{"slug":"nvidia-ai-blueprints-vss-generate-video-calibration","name":"vss-generate-video-calibration","description":"Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics.","tagline":"Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics.","category":"design-creative","tags":["agent-skill"],"author":{"name":"NVIDIA-AI-Blueprints","verified":false,"url":"https://github.com/NVIDIA-AI-Blueprints"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"NVIDIA-AI-Blueprints/video-search-and-summarization","creatorName":"NVIDIA-AI-Blueprints","creatorUrl":"https://github.com/NVIDIA-AI-Blueprints","sourceUrl":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration#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":1844,"forks":389,"verified_installs":0,"install_attempts":0,"successful_runs":0,"total_outcomes":0,"downloads":0,"rating":0,"review_count":0,"quality_score":45.96},"quality":{"score":79,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"1.8K","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve."]},"trust":{"version":"trust-score-v4","score":76,"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":86,"weight":0.13,"status":"pass","detail":"1.8K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":83,"weight":0.08,"status":"pass","detail":"1.8K stars, 389 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"4d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":72,"weight":0.12,"status":"info","detail":"external package install surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration"},{"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":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","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":"pass","label":"GitHub adoption","detail":"1.8K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"1.8K stars, 389 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"4d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"info","label":"Dependency/runtime risk","detail":"external package install surface, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; 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require human review before any live investment decision"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","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.","reasons":["Financial research output is not financial advice; require human review before any live investment decision","66/100 agent safety score"]},"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Multimodal media","description":"I need my agent to process images, video, or audio and extract useful information.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1844,"starsLabel":"1.8K","forks":389,"license":"Apache-2.0","qualityScore":79,"trustScore":76,"auditScore":82},"maintenance":{"status":"fresh","label":"4d since push","daysSincePush":4,"lastPushedAt":"2026-09-03T17:09:59+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"coverageTags":["Design","Multimodal media","design-creative","agent-skill"]},"audit":{"audit_score":82,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"decision":{"readiness_score":90,"readiness_label":"Production-ready","headline":"Primary pick for Research agents","role":"Primary pick","primary_fit":"Research agents","best_for":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Research agents 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."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"nvidia-ai-blueprints-vss-generate-video-calibration","name":"vss-generate-video-calibration","description":"Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics.","category":"design-creative","url":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","github_repo":"NVIDIA-AI-Blueprints/video-search-and-summarization"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add nvidia-ai-blueprints-vss-generate-video-calibration"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"vss-generate-video-calibration\" agent skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"vss-generate-video-calibration\" as a Claude Code skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"vss-generate-video-calibration\" from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-vss-generate-video-calibration/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/nvidia-ai-blueprints-vss-generate-video-calibration"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.8K GitHub stars","repoActivity":"1.8K stars, 389 forks","lastPushed":"4d since push","license":"Apache-2.0","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","install":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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":["design-creative","agent-skill"],"known_risks":["The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"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":82,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"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":79,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Multimodal media","maintenance":"4d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use vss-generate-video-calibration in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 82/100 Needs review","Safety: 66/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"nvidia-ai-blueprints-vss-generate-video-calibration (vss-generate-video-calibration)","install_command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"nvidia-ai-blueprints-vss-generate-video-calibration","task":"Use vss-generate-video-calibration in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration","api":"https://www.openagentskill.com/api/agent/skills/nvidia-ai-blueprints-vss-generate-video-calibration","audit":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=nvidia-ai-blueprints-vss-generate-video-calibration&task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-vss-generate-video-calibration/install","manifest":"https://www.openagentskill.com/api/registry/manifest/nvidia-ai-blueprints-vss-generate-video-calibration"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"nvidia-ai-blueprints-vss-generate-video-calibration","name":"vss-generate-video-calibration","description":"Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics.","category":"design-creative","url":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","github_repo":"NVIDIA-AI-Blueprints/video-search-and-summarization"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add nvidia-ai-blueprints-vss-generate-video-calibration"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"vss-generate-video-calibration\" agent skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"vss-generate-video-calibration\" as a Claude Code skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"vss-generate-video-calibration\" from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-vss-generate-video-calibration/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/nvidia-ai-blueprints-vss-generate-video-calibration"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.8K GitHub stars","repoActivity":"1.8K stars, 389 forks","lastPushed":"4d since push","license":"Apache-2.0","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","install":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser 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":["design-creative","agent-skill"],"known_risks":["The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"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":82,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Financial research output is not financial advice; require human review before any live investment decision","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"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":79,"label":"Strong"},"supply":{"track":"Design and creative production","scenario":"Multimodal media","maintenance":"4d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The SKILL.md excerpt appears truncated mid-sentence in the prerequisites section and references a 'Step A onward' anchor that is not visible in the excerpt; the full file should be verified to ensure all cross-references resolve.","No OpenAgentSkill engagement data yet","Financial research output is not financial advice; require human review before any live investment decision","Secret handling relies on NGC_CLI_API_KEY and docker login; the skill should include an explicit instruction to never print, log, or echo API tokens.","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use vss-generate-video-calibration in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 82/100 Needs review","Safety: 66/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"nvidia-ai-blueprints-vss-generate-video-calibration (vss-generate-video-calibration)","install_command":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"nvidia-ai-blueprints-vss-generate-video-calibration","task":"Use vss-generate-video-calibration in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration","api":"https://www.openagentskill.com/api/agent/skills/nvidia-ai-blueprints-vss-generate-video-calibration","audit":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=nvidia-ai-blueprints-vss-generate-video-calibration&task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20vss-generate-video-calibration%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-vss-generate-video-calibration/install","manifest":"https://www.openagentskill.com/api/registry/manifest/nvidia-ai-blueprints-vss-generate-video-calibration"}},"platforms":["Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"install":"npx skills add NVIDIA-AI-Blueprints/video-search-and-summarization --skill vss-generate-video-calibration","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add nvidia-ai-blueprints-vss-generate-video-calibration","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"vss-generate-video-calibration\" agent skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"vss-generate-video-calibration\" as a Claude Code skill from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration. 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","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 \"vss-generate-video-calibration\" from https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration 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: Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"nvidia-ai-blueprints-vss-generate-video-calibration\",\"task\":\"Install vss-generate-video-calibration\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration","github_repo":"NVIDIA-AI-Blueprints/video-search-and-summarization","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-09-03T17:32:41.398785+00:00","canonical_key":"nvidia-ai-blueprints/video-search-and-summarization#skills/vss-generate-video-calibration","recommendation_reasons":["Useful GitHub adoption: 1,844 stars","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration","api":"https://www.openagentskill.com/api/agent/skills/nvidia-ai-blueprints-vss-generate-video-calibration","install_api":"https://www.openagentskill.com/api/skills/nvidia-ai-blueprints-vss-generate-video-calibration/install","audit":"https://www.openagentskill.com/skills/nvidia-ai-blueprints-vss-generate-video-calibration/audit","repository":"https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization/tree/main/skills/vss-generate-video-calibration"},"meta":{"endpoint":"/api/registry/manifest/{slug}","canonical_agent_endpoint":"/api/agent/skills/nvidia-ai-blueprints-vss-generate-video-calibration","agent_friendly":true,"api_version":"1.0","generated_at":"2026-09-08T07:03:00.351Z"}}