Agent skill

Ghstack CI

by pytorch in pytorch/pytorch

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

Custom licenceAuto-check passedAI & LLM Engineering

Install Ghstack CI

skills CLI
$ npx skills add pytorch/pytorch --skill ghstack-ci -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install pytorch/pytorch ghstack-ci --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-src

Use ~/.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/

Facts

Skill name
ghstack-ci
GitHub stars
104k
Token cost
~1.4k tokens
SKILL.md length
815 words
Files
1
Skills in repo
16
Repo updated
First seen
Licence
Custom licence

At a glance

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

  • Works in 4 steps: Identify the full stack in dependency… → Choose PRs whose results are useful now.… → Before creating new PRs with ghstack,… → …
  • Landing a stack of PRs
  • SKILL.md covers Choosing where to run CI, Submitting or updating a stack, Enabling CI and advancing the… and Before landing
  • Calls gh

What it does

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.

When your agent uses it

  • Landing a stack of PRs
  • Tasks that involve Deep learning

Example prompts

  • “/ghstack-ci”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Identify the full stack in dependency order, from bottom to top, including
  2. Choose PRs whose results are useful now. Prefix the other titles with
  3. Before creating new PRs with ghstack, put the prefix in the commit
  4. For existing PRs, add or remove the prefix in both the live PR title

What it can do on your machine

Read from SKILL.md and the folder at commit 84af535. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Shell commands in SKILL.md call:

    • gh

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    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.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

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.

Always · name and description, kept in context so the agent knows when to use it
~53
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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.

Safety

Auto-check passed

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.

SKILL.md

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.”

— opening of SKILL.md by pytorch, Custom licence
name
ghstack-ci

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .agents/skills/ghstack-ci of pytorch/pytorch.

Open the folder on GitHubat commit 84af535

Compare with similar skills

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.

Ghstack CI compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ghstack CI this skillpytorch/pytorch104k—~1.4kAutomated safety check: PassCustom licence
CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs13k8 repos~1.7kAutomated safety check: PassMIT
Add Torch Shapes Examplefacebook/pyrefly7.1k—~1.3kAutomated safety check: PassMIT
Interview Cheatsheetwanshuiyin/ARIS-in-AI-Offer5741 repos~3.4kAutomated safety check: NotesMIT
MUSA GPU Training Optimizeropen-infra-skills/infra-skills141—~1.7kAutomated safety check: PassApache-2.0
Depth EstimationSharpAI/DeepCamera3.1k—~945Automated safety check: PassMIT

Similar skills

  • 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.

    13k GitHub starsUsed in 8 repos~1.7k tokens
    AI & LLM EngineeringAuto-check passed
  • Add Torch Shapes Example

    facebook/pyrefly

    Official

    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.

    7.1k GitHub stars~1.3k tokensUpdated today
    AI & LLM EngineeringAuto-check passed
  • Interview Cheatsheet

    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).

    574 GitHub starsUsed in 1 repo~3.4k tokens
    AI & LLM EngineeringAuto-check: notes
  • MUSA GPU Training Optimizer

    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.

    141 GitHub stars~1.7k tokensUpdated 2 mo ago
    AI & LLM EngineeringAuto-check passed
  • Depth Estimation

    SharpAI/DeepCamera

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

    3.1k GitHub stars~945 tokensUpdated 20 days ago
    AI & LLM EngineeringAuto-check passed
  • Official

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

    7.1k GitHub stars~13k tokensUpdated today
    AI & LLM EngineeringAuto-check passed

More from pytorch/pytorch

All 16 skills in this repo
  • Add Uint Support

    pytorch/pytorch

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

    104k GitHub starsUsed in 2 repos~2.3k tokens
    Auto-check passed
  • Docstring

    pytorch/pytorch

    Write docstrings for PyTorch functions and methods following PyTorch conventions.

    104k GitHub starsUsed in 2 repos~2.6k tokens
    Auto-check passed
  • Aoti Debug

    pytorch/pytorch

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

    104k GitHub starsUsed in 1 repo~1.7k tokens
    Auto-check passed
  • CI Metrics

    pytorch/pytorch

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

    104k GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Cuda Index Width

    pytorch/pytorch

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

    104k GitHub stars~1.6k tokensUpdated today
    Auto-check passed
  • Document Public APIs

    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…

    104k GitHub stars~4.2k tokensUpdated today
    Auto-check passed

Works with

Questions about Ghstack CI

What does Ghstack CI do?

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].

When should I use Ghstack CI?

Ghstack CI fits situations like: landing a stack of PRs; tasks that involve Deep learning.

How do I install Ghstack CI in Claude Code?

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.

How do I install Ghstack CI in Codex?

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.

Can I use Ghstack CI in Cursor, Gemini CLI or GitHub Copilot?

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.

What does Ghstack CI need to run?

Going by SKILL.md and its folder, Ghstack CI needs the command-line tools its instructions call (gh).

Does Ghstack CI access the network?

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.

Is Ghstack CI safe to install?

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.

What licence does Ghstack CI use?

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.

How many tokens does Ghstack CI use?

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.

What are the alternatives to Ghstack CI?

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.

Who maintains Ghstack CI?

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.