{"task":"Use Interactive Deep Colorization","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"recommendation":{"task":"Use Interactive Deep Colorization","agent":"codex","best_skill":{"slug":"deepspeedai-deepspeed","name":"DeepSpeed","description":"DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.","category":"ml-automation","url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed","api_url":"https://www.openagentskill.com/api/agent/skills/deepspeedai-deepspeed","audit_url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed/audit","repository":"https://github.com/deepspeedai/DeepSpeed"},"install":{"command":"npx skills add deepspeedai/DeepSpeed","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"DeepSpeed\" agent skill from https://github.com/deepspeedai/DeepSpeed. 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Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for GitHub automation","role":"Primary pick","best_for":["GitHub automation 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 GitHub automation task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add deepspeedai/DeepSpeed","value":"Install the \"DeepSpeed\" agent skill from https://github.com/deepspeedai/DeepSpeed. 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knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"urls":{"web":"https://www.openagentskill.com/skills/hkuds-deeptutor","api":"https://www.openagentskill.com/api/agent/skills/hkuds-deeptutor","install_api":"https://www.openagentskill.com/api/skills/hkuds-deeptutor/install","audit":"https://www.openagentskill.com/skills/hkuds-deeptutor/audit","badge":"https://www.openagentskill.com/api/badge/hkuds-deeptutor?metric=audit","repository":"https://github.com/HKUDS/DeepTutor"}},{"rank":3,"match_score":114.7,"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, deep","Strong GitHub adoption: 33,869 stars","Quality score 75/100","Install handoff is available","Repository 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Suitable for agent shortlists after normal workspace review.","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","auto_install_policy":"allow","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"auto_install_allowed":true,"human_review_required":false,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":[],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"verified","label":"Verified","badge":"VERIFIED","auto_install_policy":"allow","auto_install_allowed":true,"human_review_required":false,"blocked":false,"recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","reasons":["Verified listing","Safe-to-try audit","90/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Multimodal media","role":"Primary pick","best_for":["Multimodal media 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 Multimodal media task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add huggingface/diffusers","value":"Install the \"Diffusers\" agent skill from https://github.com/huggingface/diffusers. 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esengine/DeepSeek-Reasonix","value":"Install the \"DeepSeek Reasonix\" agent skill from https://github.com/esengine/DeepSeek-Reasonix. 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Engineered around prefix-cache stability — leave it running.","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 \"DeepSeek Reasonix\" from https://github.com/esengine/DeepSeek-Reasonix 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: DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.","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/esengine-deepseek-reasonix","api":"https://www.openagentskill.com/api/agent/skills/esengine-deepseek-reasonix","install_api":"https://www.openagentskill.com/api/skills/esengine-deepseek-reasonix/install","audit":"https://www.openagentskill.com/skills/esengine-deepseek-reasonix/audit","badge":"https://www.openagentskill.com/api/badge/esengine-deepseek-reasonix?metric=audit","repository":"https://github.com/esengine/DeepSeek-Reasonix"}}],"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":"deepspeedai-deepspeed","name":"DeepSpeed","url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed","repository":"https://github.com/deepspeedai/DeepSpeed"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add deepspeedai/DeepSpeed","value":"Install the \"DeepSpeed\" agent skill from https://github.com/deepspeedai/DeepSpeed. 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: DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.","api":"https://www.openagentskill.com/api/skills/deepspeedai-deepspeed/install"},"copy_paste_prompt":"Task: Use Interactive Deep Colorization\nUse DeepSpeed from https://www.openagentskill.com/skills/deepspeedai-deepspeed.\nReview the audit first: https://www.openagentskill.com/skills/deepspeedai-deepspeed/audit\nInstall handoff: https://www.openagentskill.com/api/skills/deepspeedai-deepspeed/install\nInstall command: npx skills add deepspeedai/DeepSpeed\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%20Interactive%20Deep%20Colorization&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/deepspeedai-deepspeed"},{"step":3,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/deepspeedai-deepspeed/install"},{"step":4,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed/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":"hkuds-deeptutor","name":"DeepTutor","reason":"Matches task terms: use, interactive, deep","url":"https://www.openagentskill.com/skills/hkuds-deeptutor","install_api":"https://www.openagentskill.com/api/skills/hkuds-deeptutor/install"},{"slug":"huggingface-diffusers","name":"Diffusers","reason":"Matches task terms: use, deep","url":"https://www.openagentskill.com/skills/huggingface-diffusers","install_api":"https://www.openagentskill.com/api/skills/huggingface-diffusers/install"},{"slug":"serengil-deepface","name":"Deepface","reason":"Matches task terms: use, deep","url":"https://www.openagentskill.com/skills/serengil-deepface","install_api":"https://www.openagentskill.com/api/skills/serengil-deepface/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 Interactive Deep Colorization","recommended_skill":{"slug":"deepspeedai-deepspeed","name":"DeepSpeed","url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed","audit_url":"https://www.openagentskill.com/skills/deepspeedai-deepspeed/audit","repository":"https://github.com/deepspeedai/DeepSpeed","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"hkuds-deeptutor","name":"DeepTutor","url":"https://www.openagentskill.com/skills/hkuds-deeptutor","install_command":"npx skills add HKUDS/DeepTutor","why_consider":"Matches task terms: use, interactive, deep","risk":{"level":"Safe to try","safety_tier":"Reviewed with permission notes","safety":"73/100 Review before install","trust":"95/100 Production candidate","notes":["High-risk permission hints: Shell or command execution"]}},{"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","risk":{"level":"Safe to try","safety_tier":"Verified","safety":"90/100 Safe to install with normal review","trust":"98/100 Production candidate","notes":[]}},{"slug":"serengil-deepface","name":"Deepface","url":"https://www.openagentskill.com/skills/serengil-deepface","install_command":"npx skills add serengil/deepface","why_consider":"Matches task terms: use, deep","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 deepspeedai/DeepSpeed","install_target":"Codex install prompt","why_recommended":["Matches task terms: use, deep","Strong GitHub adoption: 42,529 stars","Quality score 76/100","Install handoff is available","Repository freshness signal is available","Primary pick for GitHub automation"],"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 deepspeedai/DeepSpeed","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":"2026-06-16T13:28:51.833Z","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"}}}