GitHub
swarmclawai/swarmclaw
GitHub operations via gh CLI: issues, PRs, CI runs, code review, API queries.
Fix a GitHub issue on OpenPipe/ART and open a PR. An agent skill from OpenPipe/ART.
Install Fix Art Issues
$ npx skills add OpenPipe/ART --skill fix-art-issues -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenPipe/ART fix-art-issues --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/OpenPipe/ART.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/fix-art-issues .claude/skills/fix-art-issues && 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 "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .claude/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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/OpenPipe/ART/tree/main/.agents/skills/fix-art-issuesType 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 OpenPipe/ART --skill fix-art-issues -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenPipe/ART fix-art-issues --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenPipe/ART.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/fix-art-issues .agents/skills/fix-art-issues && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .agents/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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 OpenPipe/ART --skill fix-art-issues -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenPipe/ART fix-art-issues --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenPipe/ART.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/fix-art-issues .cursor/skills/fix-art-issues && 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 "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .cursor/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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/OpenPipe/ART.git --path .agents/skills/fix-art-issues--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 OpenPipe/ART --skill fix-art-issues -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenPipe/ART fix-art-issues --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenPipe/ART.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/fix-art-issues .gemini/skills/fix-art-issues && 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 "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .gemini/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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 OpenPipe/ART fix-art-issuesInstalls 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 OpenPipe/ART --skill fix-art-issues -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenPipe/ART.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/fix-art-issues .github/skills/fix-art-issues && 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 "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .github/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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 OpenPipe/ART --skill fix-art-issues -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenPipe/ART fix-art-issues --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenPipe/ART.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/fix-art-issues .opencode/skills/fix-art-issues && 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 "fix-art-issues" agent skill from https://github.com/OpenPipe/ART/tree/main/.agents/skills/fix-art-issues into .opencode/skills/fix-art-issues/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fix-art-issues", 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.
Facts
- Skill name
fix-art-issues- GitHub stars
- 11k
- Token cost
- ~840 tokens
- SKILL.md length
- 401 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Fix a GitHub issue on OpenPipe/ART and open a PR. An agent skill from OpenPipe/ART.
- Works in 5 steps: Read the Issue → Explore, Plan, Implement → Commit and Push → …
- The user asks to fix
- SKILL.md covers Workflow, Reference, Dependency Management Tips and Deploying a GPU Cluster, plus 1 more section
- Calls gh, uv and git; needs GITHUB_TOKEN
What it does
Fix Art Issues is an agent skill from OpenPipe/ART. Fix a GitHub issue on OpenPipe/ART and open a PR. Use when the user asks to fix, solve, or work on an ART issue, or references a GitHub issue URL containing "OpenPipe/ART". Triggers: "fix ART issue", "solve this issue" with an OpenPipe/ART URL, "work on ART N".
Its SKILL.md is about 840 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 Fine-tuning, Pull requests and Reinforcement learning. It works with GitHub, Qwen and Git. The repository describes itself as: Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama… The licence is Apache-2.0.
When your agent uses it
- The user asks to fix
- Work on an ART issue
- References a GitHub issue URL containing OpenPipe/ART
Example prompts
- “OpenPipe/ART”
- “fix ART issue”
- “solve this issue”
- “/fix-art-issues”
Requirements
- Python 3
- A credential in GITHUB_TOKEN
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 12162f2. 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:
ghuvgituvxsshpython
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh, uv, git, uvx and ssh, 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 these keys or tokens, usually read from environment variables:
GITHUB_TOKEN
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Fix Art Issues loads about 840 tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 401 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.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NoteMentions a .env fileSKILL.md:18
with the correct branch checked out and `.env` in place (handled by the system-level `fix-art-workspace` skill).
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
The full file from OpenPipe/ART at commit 12162f2, republished under its Apache-2.0 licence (© OpenPipe). 401 words, ~840 tokens.
Download SKILL.mdSave it as
.claude/skills/fix-art-issues/SKILL.md (or your agent's skills folder).- name
- fix-art-issues
- description
- Fix a GitHub issue on OpenPipe/ART and open a PR. Use when the user asks to fix, solve, or work on an ART issue, or references a GitHub issue URL containing "OpenPipe/ART". Triggers: "fix ART issue", "solve this issue" with an OpenPipe/ART URL, "work on ART #N".
Fix ART Issue
Fix a GitHub issue on OpenPipe/ART and open a PR.
- Repo:
OpenPipe/ART - Base branch:
main
Assumes the workspace is already set up with the correct branch checked out and .env in place (handled by the system-level fix-art-workspace skill).
Workflow
1. Read the Issue
gh issue view <number> --repo OpenPipe/ART --json title,body,labels,assignees,comments2. Explore, Plan, Implement
- Use the Explore agent to understand relevant code before making changes.
- Plan clearly, implement with minimal focused changes. No over-engineering.
3. Commit and Push
- Commit with a message that includes
Closes #<issue-number>. - Push the feature branch. If HTTPS push fails due to SAML SSO, set SSH remote:
git remote set-url origin git@github.com:OpenPipe/ART.git
4. Open a Draft PR
gh pr create --base main --draft.- PR body:
## Summary,Closes #<number>,## Changes,## Test plan.
5. Testing
- No test artifacts in the final PR: debug prints, test scripts, and temporary changes must NOT be committed.
- Update the PR's test plan section with detailed results.
- When testing passes, mark the PR as ready:
gh pr ready.
Reference
Read CONTRIBUTING.md at the repo root for guidance on code quality checks (prek), CI cache refresh, and the release process.
