{"task":"Use Pyt","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Pyt","agent":"codex","best_skill":{"slug":"browser-use-browser-use","name":"Browser Use","description":"🌐 Make websites accessible for AI agents. Automate tasks online with ease.","category":"agent-frameworks","url":"https://www.openagentskill.com/skills/browser-use-browser-use","api_url":"https://www.openagentskill.com/api/agent/skills/browser-use-browser-use","audit_url":"https://www.openagentskill.com/skills/browser-use-browser-use/audit","repository":"https://github.com/browser-use/browser-use"},"install":{"command":"npx skills add browser-use/browser-use","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Browser Use\" agent skill from https://github.com/browser-use/browser-use. 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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"}},{"rank":3,"match_score":134.7,"skill":{"slug":"huggingface-diffusers","name":"Diffusers","description":"🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.","category":"media-automation","repository":"https://github.com/huggingface/diffusers","github_repo":"huggingface/diffusers"},"recommendation_reasons":["Matches task terms: use, pyt","Strong GitHub adoption: 33,869 stars","Quality score 75/100","Install handoff is available","Repository 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Skill purpose: We have made you a wrapper you can't refuse","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/python-telegram-bot-python-telegram-bot","api":"https://www.openagentskill.com/api/agent/skills/python-telegram-bot-python-telegram-bot","install_api":"https://www.openagentskill.com/api/skills/python-telegram-bot-python-telegram-bot/install","audit":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot/audit","badge":"https://www.openagentskill.com/api/badge/python-telegram-bot-python-telegram-bot?metric=audit","repository":"https://github.com/python-telegram-bot/python-telegram-bot"}}],"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":"browser-use-browser-use","name":"Browser Use","url":"https://www.openagentskill.com/skills/browser-use-browser-use","repository":"https://github.com/browser-use/browser-use"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add browser-use/browser-use","value":"Install the \"Browser Use\" agent skill from https://github.com/browser-use/browser-use. 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: 🌐 Make websites accessible for AI agents. Automate tasks online with ease.","api":"https://www.openagentskill.com/api/skills/browser-use-browser-use/install"},"copy_paste_prompt":"Task: Use Pyt\nUse Browser Use from https://www.openagentskill.com/skills/browser-use-browser-use.\nReview the audit first: https://www.openagentskill.com/skills/browser-use-browser-use/audit\nInstall handoff: https://www.openagentskill.com/api/skills/browser-use-browser-use/install\nInstall command: npx skills add browser-use/browser-use\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%20Pyt&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/browser-use-browser-use"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/browser-use-browser-use/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/browser-use-browser-use/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: 94/100 Production candidate","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"pytorch-pytorch","name":"Pytorch","reason":"Matches task terms: use, pyt","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, pyt","url":"https://www.openagentskill.com/skills/huggingface-diffusers","install_api":"https://www.openagentskill.com/api/skills/huggingface-diffusers/install"},{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","reason":"Matches task terms: use, pyt","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","install_api":"https://www.openagentskill.com/api/skills/lightning-ai-pytorch-lightning/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 Pyt","recommended_skill":{"slug":"browser-use-browser-use","name":"Browser Use","url":"https://www.openagentskill.com/skills/browser-use-browser-use","audit_url":"https://www.openagentskill.com/skills/browser-use-browser-use/audit","repository":"https://github.com/browser-use/browser-use","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, pyt","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, pyt","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"lightning-ai-pytorch-lightning","name":"Pytorch Lightning","url":"https://www.openagentskill.com/skills/lightning-ai-pytorch-lightning","install_command":"npx skills add Lightning-AI/pytorch-lightning","why_consider":"Matches task terms: use, pyt","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 browser-use/browser-use","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, pyt","Strong GitHub adoption: 98,702 stars","Quality score 78/100","Install handoff is available","Repository freshness signal is available","Primary pick for Browser automation"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"89/100 Safe to install with normal review","trust":"94/100 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 browser-use/browser-use","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":"2026-06-16T13:35:33.592Z","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"}}}