80,000+ Skills to Supercharge Claude
The open directory for GitHub-integrated capabilities, tools, and prompts for your AI workflows.
numpy-core
by cuba6112
Fundamental NumPy operations including ndarray creation, dtypes, shape manipulation, and basic operations with a focus o...
eval-frameworks
by cuba6112
Evaluation framework patterns for RAG and LLMs, including faithfulness metrics, synthetic dataset generation, and LLM-as...
langchain-agents
by cuba6112
Building LLM agents with LangChain and LangGraph, covering tool-calling model initialization, state management, and obse...
unsloth-lora
by cuba6112
Configuring and optimizing 16-bit Low-Rank Adaptation (LoRA) and Rank-Stabilized LoRA (rsLoRA) for efficient LLM fine-tu...
unsloth-tts
by cuba6112
Fine-tuning Text-to-Speech (TTS) models with Unsloth for voice cloning and synthetic speech (triggers: TTS, text-to-spee...
unsloth-long-context
by cuba6112
Training models on extended context lengths using optimized RoPE scaling and memory-efficient attention kernels. Trigger...
google-search
by cuba6112
Integration patterns for web search grounding, including query operator usage, API-based search orchestration, and citat...
numpy-statistics
by cuba6112
Standard and NaN-robust statistical functions for data analysis, histograms, and correlation matrices. Triggers: statist...
unsloth-quantization
by cuba6112
Utilizing Dynamic 4-bit quantization, FP8 training, and 8-bit optimizers to minimize VRAM usage without sacrificing accu...
unsloth-sft
by cuba6112
Supervised fine-tuning using SFTTrainer, instruction formatting, and multi-turn dataset preparation with triggers like s...
pytorch-lightning
by cuba6112
High-level training framework for PyTorch that abstracts boilerplate while maintaining flexibility. Includes the Trainer...
numpy-linalg
by cuba6112
Linear algebra operations in NumPy, including matrix multiplication, SVD, system solving, and least squares fitting. Tri...
file-system
by cuba6112
Safe filesystem operations for agents, including path normalization vs resolution, temp file handling, atomic replacemen...
numpy-io
by cuba6112
File I/O operations including binary formats (npy/npz), text processing (csv), and memory-mapping for huge datasets. Tri...
numpy-string-ops
by cuba6112
Vectorized string manipulation using the char module and modern string alternatives, including cleaning and search opera...
pytorch-distributed
by cuba6112
Distributed training strategies including DistributedDataParallel (DDP) and Fully Sharded Data Parallel (FSDP). Covers m...
unsloth-vision
by cuba6112
Fine-tuning multimodal vision-language models (Llama 3.2 Vision, Qwen2.5 VL) using optimized vision layers (triggers: vi...
unsloth-cpt
by cuba6112
Strategies for continued pretraining and domain adaptation in Unsloth (triggers: continued pretraining, CPT, domain adap...
unsloth-grpo
by cuba6112
Implementation of Group Relative Policy Optimization (GRPO) for training reasoning models, optimized for 8x memory savin...
numpy-memory
by cuba6112
Deep dive into memory layout, including strides, C vs Fortran order, and zero-copy view generation via stride tricks. Tr...
numpy-ufuncs
by cuba6112
Universal functions (ufuncs) for vectorization, including reductions, in-place operations, and custom Python-function wr...
numpy-structured
by cuba6112
Structured and record arrays for C-interoperability, binary blob interpretation, and multi-field tabular data handling....
unsloth-stt
by cuba6112
Fine-tuning Speech-to-Text models like Whisper using Unsloth's optimized LoRA pipeline. Triggers: stt, whisper, transcri...
numpy-interop
by cuba6112
Protocols for cross-library data exchange including DLPack, buffer interfaces, and __array_ufunc__ for overriding NumPy...