{"task":"Use Machine Learning Experiments","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Machine Learning Experiments","agent":"codex","best_skill":{"slug":"tensorflow-tensorflow","name":"Tensorflow","description":"An Open Source Machine Learning Framework for Everyone","category":"ml-automation","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","api_url":"https://www.openagentskill.com/api/agent/skills/tensorflow-tensorflow","audit_url":"https://www.openagentskill.com/skills/tensorflow-tensorflow/audit","repository":"https://github.com/tensorflow/tensorflow"},"install":{"command":"npx skills add tensorflow/tensorflow","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Tensorflow\" agent skill from https://github.com/tensorflow/tensorflow. 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Skill purpose: Tensors and Dynamic neural networks in Python with strong GPU acceleration","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/pytorch-pytorch","api":"https://www.openagentskill.com/api/agent/skills/pytorch-pytorch","install_api":"https://www.openagentskill.com/api/skills/pytorch-pytorch/install","audit":"https://www.openagentskill.com/skills/pytorch-pytorch/audit","badge":"https://www.openagentskill.com/api/badge/pytorch-pytorch?metric=audit","repository":"https://github.com/pytorch/pytorch"}}],"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":"tensorflow-tensorflow","name":"Tensorflow","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","repository":"https://github.com/tensorflow/tensorflow"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add tensorflow/tensorflow","value":"Install the \"Tensorflow\" agent skill from https://github.com/tensorflow/tensorflow. 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: An Open Source Machine Learning Framework for Everyone","api":"https://www.openagentskill.com/api/skills/tensorflow-tensorflow/install"},"copy_paste_prompt":"Task: Use Machine Learning Experiments\nUse Tensorflow from https://www.openagentskill.com/skills/tensorflow-tensorflow.\nReview the audit first: https://www.openagentskill.com/skills/tensorflow-tensorflow/audit\nInstall handoff: https://www.openagentskill.com/api/skills/tensorflow-tensorflow/install\nInstall command: npx skills add tensorflow/tensorflow\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%20Machine%20Learning%20Experiments&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/tensorflow-tensorflow"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/tensorflow-tensorflow/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow/audit"}],"review_checklist":["Safety tier: Verified","Safety score: 89/100 Safe to install with normal review","Audit score: 97/100 Safe to try","Trust score: 95/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"datatalksclub-machine-learning-zoomcamp","name":"Machine Learning Zoomcamp","reason":"Matches task terms: use, machine, learning","url":"https://www.openagentskill.com/skills/datatalksclub-machine-learning-zoomcamp","install_api":"https://www.openagentskill.com/api/skills/datatalksclub-machine-learning-zoomcamp/install"},{"slug":"stefan-jansen-machine-learning-for-trading","name":"Machine Learning For Trading","reason":"Matches task terms: use, machine, learning","url":"https://www.openagentskill.com/skills/stefan-jansen-machine-learning-for-trading","install_api":"https://www.openagentskill.com/api/skills/stefan-jansen-machine-learning-for-trading/install"},{"slug":"huggingface-transformers","name":"Transformers","reason":"Matches task terms: use, machine, learning","url":"https://www.openagentskill.com/skills/huggingface-transformers","install_api":"https://www.openagentskill.com/api/skills/huggingface-transformers/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 Machine Learning Experiments","recommended_skill":{"slug":"tensorflow-tensorflow","name":"Tensorflow","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","audit_url":"https://www.openagentskill.com/skills/tensorflow-tensorflow/audit","repository":"https://github.com/tensorflow/tensorflow","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"datatalksclub-machine-learning-zoomcamp","name":"Machine Learning Zoomcamp","url":"https://www.openagentskill.com/skills/datatalksclub-machine-learning-zoomcamp","install_command":"npx skills add DataTalksClub/machine-learning-zoomcamp","why_consider":"Matches task terms: use, machine, learning","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"78/100 Review before install","trust":"90/100 Production candidate","notes":["License is unclear","License clarity: Unknown"]}},{"slug":"stefan-jansen-machine-learning-for-trading","name":"Machine Learning For Trading","url":"https://www.openagentskill.com/skills/stefan-jansen-machine-learning-for-trading","install_command":"npx skills add stefan-jansen/machine-learning-for-trading","why_consider":"Matches task terms: use, machine, learning","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-transformers","name":"Transformers","url":"https://www.openagentskill.com/skills/huggingface-transformers","install_command":"npx skills add huggingface/transformers","why_consider":"Matches task terms: use, machine, learning","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 tensorflow/tensorflow","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, machine, learning","Strong GitHub adoption: 195,681 stars","Quality score 78/100","Install handoff is available","Repository freshness signal is available","Primary pick for Coding agents"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"95/100 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 tensorflow/tensorflow","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":"2026-06-16T13:22:53.084Z","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"}}}