Ascendc
ascend-ai-coding/awesome-ascend-skills
End-to-end AscendC custom operator development for Ascend NPU in an ascend-kernel (csrc/ops + build.sh + torchnpu PyTorch custom op) project.
Write docstrings for PyTorch functions and methods following PyTorch conventions.
$ npx skills add pytorch/pytorch --skill docstring -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pytorch/pytorch docstring --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/docstring .claude/skills/docstring && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .claude/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstringType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add pytorch/pytorch --skill docstring -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pytorch/pytorch docstring --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/docstring .agents/skills/docstring && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .agents/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add pytorch/pytorch --skill docstring -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pytorch/pytorch docstring --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/docstring .cursor/skills/docstring && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .cursor/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/pytorch/pytorch.git --path .agents/skills/docstring--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add pytorch/pytorch --skill docstring -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pytorch/pytorch docstring --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/docstring .gemini/skills/docstring && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .gemini/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install pytorch/pytorch docstringInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add pytorch/pytorch --skill docstring -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/docstring .github/skills/docstring && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .github/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add pytorch/pytorch --skill docstring -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pytorch/pytorch docstring --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/pytorch.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/docstring .opencode/skills/docstring && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "docstring" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/docstring into .opencode/skills/docstring/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
docstringWrite docstrings for PyTorch functions and methods following PyTorch conventions.
Docstring is an agent skill from pytorch/pytorch. Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Technical documentation and Deep learning. It works with PyTorch. The repository describes itself as: Tensors and Dynamic neural networks in Python with strong GPU acceleration.
10 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 84af535. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
arxiv.orgFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Docstring loads about 2.6k tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 567 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 567 words (~2,555 tokens).
“This skill describes how to write docstrings for functions and methods in the PyTorch project, following the conventions in torch/_tensor_docs.py and torch/nn/functional.py.”
Just SKILL.md in .agents/skills/docstring of pytorch/pytorch.
Open the folder on GitHubat commit 84af535
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in pytorch/pytorch, which our catalogue first saw on October 7, 2026.
Docstring next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Docstring this skillpytorch/pytorch | 104k | 2 repos | ~2.6k | Automated safety check: Pass | Custom licence | |
| Ascendcascend-ai-coding/awesome-ascend-skills | 174 | — | ~3.5k | Automated safety check: Pass | None | |
| AI Research Reproductionlllllllama/RigorPilot-Skills | 497 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| ExecuTorch Cortex-M Backendpytorch/executorch | 5.1k | — | ~872 | Automated safety check: Pass | Custom licence | |
| Qualcomm QNN Backend Developmentpytorch/executorch | 5.1k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Formattingbrendanhasz/probflow | 175 | — | ~381 | Automated safety check: Pass | MIT |
ascend-ai-coding/awesome-ascend-skills
End-to-end AscendC custom operator development for Ascend NPU in an ascend-kernel (csrc/ops + build.sh + torchnpu PyTorch custom op) project.
lllllllama/RigorPilot-Skills
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.
pytorch/executorch
Developer guide for the Cortex-M (CMSIS-NN) backend in ExecuTorch: quantization pipeline, pass manager, tests and adding new ops.
pytorch/executorch
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.
brendanhasz/probflow
Ensure consistent code formatting using the uv package manager and pre-commit.
intel/torch-xpu-ops
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…
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
pytorch/pytorch
Query PyTorch CI, GitHub Actions, HUD, Grafana, and infrastructure metrics.
pytorch/pytorch
Choose 32-bit vs 64-bit index math in PyTorch CUDA kernels. An agent skill from pytorch/pytorch.
pytorch/pytorch
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/pytorch
Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree.
Works with
Categories
Write docstrings for PyTorch functions and methods following PyTorch conventions. Docstring is an agent skill from pytorch/pytorch. Write docstrings for PyTorch functions and methods following PyTorch conventions.
Docstring fits situations like: updating docstrings in PyTorch code; tasks that involve Technical documentation; tasks that involve Deep learning.
Run `npx skills add pytorch/pytorch --skill docstring -a claude-code`. Or copy the skill folder (.agents/skills/docstring in pytorch/pytorch) into .claude/skills/docstring in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pytorch/pytorch --skill docstring -a codex`. Or copy the skill folder (.agents/skills/docstring in pytorch/pytorch) into .agents/skills/docstring in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pytorch/pytorch --skill docstring -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/docstring, .gemini/skills/docstring, .github/skills/docstring and .opencode/skills/docstring in your project.
SKILL.md names no scripts, command-line tools or credentials: Docstring is instructions for the agent only. Our summary lists: Python 3.
SKILL.md names 1 domain. In commands or code: arxiv.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Docstring has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Docstring: Ascendc (ascend-ai-coding/awesome-ascend-skills, 174 stars), AI Research Reproduction (lllllllama/RigorPilot-Skills, 497 stars), ExecuTorch Cortex-M Backend (pytorch/executorch, 5.1k stars) and Qualcomm QNN Backend Development (pytorch/executorch, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
pytorch (a GitHub organization) maintains it in pytorch/pytorch, which has 103,819 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 7, 2026.
Source: pytorch/pytorch on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.