Topic: ai-agents
18,135 skills in this topic.
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pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
foryourhealth111-pixel/Vibe-Skills 1,415
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performing-causal-analysis
Fits causal models, estimates impacts, and plots results using CausalPy. Use when performing analysis with DiD, ITS, SC, or RD.
foryourhealth111-pixel/Vibe-Skills 1,415
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security-threat-model
Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a concise Markdown threat model. Trigger only when the user explicitly asks to threat model a codebase or path, enumerate threats/abuse paths, or perform AppSec threat modeling. Do not trigger for general architecture summaries, code review, or non-security design work.
foryourhealth111-pixel/Vibe-Skills 1,415
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tensorboard
Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML visualization toolkit
foryourhealth111-pixel/Vibe-Skills 1,415
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aios-qa
Test Architect & Quality Advisor (Quinn). Use for comprehensive test architecture review, quality gate decisions, and code improvement. Provides thorough analysis including requ...
foryourhealth111-pixel/Vibe-Skills 1,415
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subagent-driven-development
Use when executing implementation plans with independent tasks in the current session
foryourhealth111-pixel/Vibe-Skills 1,415
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weights-and-biases
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform
foryourhealth111-pixel/Vibe-Skills 1,415
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writing-plans
Use when you have a spec or requirements for a multi-step task, before touching code
foryourhealth111-pixel/Vibe-Skills 1,415
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engineering-features-for-machine-learning
Execute create, select, and transform features to improve machine learning model performance. Handles feature scaling, encoding, and importance analysis. Use when asked to "engineer features" or "select features". Trigger with relevant phrases based on skill purpose.
foryourhealth111-pixel/Vibe-Skills 1,415
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comprehensive-research-agent
Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls
foryourhealth111-pixel/Vibe-Skills 1,415
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alpha-vantage
Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash flow), earnings, options data, market news/sentiment, insider transactions, GDP, CPI, treasury yields, gold/silver/oil prices, Bitcoin/crypto prices, forex exchange rates, or calculating technical indicators (SMA, EMA, MACD, RSI, Bollinger Bands). Requires a free API key from alphavantage.co.
foryourhealth111-pixel/Vibe-Skills 1,415
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speckit-analyze
Perform cross-artifact consistency analysis across spec.md, plan.md, and tasks.md. Use after task generation to identify gaps, duplications, and inconsistencies before implementation.
foryourhealth111-pixel/Vibe-Skills 1,415
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anndata
This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling large-scale biological datasets. Use when tasks involve AnnData objects, h5ad files, single-cell RNA-seq data, or integration with scanpy/scverse tools.
foryourhealth111-pixel/Vibe-Skills 1,415
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systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
foryourhealth111-pixel/Vibe-Skills 1,415
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vscode-release-notes-writer
Guidelines for writing and reviewing Insiders and Stable release notes for Visual Studio Code.
foryourhealth111-pixel/Vibe-Skills 1,415
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deepchem
Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For graph-first PyTorch workflows use torchdrug; for benchmark datasets use pytdc.
foryourhealth111-pixel/Vibe-Skills 1,415
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rdkit
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 sanitization, specialized algorithms.
foryourhealth111-pixel/Vibe-Skills 1,415
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transformers
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 models on custom datasets.
foryourhealth111-pixel/Vibe-Skills 1,415
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matplotlib
Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.
foryourhealth111-pixel/Vibe-Skills 1,415
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speckit-clarify
Structured clarification workflow for underspecified requirements. Use before planning to resolve ambiguities through coverage-based questioning. Records answers in spec clarifications section.
foryourhealth111-pixel/Vibe-Skills 1,415
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planning-with-files
Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls.
foryourhealth111-pixel/Vibe-Skills 1,415
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data-normalization-tool
Data Normalization Tool - Auto-activating skill for ML Training.
Triggers on: data normalization tool, data normalization tool
Part of the ML Training skill category.
foryourhealth111-pixel/Vibe-Skills 1,415
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verification-before-completion
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
foryourhealth111-pixel/Vibe-Skills 1,415
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clinical-reports
Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full support with templates, regulatory compliance (HIPAA, FDA, ICH-GCP), and validation tools.
foryourhealth111-pixel/Vibe-Skills 1,415