{"slug":"swanhubx-pytrio-skill","name":"Pytrio Skill","description":"A packaged SKILL.md that teaches AI coding agents to write correct PyTRIO remote LLM training and inference code, with examples for SFT, GRPO, DPO, and more.","long_description":"
\n\n---\n\n## 安装\n\n推荐使用全局安装方式：\n\n```bash\nnpx skills add SwanHubX/pytrio-skill -g -y\n```\n\n也可以在 ModelScope 查看 skill 页面：https://www.modelscope.cn/skills/SwanLab/pytrio-skill/summary\n\n> 注：`-g` 表示安装到当前用户级别，`-y` 表示跳过交互确认。这个方式不会把 skill 写进当前项目目录；它只会把 skill 下载到用户目录下的 `.agents/skills`，再为 Claude Code、Codex 等支持 Agent Skills 的 CLI 创建软链接。同一","tagline":"Agent Skill for PyTRIO — teach AI coding agents to write correct remote LLM training & inference code","category":"coding-agents","tags":["pytrio","llm-training","agent-skill","claude-code","codex"],"author":"SwanHubX","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"SwanHubX/pytrio-skill","creatorName":"SwanHubX","creatorUrl":"https://github.com/SwanHubX","sourceUrl":"https://github.com/SwanHubX/pytrio-skill","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/swanhubx-pytrio-skill#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":17,"forks":0,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":43.54},"quality":{"score":70,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"17","tone":"neutral"},{"label":"Freshness","value":"12d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal"]},"trust":{"version":"trust-score-v5","score":67,"base_score":75,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":75,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":67,"base_score":75,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["67/100 Trust Score v5","75/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"17 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"17 stars, 0 forks; 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A packaged SKILL.md that teaches AI coding agents to write correct PyTRIO remote LLM training and inference code, with examples for SFT, GRPO, DPO, and more. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"swanhubx-pytrio-skill\",\"task\":\"Install Pytrio Skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Pytrio Skill\" as a Claude Code skill from https://github.com/SwanHubX/pytrio-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A packaged SKILL.md that teaches AI coding agents to write correct PyTRIO remote LLM training and inference code, with examples for SFT, GRPO, DPO, and more. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"swanhubx-pytrio-skill\",\"task\":\"Install Pytrio Skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Pytrio Skill\" from https://github.com/SwanHubX/pytrio-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A packaged SKILL.md that teaches AI coding agents to write correct PyTRIO remote LLM training and inference code, with examples for SFT, GRPO, DPO, and more. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"swanhubx-pytrio-skill\",\"task\":\"Install Pytrio Skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/SwanHubX/pytrio-skill","github_repo":"SwanHubX/pytrio-skill","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/swanhubx-pytrio-skill","repository":"https://github.com/SwanHubX/pytrio-skill","api":"/api/agent/skills/swanhubx-pytrio-skill","install_api":"/api/skills/swanhubx-pytrio-skill/install"},"meta":{"created_at":"2026-08-11T06:35:35.418175+00:00","updated_at":"2026-08-18T17:22:21.819119+00:00","agent_friendly":true}}
![\"TRIO\"/](\"images/TRIO_LOGO_DARK.png\"){kind=logo}
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