AI & LLM

planning @stotihv

Generate comprehensive plans for new features by exploring the codebase, synthesizing approaches, validating with...

orchestrator @stotihv

Plan and coordinate multi-agent bead execution. Use when starting a new epic, assigning tracks to agents, or...

knowledge @stotihv

Extracts knowledge from Amp threads and updates project docs. Use when asked to document recent work, sync docs...

issue-resolution @stotihv

Systematically diagnose and fix bugs through triage, reproduction, root cause analysis, and verified fixes. Use when...

skills @stotihv

🤖 Coordinate multi-agent tasks and enhance workflow with versatile skills for autonomous planning and execution.

ai-video-producer @zysilm-ai

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claude-scientific-skills @K-Dense-AI

A set of ready to use scientific skills for Claude

zinc-database @K-Dense-AI

Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for...

zarr-python @K-Dense-AI

Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray...

venue-templates @K-Dense-AI

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific...

vaex @K-Dense-AI

Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM....

uspto-database @K-Dense-AI

Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions,...

umap-learn @K-Dense-AI

UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing...

transformers @K-Dense-AI

This skill should be used when working with pre-trained transformer models for natural language processing, computer...

torchdrug @K-Dense-AI

PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug...

torch-geometric @K-Dense-AI

Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs,...

sympy @K-Dense-AI

Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation...

string-database @K-Dense-AI

Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG...

stable-baselines3 @K-Dense-AI

Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use...

simpy @K-Dense-AI

Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems...

shap @K-Dense-AI

Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining...

seaborn @K-Dense-AI

Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and...

scvi-tools @K-Dense-AI

Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer...

scikit-survival @K-Dense-AI

Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this...