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generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","81/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Sports analytics","role":"Primary pick","best_for":["Sports analytics workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Sports analytics task end to end.","Compare output quality, latency, and failure behavior against at 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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: Deep Learning for humans","kind":"agent-prompt","steps":["Review Keras trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add keras-team/keras","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Keras\" agent skill from https://github.com/keras-team/keras. 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: Deep Learning for humans","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 \"Keras\" as a Claude Code skill from https://github.com/keras-team/keras. 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: Deep Learning for humans","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 \"Keras\" from https://github.com/keras-team/keras 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: Deep Learning for humans","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/keras-team-keras","api":"https://www.openagentskill.com/api/agent/skills/keras-team-keras","install_api":"https://www.openagentskill.com/api/skills/keras-team-keras/install","audit":"https://www.openagentskill.com/skills/keras-team-keras/audit","badge":"https://www.openagentskill.com/api/badge/keras-team-keras?metric=audit","repository":"https://github.com/keras-team/keras"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","selected_skill":{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","repository":"https://github.com/Lightning-AI/pytorch-lightning"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add Lightning-AI/pytorch-lightning","value":"Install the \"Pytorch Lightning\" agent skill from https://github.com/Lightning-AI/pytorch-lightning. 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: Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.","api":"https://www.openagentskill.com/api/skills/lightning-ai-pytorch-lightning/install"},"copy_paste_prompt":"Task: Use Deep Learning With PyTorch Tutorials\nUse Pytorch Lightning from https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning.\nReview the audit first: https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning/audit\nInstall handoff: https://www.openagentskill.com/api/skills/lightning-ai-pytorch-lightning/install\nInstall command: npx skills add Lightning-AI/pytorch-lightning\nIf audit or policy warnings look unsafe for this workspace, use one of the alternatives instead.","api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20Deep%20Learning%20With%20PyTorch%20Tutorials&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/lightning-ai-pytorch-lightning"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/lightning-ai-pytorch-lightning/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 90/100 Safe to install with normal review","Audit score: 98/100 Safe to try","Trust score: 98/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"pytorch-pytorch","name":"Pytorch","reason":"Matches task terms: use, deep, learning, with","url":"https://www.openagentskill.com/skills/pytorch-pytorch","install_api":"https://www.openagentskill.com/api/skills/pytorch-pytorch/install"},{"slug":"huggingface-diffusers","name":"Diffusers","reason":"Matches task terms: use, deep, learning, pytorch","url":"https://www.openagentskill.com/skills/huggingface-diffusers","install_api":"https://www.openagentskill.com/api/skills/huggingface-diffusers/install"},{"slug":"jacobgil-pytorch-grad-cam","name":"Pytorch Grad Cam","reason":"Matches task terms: use, deep, learning, pytorch","url":"https://www.openagentskill.com/skills/jacobgil-pytorch-grad-cam","install_api":"https://www.openagentskill.com/api/skills/jacobgil-pytorch-grad-cam/install"}],"expected_agent_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install"}},"policy_decision":{"status":"approved_for_agent_install","summary":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_decision":{"input_task":"Use Deep Learning With PyTorch Tutorials","recommended_skill":{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","audit_url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning/audit","repository":"https://github.com/Lightning-AI/pytorch-lightning","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"pytorch-pytorch","name":"Pytorch","url":"https://www.openagentskill.com/skills/pytorch-pytorch","install_command":"npx skills add pytorch/pytorch","why_consider":"Matches task terms: use, deep, learning, with","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"91/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"huggingface-diffusers","name":"Diffusers","url":"https://www.openagentskill.com/skills/huggingface-diffusers","install_command":"npx skills add huggingface/diffusers","why_consider":"Matches task terms: use, deep, learning, pytorch","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"jacobgil-pytorch-grad-cam","name":"Pytorch Grad Cam","url":"https://www.openagentskill.com/skills/jacobgil-pytorch-grad-cam","install_command":"npx skills add jacobgil/pytorch-grad-cam","why_consider":"Matches task terms: use, deep, learning, pytorch","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}}],"install_command":"npx skills add Lightning-AI/pytorch-lightning","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, deep, learning, with","Strong GitHub adoption: 31,187 stars","Quality score 75/100","Install handoff is available","Repository freshness signal is available","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_next_steps":["Read the audit URL before installing.","Install in a sandbox or low-risk workspace first.","Use install command: npx skills add Lightning-AI/pytorch-lightning","After installation, run one narrow task and report output, warnings, and files touched."]},"benchmark":{"endpoint":"https://www.openagentskill.com/api/agent/evals","note":"Use the evals endpoint to regression-test recommendation quality before changing ranking logic."},"meta":{"endpoint":"/api/agent/resolve","api_version":"2.0","generated_at":"2026-06-16T13:22:19.197Z","total_skills_searched":735,"total_candidates":15,"candidate_pool":{"sort":"quality","size":735,"note":"Resolver searches the highest-quality candidate pool for low-latency agent use. Browse /skills for the full public index."},"contract":{"best_skill":"recommendation.best_skill","install":"recommendation.install","why":"recommendation.why_recommended","risk":"recommendation.risk","alternatives":"recommendation.alternatives"}}}