Dependency Management Tips
- Pin versions strictly (
==) for critical deps liketransformers,trl,unsloth,unsloth-zoo,vllmto avoid surprise breakage from new releases. - Don't loosen pins without reason: if a dep was
==X.Y.Z, keep it pinned unless there's a specific reason to change. Don't use>=just because it seems more flexible. uv runfails on macOS for backend deps (apex/torch need CUDA). This is expected — useuvx rufffor linting locally, test on GPU cluster.
Show full SKILL.md (145 more words)Show less
Deploying a GPU Cluster
Name the SkyPilot cluster after the branch name without the fix/ prefix, replacing / with - (SkyPilot doesn't allow slashes). For example, if the branch is fix/short-description:
uv run sky launch -c short-description skypilot-config.yaml -yTo connect: ssh short-description
To tear down when done: uv run sky down short-description
GPU Cluster Testing Tips
- Kill stale GPU processes before re-running tests:
nvidia-smi --query-compute-apps=pid --format=csv,noheader | xargs -r kill -9. Previous failed runs leave processes holding GPU memory. - Set
gpu_memory_utilizationin test scripts (e.g.0.7) — the default0.9is too high when Unsloth's training model is also loaded on the same GPU. - Redirect test output to a log file:
nohup python test.py > /tmp/output.log 2>&1 &thentail -f /tmp/output.log. SSH background tasks lose output when connection drops. - Git on cluster: SSH keys may not be configured. Use HTTPS with token:
git remote set-url origin https://${GITHUB_TOKEN}@github.com/OpenPipe/ART.git - Tear down clusters when done:
sky down <cluster-name> -y
$ARGUMENTS
© OpenPipe, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/fix-art-issues of OpenPipe/ART.
Open the folder on GitHubat commit 12162f2
Compare with similar skills
Fix Art Issues 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 |
|---|---|---|---|---|---|---|
| Fix Art Issues this skillOpenPipe/ART | 11k | — | ~840 | Automated safety check: Notes | Apache-2.0 | |
| GitHubswarmclawai/swarmclaw | 687 | — | ~820 | Automated safety check: Pass | MIT | |
| Contributor-First PR MergeHKUDS/OpenHarness | 16k | 1 repos | ~847 | Automated safety check: Pass | MIT | |
| Create Pull Requestcline/cline | 70k | 1 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Pull Request Title and Body Writeropeninterpreter/openinterpreter | 69k | 2 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| PR Review State Fetchprisma/orm | 48k | — | ~767 | Automated safety check: Pass | Apache-2.0 |
Similar skills
Contributor-First PR Merge
HKUDS/OpenHarness
Merges external GitHub pull requests while keeping the original author credited, and fixes conflicts after the merge instead of rewriting the contribution.
Create Pull Request
cline/cline
Opens a GitHub pull request from your current branch with the gh CLI, after reviewing the commits and diff and gathering the details the PR needs.
Pull Request Title and Body Writer
openinterpreter/openinterpreter
Rewrites the title and body of one or more pull requests with gh, leading with why the change was made, then what changed, and describing only the net result.
- Official
PR Review State Fetch
prisma/orm
Fetches a pull request's canonical review state as JSON, validates it, and renders markdown, a text summary and triage target files from it using bundled scripts.
- Official
Creating Description For Gh PR
redis/jedis
Generate a clear, concise GitHub PR title and description from the diff between two local git branches, and save it to prDescription.md in the repo root.
More from OpenPipe/ART
Related
Categories
Questions about Fix Art Issues
What does Fix Art Issues do?
Fix a GitHub issue on OpenPipe/ART and open a PR. An agent skill from OpenPipe/ART. Fix Art Issues is an agent skill from OpenPipe/ART. Fix a GitHub issue on OpenPipe/ART and open a PR.
When should I use Fix Art Issues?
Fix Art Issues fits situations like: the user asks to fix; work on an ART issue; references a GitHub issue URL containing OpenPipe/ART.
How do I install Fix Art Issues in Claude Code?
Run `npx skills add OpenPipe/ART --skill fix-art-issues -a claude-code`. Or copy the skill folder (.agents/skills/fix-art-issues in OpenPipe/ART) into .claude/skills/fix-art-issues in your project. Claude Code loads it when a task matches its description.
How do I install Fix Art Issues in Codex?
Run `npx skills add OpenPipe/ART --skill fix-art-issues -a codex`. Or copy the skill folder (.agents/skills/fix-art-issues in OpenPipe/ART) into .agents/skills/fix-art-issues in your project. Codex loads it when a task matches its description.
Can I use Fix Art Issues 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 OpenPipe/ART --skill fix-art-issues -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fix-art-issues, .gemini/skills/fix-art-issues, .github/skills/fix-art-issues and .opencode/skills/fix-art-issues in your project.
What does Fix Art Issues need to run?
Going by SKILL.md and its folder, Fix Art Issues needs the command-line tools its instructions call (gh, uv, git, uvx, ssh and python) and credentials named GITHUB_TOKEN. Our summary lists: Python 3; A credential in GITHUB_TOKEN.
Does Fix Art Issues access the network?
SKILL.md contains no URLs. Its commands use gh, uv, git, uvx and ssh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Fix Art Issues safe to install?
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Fix Art Issues use?
Fix Art Issues is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Fix Art Issues use?
About 840 tokens (SKILL.md is roughly 3.4k 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 Fix Art Issues?
Skills that share tags, products or a category with Fix Art Issues: GitHub (swarmclawai/swarmclaw, 687 stars), Contributor-First PR Merge (HKUDS/OpenHarness, 16k stars), Create Pull Request (cline/cline, 70k stars) and Pull Request Title and Body Writer (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Fix Art Issues?
OpenPipe (a GitHub organization) maintains it in OpenPipe/ART, which has 10,786 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 5, 2026.
Source: OpenPipe/ART on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.