Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when...
AI & LLM
LLM integrations, prompt engineering, and AI orchestration
NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation,...
GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16×...
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for...
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert...
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with...
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing...
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating...
Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models,...
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments...
Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies....
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts,...
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use...
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external...
Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata...
Multi-channel demand generation, paid media optimization, SEO strategy, and partnership programs for Series A+...
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV...
Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use...
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking...
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and...
Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP...
Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors),...
Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual...
Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA,...