{"slug":"margelo-react-native-vision-camera-realtime","name":"react-native-vision-camera-realtime","description":"Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration.","long_description":"---\nname: react-native-vision-camera-realtime\ndescription: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration.\n---\n\n# Real-time VisionCamera pipelines\n\nThis is the specialized companion to `react-native-vision-camera`. Optimize the complete path from Camera buffer to final result, not an isolated stage. Before relying on exact APIs, check installed versions against current [VisionCamera docs](https://visioncamera.margelo.com/llms.txt) and the consumer's official docs or source.\n\n## Choose by final consumer\n\n| Final consumer | Preferred path |\n|---|---|\n| Frame-coupled rendering, effects, or overlays | Keep processing and drawing on one GPU timeline with `<SkiaCamera />` or WebGPU |\n| WGSL compute or GPU inference | `Frame.getNativeBuffer()` to a WebGPU video frame to `device.importExternalTexture(...)` |\n| Native plugin that depends on VisionCamera | A long-lived Nitro HybridObject whose hot method accepts a typed `Frame` |\n| Native library without a VisionCamera dependency | The untyped `NativeBuffer` pointer and explicit release contract |\n| State-only ML or scanning | Benchmark the platform runtime across ANE or NPU, GPU, and CPU backends; return compact state |\n| CPU-only consumer | Use the smallest useful resolution and format with a bounded, reusable CPU buffer path |\n\nLoad [references/interop.md](references/interop.md) only when implementing or reviewing Nitro, NativeBuffer, WebGPU, Skia, Resizer, or `ArrayBuffer` interop.\n\n## Hot-path invariants\n\n1. Keep orientation and mirroring as metadata. Set `enablePhysicalBufferRotation: false`, then pass `frame.orientation` and `frame.isMirrored` to the consumer or apply them in the same GPU transform that scales, crops, or renders. Never rotate the Camera buffer physically.\n2. Stay in one execution and memory domain. In a GPU pipeline, import once, keep preprocessing, inference, postprocessing, and rendering on the GPU, and read back only a compact result when required.\n3. Prefer `pixelFormat: 'native'` for a verified GPU-only path. Check `frame.pixelFormat` and `frame.hasNativeBuffer` because the resolved native format may be YUV, RGB, RAW, or private.\n4. Do not use `getPixelBuffer()`, `getPlanes()`, plane pixel buffers, mapped GPU buffers, or typed pixel views in the normal GPU path. CPU visibility can force synchronization or download.\n5. Create and warm pipelines, shaders, samplers, model sessions, resizers, large buffers, and native processors once. Reuse them for the component or session lifetime; never allocate them per frame.\n6. Draw frame-coupled overlays from the same `Frame` with Skia or WebGPU. Do not route per-frame geometry through React state, ordinary views, or Reanimated shared values.\n7. Release every `Frame`, `NativeBuffer`, wrapper, texture, and pooled slot exactly once on every path. Release wrappers in reverse ownership order and dispose the `Frame` last.\n\n## Prefer same-frame processing\n\nKeep detection, tracking, decisions, and drawing synchronous with the matching frame when they must align visually. At 60 FPS the hard interval is 16.67 ms; at 30 FPS it is 33.33 ms. Target under roughly 16 ms and 33 ms to leave scheduling margin.\n\n\"Synchronous\" means same-frame dataflow, not blocking the CPU until the GPU finishes. Encode dependent GPU stages in one command graph when possible. Do not add per-frame `queue.onSubmittedWorkDone()`, buffer mapping, readback, or another CPU or GPU fence.\n\nBefore making work asynchronous, remove copies and readbacks, reduce input resolution or FPS, fuse passes, optimize model tensors, and reuse warmed state. Use async only when the optimized work still cannot fit the frame interval, often around 50 ms or more, and the product accepts stale results. For frame-coupled visuals, prefer simplifying the work over visible lag.\n\nThe async delivery patterns are peers:\n\n- native Nitro work with a retained completion callback\n- native Nitro work that stores completed state behind a synchronous latest-state getter\n- a synchronous native method scheduled with VisionCamera's `useAsyncRunner()`\n\nEvery async design must bound in-flight work. Use one active task or a small fixed pool, reject or replace stale pending input, and never build an unbounded FIFO queue. `dropFramesWhileBusy` is an overload guard, not the architecture. With `useAsyncRunner()`, dispose an accepted `Frame` inside the task and a rejected `Frame` immediately.\n\n## Choose ML compute end to end\n\nIf inference feeds a same-frame Skia or WebGPU render, prefer keeping the entire path on the GPU. Crossing to an ANE, NPU, or CPU and returning geometry to the renderer is worthwhile only when end-to-end profiling proves it is faster while preserving the frame budget.