Topic: claude-skills
11,948 skills in this topic.
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detecting-data-anomalies
Process identify anomalies and outliers in datasets using machine learning algorithms.
Use when analyzing data for unusual patterns, outliers, or unexpected deviations from normal behavior.
Trigger with phrases like "detect anomalies", "find outliers", or "identify unusual patterns".
foryourhealth111-pixel/Vibe-Skills 1,415
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shap
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 models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
foryourhealth111-pixel/Vibe-Skills 1,415
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feature-importance-analyzer
Feature Importance Analyzer - Auto-activating skill for ML Training.
Triggers on: feature importance analyzer, feature importance analyzer
Part of the ML Training skill category.
foryourhealth111-pixel/Vibe-Skills 1,415
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pubchem-database
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
foryourhealth111-pixel/Vibe-Skills 1,415
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docx
Document toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document processing.
foryourhealth111-pixel/Vibe-Skills 1,415
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embedding-strategies
Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.
foryourhealth111-pixel/Vibe-Skills 1,415
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statistical-analysis
Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research.
foryourhealth111-pixel/Vibe-Skills 1,415
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aios-squad-creator
Squad Creator (Craft). Use to create, validate, publish and manage squads
foryourhealth111-pixel/Vibe-Skills 1,415
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qiskit
IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.
foryourhealth111-pixel/Vibe-Skills 1,415
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geopandas
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 reading/writing/analyzing vector geographic data. Supports PostGIS databases, interactive maps, and integration with matplotlib/folium/cartopy. Use for tasks like buffer analysis, spatial joins between datasets, dissolving boundaries, clipping data, calculating areas/distances, reprojecting coordinate systems, creating maps, or converting between spatial file formats.
foryourhealth111-pixel/Vibe-Skills 1,415
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speckit-plan
Generate technical implementation plans from feature specifications. Use after creating a spec to define architecture, tech stack, and implementation phases. Creates plan.md with detailed technical design.
foryourhealth111-pixel/Vibe-Skills 1,415
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gwas-database
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology and polygenic risk scores.
foryourhealth111-pixel/Vibe-Skills 1,415
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data-exploration-visualization
自动化数据探索和可视化工具，提供从数据加载到专业报告生成的完整EDA解决方案。支持多种图表类型、智能数据诊断、建模评估和HTML报告生成。适用于医疗、金融、电商等领域的数据分析项目。
foryourhealth111-pixel/Vibe-Skills 1,415
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vercel-deploy
Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".
foryourhealth111-pixel/Vibe-Skills 1,415
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imagegen
Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch variants); run the bundled CLI (`scripts/image_gen.py`) and require `OPENAI_API_KEY` for live calls.
foryourhealth111-pixel/Vibe-Skills 1,415
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opentrons-integration
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.
foryourhealth111-pixel/Vibe-Skills 1,415
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correlation-analyzer
Correlation Analyzer - Auto-activating skill for Data Analytics.
Triggers on: correlation analyzer, correlation analyzer
Part of the Data Analytics skill category.
foryourhealth111-pixel/Vibe-Skills 1,415
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neuropixels-analysis
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular electrophysiology. Use when working with neural recordings, spike sorting, extracellular electrophysiology, or when the user mentions Neuropixels, SpikeGLX, Open Ephys, Kilosort, quality metrics, or unit curation.
foryourhealth111-pixel/Vibe-Skills 1,415
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pymc-bayesian-modeling
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
foryourhealth111-pixel/Vibe-Skills 1,415
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document-skills
Umbrella skill for document workflows (PDF/DOCX/XLSX/PPTX). Dispatches to the most specific document skill to reduce noise and improve routing precision.
foryourhealth111-pixel/Vibe-Skills 1,415
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uniprot-database
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniProt-specific control.
foryourhealth111-pixel/Vibe-Skills 1,415
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modal
Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that require GPU acceleration or dynamic scaling.
foryourhealth111-pixel/Vibe-Skills 1,415
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ml-data-leakage-guard
Detects and prevents data leakage in machine learning and mathematical modeling. Auto-activates after ML tasks involving: data cleaning, feature engineering, data augmentation, algorithm development, normalization, missing value imputation, dimensionality reduction, feature selection, time series modeling. Checks if features/statistics would be available at prediction time.
foryourhealth111-pixel/Vibe-Skills 1,415
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opentargets-database
Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.
foryourhealth111-pixel/Vibe-Skills 1,415