Topic · AI & LLM Engineering

Best deep learning skills for Claude Code, Codex and other agents.

Skills that train and debug neural networks with modern deep-learning frameworks.
skills
408
official
35

Deep learning skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Deep learning skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.

pytorch/pytorch104k2 repos~2.3kAutomated safety check: PassUnknowntoday
2

Write docstrings for PyTorch functions and methods following PyTorch conventions.

pytorch/pytorch104k2 repos~2.6kAutomated safety check: PassUnknowntoday
3

Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.

Orchestra-Research/AI-Research-SKILLs13k9 repos~3.3kAutomated safety check: PassMIT3 mo ago
4

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

pytorch/pytorch104k1 repo~1.7kAutomated safety check: PassUnknowntoday
5

Add a new ONNX operator or update an existing operator to a new opset version.

onnx/onnx22k—~1.2kAutomated safety check: PassApache-2.0today
6

Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.

Orchestra-Research/AI-Research-SKILLs13k8 repos~1.7kAutomated safety check: PassMIT3 mo ago
7

A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.

PaddlePaddle/Paddle24k—~1kAutomated safety check: PassApache-2.07 days ago
8

A skill your agent uses when working with Paddle 3.0 compiler full pipeline: SOT (Symbolic Opcode Translator) for bytecode-level dy2st graph capture, PIR (Paddle IR) for SSA-based intermediate…

PaddlePaddle/Paddle24k—~3.6kAutomated safety check: PassApache-2.07 days ago
9

Add a function body definition to an ONNX operator, defining how it decomposes into simpler ops.

onnx/onnx22k—~1.1kAutomated safety check: PassApache-2.0today
10

Query PyTorch CI, GitHub Actions, HUD, Grafana, and infrastructure metrics.

pytorch/pytorch104k—~1.1kAutomated safety check: PassUnknowntoday
11

A skill your agent uses when working with Paddle's distributed training system: understanding parallelism strategies (DP, ZeRO, TP, PP, SP), semi-automatic parallel with ProcessMesh + shardtensor…

PaddlePaddle/Paddle24k—~660Automated safety check: PassApache-2.07 days ago
12

Add or update type and shape inference for an ONNX operator.

onnx/onnx22k—~1.3kAutomated safety check: PassApache-2.0today
13

Explains machine learning, LLMs, AI agents and speech modeling in a Hung-Yi Lee-inspired teaching style, drawing on a knowledge base built from his lectures and research references.

voidful/hung-yi-lee-skill1.3k—~13kAutomated safety check: PassNo licence1 mo ago
14

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

spacering-net/codeg3.8k11 repos~5.9kAutomated safety check: NotesMITtoday
15

A skill your agent uses when adding a new PyTorch model to Pyrefly's shape-tracking example corpus under tensor-shapes/pyrefly-torch-stubs/examples — i.e.

facebook/pyrefly7.1k—~1.3kAutomated safety check: PassMITtoday
16

Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus

ruvnet/agentic-flow8165 repos~4.1kAutomated safety check: PassNo licence21 days ago
17

Choose 32-bit vs 64-bit index math in PyTorch CUDA kernels. An agent skill from pytorch/pytorch.

pytorch/pytorch104k—~1.6kAutomated safety check: PassUnknowntoday
18

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

lllllllama/RigorPilot-Skills4971 repo~1.8kAutomated safety check: PassMIT14 days ago
19

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

areal-project/AReaL5.8k1 repo~1.6kAutomated safety check: PassApache-2.04 days ago
20

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/Paddle24k—~562Automated safety check: PassApache-2.07 days ago
21

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

onnx/onnx22k—~1.3kAutomated safety check: PassApache-2.0today
22

Run Pyrefly benchmarks locally via Buck or Cargo, including PyTorch real-world LSP benchmarks.

facebook/pyrefly7.1k—~1.8kAutomated safety check: PassMITtoday
23

Document undocumented public APIs in PyTorch by removing functions from coverageignorefunctions and coverageignoreclasses in docs/source/conf.py, running Sphinx coverage, and adding the appropriate…

pytorch/pytorch104k—~4.2kAutomated safety check: PassUnknowntoday
24

Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab).

wanshuiyin/ARIS-in-AI-Offer5741 repo~3.4kAutomated safety check: NotesMITyesterday
25

Rigor Improve / Rigor Explore run leaf skill for bounded exploratory evidence in deep learning research repositories.

lllllllama/RigorPilot-Skills4972 repos~833Automated safety check: PassMIT14 days ago
26

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/Paddle24k—~656Automated safety check: PassApache-2.07 days ago
27

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-debugging1.7k—~6.1kAutomated safety check: NotesCC-BY-SA-4.0yesterday
28

