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refactor:pytorch

refactor:pytorch is a skill for Claude Code from SnakeO/claude-debug-and-refactor-skills-plugin. It costs 104 tokens per session (5,637 once invoked), scanned A, original, no licence file.

A code-refactoring guide for PyTorch, a Python library used to build and train machine-learning models. It focuses on making code easier to maintain and applies stated PyTorch 2.x patterns, including compilation and mixed-precision training.

In plain words
What is it for?
Use it to restructure PyTorch projects, split code into clearer components, reduce duplication, and apply relevant PyTorch 2.x practices.
Why use it?
It helps clean up repeated code, oversized functions, deep nesting, and unclear responsibilities without changing the work into a different framework.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the debug-and-refactor plugin — 45 skills shipped together

not rated 9repo 9mo ago A scan 104 tokens no licence

Good fit Use it to restructure PyTorch projects, split code into clearer components, reduce duplication, and apply relevant PyTorch 2.x practices.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch
View source ↗ SnakeO/claude-debug-and-refactor-skills-plugin
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add SnakeO/claude-debug-and-refactor-skills-plugin --skill refactor-pytorch
Clone the repo
git clone --depth 1 https://github.com/SnakeO/claude-debug-and-refactor-skills-plugin

Made for: Claude Code.

Or install debug-and-refactor, the plugin that ships this one along with the rest of its 45 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for refactor:pytorch

README.md
[![agentmods](https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch/github.svg)](https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch)
Your own site
<a href="https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch"><img src="https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for refactor:pytorch

Your own site · 80×15
<a href="https://agentmods.dev/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch"><img src="https://agentmods.dev/badge/skills/snakeo/claude-debug-and-refactor-skills-plugin/refactor-pytorch.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 104 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,637 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00104 $0.05637
Opus 5.5 $0.00042 $0.02255
Sonnet 5.5 $0.00021 $0.01127
Haiku 4.5 $0.00010 $0.00564

Measured 2mo ago against content hash fcebb14b5a7e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

refactor:pytorch scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/debug-and-refactor/skills/refactor-pytorch/SKILL.md · 824 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 824 lines · 104 tokens per session scan A fcebb14b5a7e

Subscribe to this mod's changes

refactor:pytorch is a skill published in the GitHub repository SnakeO/claude-debug-and-refactor-skills-plugin (9 stars, last pushed 9mo ago), with no licence file. It adds 104 tokens to every session and 5,637 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Code reviewData and AI
Related

refactor:pytorch compared with skills from other repositories

refactor:pytorch next to 6 skills from other repositories
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refactor:pytorchSnakeO/claude-debug-and-refactor-skills-pluginSkill99mo agononeA104Claude Code
huggingface-llm-trainerwaybarrios/opencode-power-packSkill5514d agoMITA65Claude Code
huggingface-vision-trainerwaybarrios/opencode-power-packSkill5514d agoMITA48Claude Code
submit-github-prNVIDIA/TensorRT-Model-ConnectSkill289todayApache-2.0A58Codex
huggingface-bestwaybarrios/opencode-power-packSkill5514d agoMITA49Claude Code
rag-code-reviewlyonzin/knowledge-ragSkill301todayMITA83Claude Code, Codex
council-reviewalinaqi/maggySkill71124d agoMITA28Claude Code