{"eval":{"version":"openagentskill-skill-eval-v1","slug":"nvidia-ai-blueprints-video-search-and-summarization","name":"Video Search And Summarization","generated_at":"2026-07-04T01:18:34.574Z","task_input":"Evaluate Video Search And Summarization before installing it in an AI agent workflow","status":"review","score":89,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Video Search And Summarization\" agent skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization. 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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Video Search And Summarization\" as a Claude Code skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization. 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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Video Search And Summarization\" from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization 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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."}]},"trust":{"score":88,"label":"Production candidate","version":"trust-score-v4","evidence":{"stars":"1.6K GitHub stars","repoActivity":"1.6K stars, 325 forks","lastPushed":"18d since push","license":"Unknown","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization","install":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"score":80,"tier":"reviewed","label":"Reviewed","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"}],"policy_warnings":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Video Search And Summarization before installing it in an AI agent workflow","data","RAG and knowledge workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization"]},{"id":"install_safety","label":"Install command 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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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Video Search And Summarization\" as a Claude Code skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization. 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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Video Search And Summarization\" from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization 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: The NVIDIA VSS Blueprint is a suite of reference architectures for building GPU-accelerated vision agents and AI-powered video analytics applications."}],"handoff_url":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-video-search-and-summarization/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/nvidia-ai-blueprints-video-search-and-summarization"},"trust":{"score":88,"label":"Production candidate","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.6K GitHub stars","repoActivity":"1.6K stars, 325 forks","lastPushed":"18d since push","license":"Unknown","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization","install":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","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":["data","rag","retrieval","agents","llm","skills"],"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. 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":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear","License clarity: Unknown"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":98,"label":"Excellent"},"supply":{"track":"Data, BI, and analytics","scenario":"RAG and knowledge","maintenance":"18d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"shubhamsaboo-awesome-llm-apps","name":"Awesome Llm Apps","url":"https://www.openagentskill.com/skills/shubhamsaboo-awesome-llm-apps","stars":114473,"install_command":"npx skills add Shubhamsaboo/awesome-llm-apps","trust_score":93,"audit_score":95},{"slug":"datawhalechina-hello-agents","name":"Hello Agents","url":"https://www.openagentskill.com/skills/datawhalechina-hello-agents","stars":59476,"install_command":"npx skills add datawhalechina/hello-agents","trust_score":86,"audit_score":92},{"slug":"pathwaycom-llm-app","name":"Llm App","url":"https://www.openagentskill.com/skills/pathwaycom-llm-app","stars":59299,"install_command":"npx skills add pathwaycom/llm-app","trust_score":93,"audit_score":95},{"slug":"flowiseai-flowise","name":"Flowise","url":"https://www.openagentskill.com/skills/flowiseai-flowise","stars":53579,"install_command":"npx skills add FlowiseAI/Flowise","trust_score":88,"audit_score":92}],"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","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","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate Video Search And Summarization before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 88/100 Production candidate","Audit: 92/100 Safe to try","Safety: 80/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"nvidia-ai-blueprints-video-search-and-summarization (Video Search And Summarization)","install_command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization","risk_summary":"Safe to try; 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