{"eval":{"version":"openagentskill-skill-eval-v1","slug":"chaofantao-autoregressive-models-in-vision-survey","name":"Autoregressive Models In Vision Survey","generated_at":"2026-07-04T02:56:25.857Z","task_input":"Evaluate Autoregressive Models In Vision Survey before installing it in an AI agent workflow","status":"review","score":76,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add ChaofanTao/Autoregressive-Models-in-Vision-Survey","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ChaofanTao/Autoregressive-Models-in-Vision-Survey"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Autoregressive Models In Vision Survey\" agent skill from https://github.com/ChaofanTao/Autoregressive-Models-in-Vision-Survey. 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: [TMLR 2025🔥] A survey for the autoregressive models in vision."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Autoregressive Models In Vision Survey\" as a Claude Code skill from https://github.com/ChaofanTao/Autoregressive-Models-in-Vision-Survey. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: [TMLR 2025🔥] A survey for the autoregressive models in vision."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Autoregressive Models In Vision Survey\" from https://github.com/ChaofanTao/Autoregressive-Models-in-Vision-Survey 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: [TMLR 2025🔥] A survey for the autoregressive models in vision."}]},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"796 GitHub stars","repoActivity":"796 stars, 23 forks","lastPushed":"2mo since push","license":"Unknown","repository":"https://github.com/ChaofanTao/Autoregressive-Models-in-Vision-Survey","install":"npx skills add ChaofanTao/Autoregressive-Models-in-Vision-Survey","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","License clarity: Unknown"]},"safety_gate":{"score":64,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"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":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Autoregressive Models In Vision Survey before installing it in an AI agent workflow","robotics-iot","Coding agents workflows; 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Skill purpose: [TMLR 2025🔥] A survey for the autoregressive models in vision."}],"handoff_url":"https://www.openagentskill.com/api/skills/chaofantao-autoregressive-models-in-vision-survey/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/chaofantao-autoregressive-models-in-vision-survey"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"796 GitHub stars","repoActivity":"796 stars, 23 forks","lastPushed":"2mo since push","license":"Unknown","repository":"https://github.com/ChaofanTao/Autoregressive-Models-in-Vision-Survey","install":"npx skills add ChaofanTao/Autoregressive-Models-in-Vision-Survey","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["robotics-iot","computer-vision","automation","acceleration","autoregressive","deep-learning"],"known_risks":["License is unclear","Quality score needs review","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":80,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Quality score needs review","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":75,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"2mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"mayocream-koharu","name":"Koharu","url":"https://www.openagentskill.com/skills/mayocream-koharu","stars":4669,"install_command":"npx skills add mayocream/koharu","trust_score":89,"audit_score":94},{"slug":"henryndubuaku-maths-cs-ai-compendium","name":"Maths Cs AI Compendium","url":"https://www.openagentskill.com/skills/henryndubuaku-maths-cs-ai-compendium","stars":4528,"install_command":"npx skills add HenryNdubuaku/maths-cs-ai-compendium","trust_score":89,"audit_score":94},{"slug":"ceres-solver-ceres-solver","name":"Ceres Solver","url":"https://www.openagentskill.com/skills/ceres-solver-ceres-solver","stars":4503,"install_command":"npx skills add ceres-solver/ceres-solver","trust_score":86,"audit_score":91},{"slug":"pinto0309-pinto-model-zoo","name":"PINTO Model Zoo","url":"https://www.openagentskill.com/skills/pinto0309-pinto-model-zoo","stars":4445,"install_command":"npx skills add PINTO0309/PINTO_model_zoo","trust_score":91,"audit_score":94}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","License is unclear","Quality score needs review","License clarity: Unknown","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Evaluate Autoregressive Models In Vision Survey before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 80/100 Needs review","Safety: 64/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"chaofantao-autoregressive-models-in-vision-survey (Autoregressive Models In Vision Survey)","install_command":"npx skills add ChaofanTao/Autoregressive-Models-in-Vision-Survey","risk_summary":"Needs review; 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