Develops production-ready Triton kernels for Liger Kernel. An agent skill from linkedin/Liger-Kernel.

linkedin/Liger-Kernel6.6k—~799Automated safety check: PassBSD-2-Clausetoday
29

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

pytorch/executorch5.1k—~2.3kAutomated safety check: NotesUnknowntoday
30

Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree.

pytorch/pytorch104k—~2.3kAutomated safety check: PassUnknowntoday
31

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

lllllllama/RigorPilot-Skills4972 repos~691Automated safety check: PassMIT14 days ago
32

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-webui1.3k—~4.8kAutomated safety check: PassApache-2.02 days ago
33

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

pytorch/executorch5.1k—~872Automated safety check: PassUnknowntoday
34

Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].

pytorch/pytorch104k—~1.4kAutomated safety check: PassUnknowntoday
35

Profiles, benchmarks and tunes AI training workloads on Moore Threads MUSA GPUs with a measurement-first process that keeps model behavior unchanged.

open-infra-skills/infra-skills141—~1.7kAutomated safety check: PassApache-2.02 mo ago
36

Profile AI inference workloads (vLLM, SGLang, TensorRT-LLM, PyTorch, any GPU application) with the Graphsignal profiler and read the results from its local /signals JSON endpoint.

graphsignal/graphsignal257—~6.2kAutomated safety check: PassApache-2.09 days ago
37

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/VeOmni2.2k—~2.8kAutomated safety check: PassApache-2.07 days ago
38

Rigor Train skill for deep learning research repositories. An agent skill from lllllllama/RigorPilot-Skills.

lllllllama/RigorPilot-Skills4972 repos~633Automated safety check: PassMIT14 days ago
39

Real-time depth map privacy transforms using Depth Anything v2 (CoreML + PyTorch)

SharpAI/DeepCamera3.1k—~945Automated safety check: PassMIT20 days ago
40

Scaffold a brand-new Comet example in this repo from the canonical template under templates/integration-example/.

comet-ml/comet-examples175—~1kAutomated safety check: PassNo licence1 mo ago
41

MLX Swift - High-performance ML framework for Apple Silicon with lazy evaluation, automatic differentiation, and unified memory

kellyvv/PhoneClaw1.3k—~2.8kAutomated safety check: PassApache-2.02 mo ago
42

Preflight checks and diagnosis for ten known failure modes of ML training on NVIDIA DGX Spark's GB10, spanning launch errors, memory, thermals, bandwidth and precision.

wshobson/agents40k1 repo~2kAutomated safety check: PassMIT2 days ago
43

在 Paddle 代码库中定位问题并输出高质量调试报告的专用技能。当遇到以下场景时优先使用:(1) Paddle 框架 bug 调试,(2) 算子实现问题排查,(3) 训练脚本异常诊断,(4) 分布式训练故障定位,(5) CUDA/GPU 相关错误处理,(6) 需要生成结构化调试报告。

PaddlePaddle/Paddle24k—~1.4kAutomated safety check: PassApache-2.07 days ago
44

Port a PyTorch model to use pyrefly's tensor shape type system (Tensor[[B, C, H, W]], Int[T]).

facebook/pyrefly7.1k—~13kAutomated safety check: PassMITtoday
45

Answers ExecuTorch questions from a local wiki on backends, export pitfalls, quantization recipes, runtime errors and SoC compatibility.

pytorch/executorch5.1k—~1.3kAutomated safety check: PassUnknowntoday
46

Write Metal/MPS kernels for PyTorch operators. An agent skill from pytorch/pytorch.

pytorch/pytorch104k—~4.9kAutomated safety check: PassUnknowntoday
47

Ensures new Attention Gym eager, Triton, CuTeDSL, and external-library implementations are torch.compile-friendly and correctly registered.

meta-pytorch/attention-gym1.3k—~6.4kAutomated safety check: PassBSD-3-Clauseyesterday
48

Routes agents to the right tangermeme reference for analyzing trained genomic deep learning models, from attributions and motif experiments to variant effects and design.

jmschrei/tangermeme311—~1.6kAutomated safety check: PassMITtoday

Questions, answered from the data.

What is the best deep learning skill?

Add Uint Support from pytorch/pytorch ranks first of the 408 deep learning skills listed here, with the highest score: its repository has 104k GitHub stars, 2 other GitHub owners carry a copy, its SKILL.md loads about 2.3k tokens and it passes the automated safety check with no findings. Next come Docstring and Segment Anything Model Guide.

Which deep learning skills are official?

35 of the 408 deep learning skills are official, published by the vendor's own GitHub organization: Add Torch Shapes Example, Benchmark Pyrefly, Add Shape Types To Torch Model, Megatron GPT to Hybrid Migration, Eks Best Practices and 30 more.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.