Topic: claude-skills
11,948 skills in this topic.
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plotly
Interactive scientific and statistical data visualization library for Python. Use when creating charts, plots, or visualizations including scatter plots, line charts, bar charts, heatmaps, 3D plots, geographic maps, statistical distributions, financial charts, and dashboards. Supports both quick visualizations (Plotly Express) and fine-grained customization (graph objects). Outputs interactive HTML or static images (PNG, PDF, SVG).
foryourhealth111-pixel/Vibe-Skills 1,415
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confusion-matrix-generator
Confusion Matrix Generator - Auto-activating skill for ML Training.
Triggers on: confusion matrix generator, confusion matrix generator
Part of the ML Training skill category.
foryourhealth111-pixel/Vibe-Skills 1,415
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get-available-resources
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 use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Zarr), GPU acceleration (PyTorch, JAX), or memory-efficient strategies. Use this skill before running analyses, training models, processing large datasets, or any task where resource constraints matter.
foryourhealth111-pixel/Vibe-Skills 1,415
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scikit-bio
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
foryourhealth111-pixel/Vibe-Skills 1,415
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think-harder
4-phase structured analysis wrapper for vibe pre-routing (compatible with claude-code-settings think-harder semantics).
foryourhealth111-pixel/Vibe-Skills 1,415
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context-hunter
Discover codebase patterns, conventions, and unwritten rules before making changes. Use when implementing features, fixing bugs, or refactoring code.
foryourhealth111-pixel/Vibe-Skills 1,415
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requesting-code-review
Use when completing tasks, implementing major features, or before merging to verify work meets requirements
foryourhealth111-pixel/Vibe-Skills 1,415
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LQF_Machine_Learning_Expert_Guide
LQF Machine Learning Expert Guide - Auto-activating skill for ML/Statistical Modeling with Critical Discussion Mode.
Triggers on: machine learning, modeling, prediction, training, classification, regression, clustering, deep learning, neural network, model evaluation, feature engineering, hyperparameter tuning, overfitting, underfitting, baseline, ablation study, critique my approach, review my model, is this a good idea, should I use, what's wrong with, evaluate my solution, challenge my assumptions, discuss my approach
Engages in critical discussion with minimum 3 rounds of iterative refinement. Challenges both user proposals and own suggestions with fact-based critique. Demands evidence and baselines before accepting solutions.
foryourhealth111-pixel/Vibe-Skills 1,415
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gene-database
Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.
foryourhealth111-pixel/Vibe-Skills 1,415
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metabolomics-workbench-database
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.
foryourhealth111-pixel/Vibe-Skills 1,415
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pymc-bayesian-modeling
Compatibility alias for the descriptive PyMC skill name. Delegate to the canonical local `pymc` payload while preserving route and README compatibility.
foryourhealth111-pixel/Vibe-Skills 1,415
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pyhealth
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare datasets (MIMIC-III/IV, eICU, OMOP), or implementing deep learning models for healthcare applications (RETAIN, SafeDrug, Transformer, GNN).
foryourhealth111-pixel/Vibe-Skills 1,415
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flashrag-evidence
Local evidence retrieval (FlashRAG-style) for VCO/vibe: search protocols/config/skills docs and return citeable snippets with file+line anchors.
foryourhealth111-pixel/Vibe-Skills 1,415
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tdd-guide
Test-driven development wrapper for vibe coding flow. Enforces RED -> GREEN -> REFACTOR and >=80% coverage target.
foryourhealth111-pixel/Vibe-Skills 1,415
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math-tools
Deterministic mathematical computation using SymPy. Use for ANY math operation requiring exact/verified results - basic arithmetic, algebra (simplify, expand, factor, solve equations), calculus (derivatives, integrals, limits, series), linear algebra (matrices, determinants, eigenvalues), trigonometry, number theory (primes, GCD/LCM, factorization), and statistics. Ensures mathematical accuracy by using symbolic computation rather than LLM estimation.
foryourhealth111-pixel/Vibe-Skills 1,415
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speckit-specify
Create or update feature specifications from natural language descriptions. Use when starting new features or refining requirements. Generates spec.md with user stories, functional requirements, and acceptance criteria following spec-driven development methodology.
foryourhealth111-pixel/Vibe-Skills 1,415
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torch_geometric
Compatibility alias for the underscore PyG skill name. Delegate to the canonical local `torch-geometric` payload while preserving route compatibility.
foryourhealth111-pixel/Vibe-Skills 1,415
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statsmodels
Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis.
foryourhealth111-pixel/Vibe-Skills 1,415
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pytorch-lightning
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.
foryourhealth111-pixel/Vibe-Skills 1,415
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biorxiv-database
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.
foryourhealth111-pixel/Vibe-Skills 1,415
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speckit-taskstoissues
Convert tasks from tasks.md into GitHub issues. Use after task breakdown to track work items in GitHub project management.
foryourhealth111-pixel/Vibe-Skills 1,415
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reactome-database
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
foryourhealth111-pixel/Vibe-Skills 1,415
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fred-economic-data
Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing, and regional data. Use for macroeconomic analysis, financial research, policy studies, economic forecasting, and academic research requiring U.S. and international economic indicators.
foryourhealth111-pixel/Vibe-Skills 1,415
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hypothesis-testing
Property-based testing with Hypothesis for discovering edge cases and validating invariants.
Use when implementing comprehensive test coverage, testing complex logic with many inputs,
or validating mathematical properties and invariants across input domains.
Triggered by: hypothesis, property-based testing, @given, strategies, generative testing.
foryourhealth111-pixel/Vibe-Skills 1,415