{"query":"Ultralytics","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":99,"raw_match_score":1023.1,"slug":"ultralytics-ultralytics","name":"Ultralytics","description":"Ultralytics YOLO 🚀","tagline":"Ultralytics YOLO 🚀","category":"ml-automation","tags":["machine-learning","automation","ml-media","cli","computer-vision","deep-learning","hub","image-classification","instance-segmentation","object-detection"],"author":{"name":"ultralytics","verified":true,"url":"https://github.com/ultralytics"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"ultralytics/ultralytics","creatorName":"ultralytics","creatorUrl":"https://github.com/ultralytics","sourceUrl":"https://github.com/ultralytics/ultralytics","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/ultralytics-ultralytics#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. 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Creators can claim the listing to update ownership signals."},"stats":{"stars":614,"forks":49,"downloads":0,"rating":0,"review_count":0,"quality_score":53.22},"quality":{"score":76,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"614","tone":"positive"},{"label":"Freshness","value":"1mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"AGPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":78,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"614 GitHub 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Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc."}],"handoff_url":"https://www.openagentskill.com/api/skills/swanhubx-swanlab/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/swanhubx-swanlab"},"trust":{"score":87,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"4.0K GitHub stars","repoActivity":"4.0K stars, 208 forks","lastPushed":"2mo since push","license":"Apache-2.0","repository":"https://github.com/SwanHubX/SwanLab","install":"npx skills add SwanHubX/SwanLab","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["ml-automation","machine-learning","automation","ml-media","ai-infra","data-science"],"known_risks":["Documentation summary is thin"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.","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 \"SwanLab\" from https://github.com/SwanHubX/SwanLab 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: ⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/SwanHubX/SwanLab","github_repo":"SwanHubX/SwanLab","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-06-16T09:27:03.924362+00:00","canonical_key":"swanhubx/swanlab","recommendation_reasons":["Matches task terms: ultralytics","Useful GitHub adoption: 4,004 stars","Install handoff is available","Repository freshness signal is available","Registry match score 11"],"urls":{"web":"https://www.openagentskill.com/skills/swanhubx-swanlab","api":"https://www.openagentskill.com/api/agent/skills/swanhubx-swanlab","install_api":"https://www.openagentskill.com/api/skills/swanhubx-swanlab/install","audit":"https://www.openagentskill.com/skills/swanhubx-swanlab/audit","repository":"https://github.com/SwanHubX/SwanLab"}},{"rank":10,"match_score":10,"raw_match_score":101.8,"slug":"vinyzu-recognizer","name":"Recognizer","description":"🦉Gracefully face reCAPTCHA challenge with ultralytics YOLOv8-seg, CLIPs VIT-B/16 and CLIP-Seg/RD64. Implemented in playwright or an easy-to-use API.","tagline":"🦉Gracefully face reCAPTCHA challenge with ultralytics YOLOv8-seg, CLIPs VIT-B/16 and CLIP-Seg/RD64. Implemented in playwright or an easy-to-use API.","category":"browser-automation","tags":["browser","testing","automation","ai","botright","bots","captcha","captcha-bypass","captcha-recognition","captcha-solver"],"author":{"name":"Vinyzu","verified":false,"url":"https://github.com/Vinyzu"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"Vinyzu/recognizer","creatorName":"Vinyzu","creatorUrl":"https://github.com/Vinyzu","sourceUrl":"https://github.com/Vinyzu/recognizer","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/vinyzu-recognizer#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":248,"forks":37,"downloads":0,"rating":0,"review_count":0,"quality_score":47.47},"quality":{"score":69,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"248","tone":"neutral"},{"label":"Freshness","value":"4mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"GPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":75,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"248 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"248 stars, 37 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":76,"weight":0.14,"status":"info","detail":"4mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add Vinyzu/recognizer"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/Vinyzu/recognizer"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"248 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"248 stars, 37 forks; 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