{"query":"Vision Aided Gan","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":875.4,"slug":"nupurkmr9-vision-aided-gan","name":"Vision Aided Gan","description":"Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)","tagline":"Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)","category":"media-automation","tags":["image-generation","media","ml-media","computer-graphics","computer-vision","gans","generative-adversarial-network","pretrained-models","pytorch","python"],"author":{"name":"nupurkmr9","verified":false,"url":"https://github.com/nupurkmr9"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"nupurkmr9/vision-aided-gan","creatorName":"nupurkmr9","creatorUrl":"https://github.com/nupurkmr9","sourceUrl":"https://github.com/nupurkmr9/vision-aided-gan","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/nupurkmr9-vision-aided-gan#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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Please donate to support the development!","category":"legal-compliance","tags":["privacy","compliance","legal-compliance","android","app","cpp","cyclists","hacktoberfest","hikers","ios"],"author":{"name":"organicmaps","verified":true,"url":"https://github.com/organicmaps"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"organicmaps/organicmaps","creatorName":"organicmaps","creatorUrl":"https://github.com/organicmaps","sourceUrl":"https://github.com/organicmaps/organicmaps","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/organicmaps-organicmaps#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":14382,"forks":1475,"downloads":0,"rating":0,"review_count":0,"quality_score":72.3},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"14K","tone":"positive"},{"label":"Freshness","value":"13d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":90,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency 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Please donate to support the development!"}],"handoff_url":"https://www.openagentskill.com/api/skills/organicmaps-organicmaps/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/organicmaps-organicmaps"},"trust":{"score":90,"label":"Production candidate","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"14K GitHub stars","repoActivity":"14K stars, 1.5K forks","lastPushed":"13d since push","license":"Unknown","repository":"https://github.com/organicmaps/organicmaps","install":"npx skills add organicmaps/organicmaps","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["legal-compliance","privacy","compliance","android","app","cpp"],"known_risks":["License is unclear","License clarity: Unknown"]},"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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