndyZhuang/Opentest

Skill Claude CodeCodex

Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks…

not rated 22 6mo ago A 85 tokens copy · 86% MIT

patent-drafting

105

AndyZhuang/Opentest

Skill Claude CodeCodex

Draft patent applications for scientific inventions, covering claims, specification, and prior art analysis.

not rated 22 6mo ago A 0 tokens copy · 89% MIT

peer-review

106

AndyZhuang/Opentest

Skill Claude Code needs its repo

Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating…

not rated 22 6mo ago A 71 tokens copy · 94% MIT

plotly

107

AndyZhuang/Opentest

Skill Claude CodeCodex

Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.

not rated 22 6mo ago A 48 tokens copy · 83% MIT

polars

108

AndyZhuang/Opentest

Skill Claude CodeCodex

Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacement. For larger-than-RAM data use dask or vaex.

not rated 22 6mo ago A 69 tokens copy · 77% MIT

pptx-generation

109

AndyZhuang/Opentest

Skill Claude CodeCodex

Create publication-quality academic presentations (.pptx) for group meetings, thesis defenses, conference talks, and posters.

not rated 22 6mo ago A 0 tokens copy · 94% MIT

pptx-posters

110

AndyZhuang/Opentest

Skill Claude Code needs its repo

Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides modern web-based poster design with responsive layouts and easy visual…

not rated 22 6mo ago A 66 tokens copy · 86% MIT

protocol-writing

111

AndyZhuang/Opentest

Skill Claude CodeCodex

Write clear, reproducible experimental protocols and Standard Operating Procedures (SOPs) for any scientific discipline.

not rated 22 6mo ago A 0 tokens copy · 91% MIT

AndyZhuang/Opentest

Skill Claude CodeCodex

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

not rated 22 6mo ago A 48 tokens copy · 84% MIT

pymoo

113

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

not rated 22 6mo ago A 46 tokens copy · 95% MIT

pytorch-lightning

114

AndyZhuang/Opentest

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 22 6mo ago A 65 tokens copy · 78% MIT

regulatory-submission

115

AndyZhuang/Opentest

Skill Claude CodeCodex

Prepare regulatory submissions for drugs, biologics, devices, and diagnostics.

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

AndyZhuang/Opentest

Skill Claude CodeCodex

Ensure research is reproducible, transparent, and meets open science standards.

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

scholar-evaluation

117

AndyZhuang/Opentest

Skill Claude CodeCodex needs its repo

Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.

not rated 22 6mo ago A 40 tokens copy · 88% MIT

science-communication

118

AndyZhuang/Opentest

Skill Claude CodeCodex

Translate complex scientific findings into engaging content for non-specialist audiences.

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

AndyZhuang/Opentest

Skill Claude CodeCodex

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use…

not rated 22 6mo ago A 60 tokens copy · 89% MIT

AndyZhuang/Opentest

Skill Claude Code needs its repo

Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for understanding evidence quality, identifying flaws. For formal peer review…

not rated 22 6mo ago A 63 tokens copy · 83% MIT

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