halflifezyf2680/Skill-Shelf

4Stars on the repository
248Mods indexed here, across every type
6d agoLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

pyzotero

73

halflifezyf2680/Skill-Shelf

Skill Claude Code

Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries programmatically, managing bibliographic references, exporting citations…

not rated 4 changed 6d ago A 85 tokens

qiskit

74

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Build, simulate, transpile, and execute quantum circuits with Qiskit and IBM Quantum Runtime. Use for Qiskit 2.x circuits and operators, V2 Sampler or Estimator primitives, target-aware transpilation, local or noisy simulation, IBM QPU execution, Runtime sessions or batches, error mitigation, and Qiskit ecosystem…

not rated 4 changed 6d ago A 75 tokens

qutip

75

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space workflows. Use for local quantum-dynamics work where physical assumptions, dimensions, and numerical convergence must be explicit.

not rated 4 changed 6d ago A 55 tokens

rdkit

76

halflifezyf2680/Skill-Shelf

Skill Claude Code

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom…

not rated 4 changed 6d ago A 80 tokens

research-grants

77

halflifezyf2680/Skill-Shelf

Skill Claude Code

Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.

not rated 4 changed 6d ago A 48 tokens

research-lookup

78

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Compile current scholarly evidence for a scientific manuscript or research brief. Use when the user explicitly asks to gather literature, references, background evidence, competing findings, or a manuscript research packet. Uses Parallel Search by default, Parallel Extract for source verification, Parallel Research…

not rated 4 changed 6d ago A 82 tokens

rowan

79

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue docking, protein-ligand cofolding, MSA generation, molecular dynamics, permeability, descriptor workflows, and related…

not rated 4 changed 6d ago A 100 tokens

scanpy

80

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, visualization, and converting R-friendly single-cell formats such as Seurat or SingleCellExperiment RDS files into h5ad for Scanpy. Best for exploratory scRNA-seq…

not rated 4 changed 6d ago A 93 tokens

scholar-evaluation

81

halflifezyf2680/Skill-Shelf

Skill Claude Code

Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional local quality controls. Never use for ranking people or consequential decisions.

not rated 4 changed 6d ago A 43 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial review, and decision logs. Use for early-stage research brainstorming or prioritizing candidate directions; hand off empirical validation, study design, ethics or…

not rated 4 changed 6d ago A 70 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

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 4 changed 6d ago A 63 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and…

not rated 4 changed 6d ago A 67 tokens

scientific-slides

85

halflifezyf2680/Skill-Shelf

Skill Claude Code

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 4 changed 6d ago A 65 tokens

halflifezyf2680/Skill-Shelf

Skill Claude Code

Create and audit truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. Use for figure design, multi-panel layouts, uncertainty and missing-data displays, color/contrast review, image metadata validation, and journal export planning.

not rated 4 changed 6d ago A 58 tokens

scientific-writing

87

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Draft, revise, and audit scientific manuscripts or reports with explicit evidence provenance, reporting-guideline coverage, authorship accountability, confidentiality controls, and local consistency checks. Use for manuscript sections, references, declarations, tables, figures, or submission preparation when…

not rated 4 changed 6d ago A 60 tokens

scikit-bio

88

halflifezyf2680/Skill-Shelf

Skill Claude Code

Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.

not rated 4 changed 6d ago A 54 tokens

scikit-survival

89

halflifezyf2680/Skill-Shelf

Skill Claude Code

Build, evaluate, and audit right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model selection, probability prediction, and censoring-aware metrics.

not rated 4 changed 6d ago A 42 tokens

scvelo

90

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent time, and identify driver genes in single-cell RNA-seq data. Complements Scanpy/scVI-tools for trajectory inference.

not rated 4 changed 6d ago A 56 tokens

scvi-tools

91

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.

not rated 4 changed 6d ago A 65 tokens

seaborn

92

halflifezyf2680/Skill-Shelf

Skill Claude Code

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 4 changed 6d ago A 61 tokens

simpy

93

halflifezyf2680/Skill-Shelf

Skill Claude Code

Build, inspect, test, and analyze bounded process-based discrete-event simulations with SimPy, including events, resources, interrupts, monitoring, replications, warm-up, and reproducible output analysis.

not rated 4 changed 6d ago A 42 tokens

halflifezyf2680/Skill-Shelf

Skill Claude CodeCodex

Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze experimental or survey data, check statistical assumptions, compute required…

not rated 4 changed 6d ago A 111 tokens

statsmodels

95

halflifezyf2680/Skill-Shelf

Skill Claude Code

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 4 changed 6d ago A 65 tokens

sympy

96

halflifezyf2680/Skill-Shelf

Skill Claude Code

Use when you need exact symbolic math in Python — algebra, calculus, equation solving, symbolic linear algebra, or code generation via lambdify/LaTeX. Prefer NumPy or SciPy when floating-point approximations are sufficient.

not rated 4 changed 6d ago A 50 tokens

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