Agent Skill
Torchforge Rl Training
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorith…
Languages & Algorithms
Python, Java, C++, Rust, algorithms and data structures.
406 prompts
Agent Skill
Dspy
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for sys…
Agent Skill
Guidance
Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsof…
Agent Skill
Outlines
Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference s…
Agent Skill
Faiss
Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, H…
Agent Skill
Clip
OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs…
Agent Skill
Segment Anything Model
Foundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or masks as prompts, or automatic…
Agent Skill
Stable Diffusion Image Generation
State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts, performing image-to-image…
Agent Skill
Nanogpt
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy. Perfect for und…
Agent Skill
Nnsight Remote Interpretability
Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability…
Agent Skill
Transformer Lens Interpretability
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching…
Agent Skill
Evaluating Code Models
Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities…
Agent Skill
Llama C++
Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable…
Agent Skill
Pytorch Lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to su…
Agent Skill
Ray Train
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fa…
Agent Skill
Model Merging
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (m…
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Analyze and Explain Code Functionality
Analyze and Explain Code Functionality Analyze and explain code functionality Instructions Follow this systematic approach to explain code: $ARGUMENTS 1. Code Context An…
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System Cache Cleanup
Clean system caches (npm, Homebrew, Yarn, browsers, Python/ML) to free disk space
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Code Permutation Tester
Code Permutation Tester Test multiple code variations through simulation before implementation with quality gates and performance prediction. Instructions You are tasked…
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Convert Code Analysis to Linear Tasks
Convert Code Analysis to Linear Tasks Convert code analysis to Linear tasks Purpose This command scans your codebase for TODO/FIXME comments, technical debt markers, dep…
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Display All Available Development Tools
Display All Available Development Tools Display all available development tools Command originally created by IndyDevDan (YouTube: https://www.youtube.com/@indydevdan) /…
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Setup Code Formatting
Configure comprehensive code formatting tools with consistent style enforcement
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Create Feature
Scaffold new feature with boilerplate code, tests, and documentation
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Task Status Command
Task Status Command Check the current status of tasks in the orchestration system with various filtering and reporting options. Usage /task-status [options] Description…