Benchmark Pyrefly
facebook/pyrefly
Run Pyrefly benchmarks locally via Buck or Cargo, including PyTorch real-world LSP benchmarks.
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…
$ npx skills add pytorch/pytorch --skill document-public-apis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pytorch/pytorch document-public-apis --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/document-public-apis .claude/skills/document-public-apis && 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 "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .claude/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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/document-public-apisType 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 document-public-apis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pytorch/pytorch document-public-apis --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/document-public-apis .agents/skills/document-public-apis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .agents/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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 document-public-apis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pytorch/pytorch document-public-apis --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/document-public-apis .cursor/skills/document-public-apis && 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 "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .cursor/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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/document-public-apis--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 document-public-apis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pytorch/pytorch document-public-apis --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/document-public-apis .gemini/skills/document-public-apis && 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 "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .gemini/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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 document-public-apisInstalls 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 document-public-apis -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/document-public-apis .github/skills/document-public-apis && 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 "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .github/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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 document-public-apis -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 document-public-apis --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/document-public-apis .opencode/skills/document-public-apis && 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 "document-public-apis" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/document-public-apis into .opencode/skills/document-public-apis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "document-public-apis", 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.
document-public-apisDocument undocumented public APIs in PyTorch by removing functions from coverageignorefunctions and coverageignoreclasses in docs/source/conf.py, running Sphinx coverage, and adding the appropriate…
Document Public APIs is an agent skill from 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 autodoc directives to the correct .md or .rst doc files. Use when a user asks to remove functions from conf.py ignore lists.
Its SKILL.md is about 4.2k 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 Deep learning and Technical documentation. It works with PyTorch and Python. The repository describes itself as: Tensors and Dynamic neural networks in Python with strong GPU acceleration.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit aa0dab7. 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.
Shell commands in SKILL.md call:
makepythonpipFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From 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.
Document Public APIs loads about 4.2k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 1,814 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 1,814 words (~4,159 tokens).
“This skill documents undocumented public APIs in PyTorch by removing entries from the coverage ignore lists in docs/source/conf.py and adding Sphinx autodoc directives (e.g., autosummary, currentmodule, autoclass, automodule) to the corresponding .md or .rst doc source files in docs/source/.”
Just SKILL.md in .agents/skills/document-public-apis of pytorch/pytorch.
Open the folder on GitHubat commit aa0dab7
Document Public APIs 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 |
|---|---|---|---|---|---|---|
| Document Public APIs this skillpytorch/pytorch | 104k | — | ~4.2k | Automated safety check: Pass | Custom licence | |
| Benchmark Pyreflyfacebook/pyrefly | 7.1k | — | ~1.8k | Automated safety check: Pass | MIT | |
| ExecuTorch Cortex-M Backendpytorch/executorch | 5.1k | — | ~872 | Automated safety check: Pass | Custom licence | |
| PyTorch Lightning TrainingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Ako4allTongmingLAIC/AKO4ALL | 369 | — | ~4k | Automated safety check: Pass | MIT | |
| Homepage Generatorwanshuiyin/ARIS-in-AI-Offer | 580 | — | ~4.8k | Automated safety check: Notes | MIT |
facebook/pyrefly
Run Pyrefly benchmarks locally via Buck or Cargo, including PyTorch real-world LSP benchmarks.
pytorch/executorch
Developer guide for the Cortex-M (CMSIS-NN) backend in ExecuTorch: quantization pipeline, pass manager, tests and adding new ops.
Orchestra-Research/AI-Research-SKILLs
Shows how to organize PyTorch training with Lightning's LightningModule and Trainer, covering validation, DDP, callbacks and learning-rate scheduling.
TongmingLAIC/AKO4ALL
Drive an agentic loop that iteratively optimizes a GPU kernel for maximum speedup.
wanshuiyin/ARIS-in-AI-Offer
Generate a fact-checked academic personal homepage from a CV, optionally augmented by an existing manual homepage and an assets directory.
PaddlePaddle/Paddle
PaddlePaddle (飞桨) C++ 算子开发指南。提供从 YAML 配置、InferMeta 函数、Kernel 实现、Python API 封装、单元测试到编译验证的完整算子开发流程指导。在以下场景使用此 skill:(1) 为 Paddle 框架新增 C++ 算子 (2) 修改或调试已有 Paddle 算子 (3) 编写算子的 YAML…
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
pytorch/pytorch
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
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
Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree.
Categories
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…. Document Public APIs is an agent skill from pytorch/pytorch.rst doc files.
Document Public APIs fits situations like: A user asks to remove functions from conf.py ignore lists; tasks that involve Deep learning; tasks that involve Technical documentation.
Run `npx skills add pytorch/pytorch --skill document-public-apis -a claude-code`. Or copy the skill folder (.agents/skills/document-public-apis in pytorch/pytorch) into .claude/skills/document-public-apis in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pytorch/pytorch --skill document-public-apis -a codex`. Or copy the skill folder (.agents/skills/document-public-apis in pytorch/pytorch) into .agents/skills/document-public-apis 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 document-public-apis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/document-public-apis, .gemini/skills/document-public-apis, .github/skills/document-public-apis and .opencode/skills/document-public-apis in your project.
Going by SKILL.md and its folder, Document Public APIs needs the command-line tools its instructions call (make, python and pip). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. 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.
Document Public APIs has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 4.2k tokens (SKILL.md is roughly 17k 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 Document Public APIs: Benchmark Pyrefly (facebook/pyrefly, 7.1k stars), ExecuTorch Cortex-M Backend (pytorch/executorch, 5.1k stars), PyTorch Lightning Training (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Ako4all (TongmingLAIC/AKO4ALL, 369 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 103,867 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 8, 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.