CLIP Image-Text Matching
Orchestra-Research/AI-Research-SKILLs
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.
Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].
$ npx skills add pytorch/pytorch --skill ghstack-ci -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pytorch/pytorch ghstack-ci --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/ghstack-ci .claude/skills/ghstack-ci && 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 "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .claude/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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/ghstack-ciType 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 ghstack-ci -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pytorch/pytorch ghstack-ci --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/ghstack-ci .agents/skills/ghstack-ci && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .agents/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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 ghstack-ci -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pytorch/pytorch ghstack-ci --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/ghstack-ci .cursor/skills/ghstack-ci && 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 "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .cursor/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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/ghstack-ci--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 ghstack-ci -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pytorch/pytorch ghstack-ci --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/ghstack-ci .gemini/skills/ghstack-ci && 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 "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .gemini/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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 ghstack-ciInstalls 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 ghstack-ci -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/ghstack-ci .github/skills/ghstack-ci && 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 "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .github/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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 ghstack-ci -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 ghstack-ci --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/ghstack-ci .opencode/skills/ghstack-ci && 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 "ghstack-ci" agent skill from https://github.com/pytorch/pytorch/tree/main/.agents/skills/ghstack-ci into .opencode/skills/ghstack-ci/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ghstack-ci", 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.
ghstack-ciManage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].
Ghstack CI is an agent skill from pytorch/pytorch. Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci]. Use when creating, submitting, updating, restacking, or landing a stack of PRs.
Its SKILL.md is about 1.4k 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. It works with PyTorch. The repository describes itself as: Tensors and Dynamic neural networks in Python with strong GPU acceleration.
4 steps, taken from the first numbered list 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.
Shell commands in SKILL.md call:
ghFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh, 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.
Ghstack CI loads about 1.4k tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 815 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 815 words (~1,429 tokens).
“Keep CI usage low by running it where the results can guide the current work. Explicitly mark deferred PRs with the [no-ci] title prefix, and remove it when their results become useful. Follow explicit user CI preferences.”
Just SKILL.md in .agents/skills/ghstack-ci of pytorch/pytorch.
Open the folder on GitHubat commit 84af535
Ghstack CI 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 |
|---|---|---|---|---|---|---|
| Ghstack CI this skillpytorch/pytorch | 104k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Add Torch Shapes Examplefacebook/pyrefly | 7.1k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Interview Cheatsheetwanshuiyin/ARIS-in-AI-Offer | 574 | 1 repos | ~3.4k | Automated safety check: Notes | MIT | |
| MUSA GPU Training Optimizeropen-infra-skills/infra-skills | 141 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Depth EstimationSharpAI/DeepCamera | 3.1k | — | ~945 | Automated safety check: Pass | MIT |
Orchestra-Research/AI-Research-SKILLs
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.
facebook/pyrefly
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.
wanshuiyin/ARIS-in-AI-Offer
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).
open-infra-skills/infra-skills
Profiles, benchmarks and tunes AI training workloads on Moore Threads MUSA GPUs with a measurement-first process that keeps model behavior unchanged.
SharpAI/DeepCamera
Real-time depth map privacy transforms using Depth Anything v2 (CoreML + PyTorch)
facebook/pyrefly
Port a PyTorch model to use pyrefly's tensor shape type system (Tensor[[B, C, H, W]], Int[T]).
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
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…
Works with
Categories
Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci]. Ghstack CI is an agent skill from pytorch/pytorch. Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].
Ghstack CI fits situations like: landing a stack of PRs; tasks that involve Deep learning.
Run `npx skills add pytorch/pytorch --skill ghstack-ci -a claude-code`. Or copy the skill folder (.agents/skills/ghstack-ci in pytorch/pytorch) into .claude/skills/ghstack-ci in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pytorch/pytorch --skill ghstack-ci -a codex`. Or copy the skill folder (.agents/skills/ghstack-ci in pytorch/pytorch) into .agents/skills/ghstack-ci 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 ghstack-ci -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ghstack-ci, .gemini/skills/ghstack-ci, .github/skills/ghstack-ci and .opencode/skills/ghstack-ci in your project.
Going by SKILL.md and its folder, Ghstack CI needs the command-line tools its instructions call (gh).
SKILL.md contains no URLs. Its commands use gh, 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.
Ghstack CI has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.4k tokens (SKILL.md is roughly 5.7k 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 Ghstack CI: CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Add Torch Shapes Example (facebook/pyrefly, 7.1k stars), Interview Cheatsheet (wanshuiyin/ARIS-in-AI-Offer, 574 stars) and MUSA GPU Training Optimizer (open-infra-skills/infra-skills, 141 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.