Development · Deep learning

Write docstrings for PyTorch functions and methods following PyTorch conventions.

pytorch/pytorch

Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.

pytorch/pytorch

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement.

spacering-net/codeg

Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.

lllllllama/RigorPilot-Skills

A skill your agent uses when navigating Paddle eager-mode (dynamic graph) source code, tracing forward/backward execution, debugging autograd issues, understanding PyLayer, or investigating…

PaddlePaddle/Paddle

Read or write ONNX text format ("onnxtxt"). An agent skill from onnx/onnx.

onnx/onnx

A skill your agent uses when working with Paddle's PHI kernel system: registering new kernels, debugging kernel selection/dispatch, understanding code auto-generation from YAML, or implementing…

PaddlePaddle/Paddle

Condensed debugging method and tool recipes for Unix, Python and PyTorch programs: crashes, hangs, segfaults, wrong output, CUDA OOM, NaN values and slowness.

stas00/the-art-of-debugging

Builds ExecuTorch from source: the Python package, C++ runtime, model runners, Android and iOS cross-compilation and backend-specific builds, with environment checks.

pytorch/executorch

Rigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates.

lllllllama/RigorPilot-Skills

Adds a new local feature matching model from a GitHub repository to the image-matching-webui project as a working WebUI option.

Vincentqyw/image-matching-webui

Developer guide for the Cortex-M (CMSIS-NN) backend in ExecuTorch: quantization pipeline, pass manager, tests and adding new ops.

pytorch/executorch

Guides moving Megatron Core GPTModel checkpoints, configs, training commands and launch scripts to HybridModel, following the repository's migration document.

NVIDIA/Megatron-LM

A skill your agent uses for ANY bug, error, crash, wrong output, loss divergence, gradient explosion, test failure, CUDA error, distributed training hang, checkpoint load failure, or unexpected…

ByteDance-Seed/VeOmni

Rigor Analyze / Rigor Audit read-only skill for deep learning research repositories.

lllllllama/RigorPilot-Skills

A skill your agent uses when writing, debugging, porting, reviewing, or optimizing CUDA C++ or PTX kernels; investigating CUDA Runtime or Driver API behavior; profiling kernels with Nsight Systems…

vipshop/cache-dit

Rigor Setup skill for README-first deep learning repo reproduction.

lllllllama/RigorPilot-Skills

Review PyTorch pull requests for code quality, test coverage, security, and backward compatibility.

pytorch/pytorch

Guide for debugging distributed training issues in AReaL. An agent skill from areal-project/AReaL.

areal-project/AReaL

Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories.

lllllllama/RigorPilot-Skills

Helps build, test and extend the Qualcomm AI Engine Direct (QNN) backend in ExecuTorch, with routes for new ops, model export, Buck-vs-CMake parity fixes and per-layer accuracy debugging.

pytorch/executorch

Debug PyTorch 2 compiler stack failures including Dynamo graph breaks, Inductor codegen errors, AOTAutograd crashes, and accuracy mismatches.

pytorch/pytorch

自动创建或更新 GitHub Pull Request. An agent skill from PaddlePaddle/Paddle.

PaddlePaddle/Paddle

Make behavior changes using this repository's lightweight spec-driven flow.

gdsfactory/sax

Systematic performance audit for AlbumentationsX runtime code.

albumentations-team/AlbumentationsX

Ensure consistent code formatting using the uv package manager and pre-commit.

brendanhasz/probflow

Launch a Qualitative Neural Network (QNN) — a layered, multi-epoch brainstorm of agent personas that maps divergent strategies before implementation.

iblameandrew/open-deepthink

Call this skill when you need to debug CUDA crashes in SGLang using kernel API logging

sgl-project/sglang

A skill your agent uses when reviewing a pull request or diff in the quax repository.

nstarman/quax

Check PyTorch ciflow/xpu (xpu.yml) on the main branch, collect the failing XPU test cases from the most recent completed run(s), analyze the ROOT CAUSE of each failure with AI, and produce a list…

intel/torch-xpu-ops

Patterns and pitfalls for the ONNX-domain Attention operator's CUDA implementation in ONNX Runtime: dispatch cascade, eligibility limits, mask and bias kernels, and test routing.

microsoft/onnxruntime

Touch-lists for common OCANNL extension tasks: adding a primitive operation, adding or extending a backend, extending shape inference, and diagnosing output differences between backends.

ahrefs/ocannl

Rigor Intake helper for README-first deep learning repo reproduction.

lllllllama/RigorPilot-Skills

Review 3DGS implementation code for correctness, performance bugs, and best practices.

jaccen/Awesome-Gaussian-Skills

使用 PaddlePaddle 仓库规则评审 Pull Request 和全仓库代码变更，覆盖正确性、兼容性、算子、分布式、数值、性能、安全、测试、构建和 PR 信息。当需要审查 Paddle 的代码、测试、算子 YAML、C++/CUDA/XPU kernel、Python API、分布式逻辑或 CI 配置时使用。

PaddlePaddle/Paddle

End-to-end AscendC custom operator development for Ascend NPU in an ascend-kernel (csrc/ops + build.sh + torchnpu PyTorch custom op) project.

ascend-ai-coding/awesome-ascend-skills

How to get debug output out of OCANNL: kernel/routine runtime logs, generated code artifacts, and ppxminidebug tracing of library internals such as the shape/row solver.

ahrefs/ocannl

Create publication-quality scientific diagrams, flowcharts, and schematics using Python (graphviz, matplotlib, schemdraw, networkx).

jimmc414/Kosmos

Rigor Debug / Rigor Audit skill for deep learning research work.

lllllllama/RigorPilot-Skills

Analyze PerforatedAI training results and provide optimization recommendations.

PerforatedAI/PerforatedAI

Update the Primus documentation for a monthly training-image release — bump version references, realign the bare-metal install scripts with the release Dockerfiles, record the published image stacks…

AMD-AGI/Primus

Guide for writing and modifying NKI kernels. An agent skill from uw-syfi/vibesys.

uw-syfi/vibesys

分析当前仓库 Pull Request 的失败 CI，基于完整日志和精确 PR diff 定位根因，区分代码问题、环境问题和不稳定问题。

PaddlePaddle/Paddle

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement.

K-Dense-AI/claude-scientific-writer

Optimize or review eager CPU-only Albucore PyTorch runtime paths with benchmark-backed decisions.

albumentations-team/albucore

Run the jax-gcm CI gates locally on Derecho when GitHub Actions minutes are exhausted or a pre-push check is wanted — lint, fast tests (90% coverage), slow tests (80% PR coverage) and a local Claude…

climate-analytics-lab/jax-gcm

Review ONNX Runtime pull requests, branches, commits, patches, and working-tree changes for actionable findings and missing tests.

microsoft/onnxruntime

Rigor Paper Context helper for README-first deep learning repo reproduction.

lllllllama/RigorPilot-Skills