\n\nFor state-only scanning, benchmark the platform runtime's available compute units. An ANE or NPU can avoid GPU contention and accelerate supported models; a CPU can win for tiny models when accelerator dispatch and transfer cost dominates. Measure input conversion, synchronization, inference, and result delivery, not inference alone. Normal React state or navigation is fine after a scan that has no frame-coupled overlay.\n\n## Development and production checks\n\nWhen all native dependencies support it, use a resizable iPad-shaped Mac Catalyst or iPad-on-Mac build as a rapid iteration harness. A desktop agent can relaunch, resize, and screenshot it while using a built-in Mac camera or external UVC camera via `useCameraDevice('external')`. Fall back to a phone when the Mac target or required plugin is unavailable.\n\nThe Mac loop is for functional iteration, not performance prediction. Validate release builds on every production device class and representative GPUs. Test long enough to expose thermal throttling and pool leaks. Track:\n\n- camera timestamp to matching result or presentation latency at median, p95, and p99\n- dropped frames and maximum in-flight frames\n- CPU and GPU time, readbacks, maps, and synchronization points\n- allocations per frame, steady-state memory, sustained FPS, temperature, and power\n\nSample GPU timings asynchronously and sparsely enough that instrumentation does not become a synchronization point.\n\n## Authoritative references\n\n- VisionCamera: [docs index](https://visioncamera.margelo.com/llms.txt), [performance](https://visioncamera.margelo.com/docs/performance), [async processing](https://visioncamera.margelo.com/docs/async-frame-processing), [external cameras](https://visioncamera.margelo.com/docs/devices)\n- Rendering and compute: [VisionCamera Skia](https://visioncamera.margelo.com/docs/skia-frame-processors), [React Native WebGPU integration](https://github.com/wcandillon/react-native-webgpu/blob/main/apps/docs/content/docs/integrations/vision-camera.mdx)\n- ML compute: [Apple Core ML compute units](https://developer.apple.com/documentation/coreml/mlcomputeunits), [LiteRT NPU delegates](https://ai.google.dev/edge/litert/android/npu)\n","tagline":"Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, con","category":"design-creative","tags":["agent-skill"],"author":"margelo","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"margelo/react-native-skills","creatorName":"margelo","creatorUrl":"https://github.com/margelo","sourceUrl":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime#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":161,"forks":7,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":38.42},"quality":{"score":63,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"161","tone":"neutral"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content."]},"trust":{"version":"trust-score-v5","score":63,"base_score":71,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"1d since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"shell or command execution, database access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime"},{"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":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"},{"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","Install command has no obvious high-risk pattern"],"warnings":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 7 forks","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, database access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","1d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["design-creative","agent-skill"],"doNotUseFor":["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","Commercial reuse before clarifying license terms"],"knownRisks":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","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"]},"outcome_stats":null,"safety":{"score":47,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","47/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","License is unclear"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","47/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":68,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","License clarity: Unknown","Permission surface: shell or command execution, database access","High-risk permission hints: Shell or command execution","License is unclear","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"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 react-native-vision-camera-realtime before installing it in an agent workflow","design-creative","GitHub automation workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime"]},{"id":"trust_score","label":"Trust score","status":"warn","score":71,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","161 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":75,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":47,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"1d since push","evidence":["1d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":64,"required_for_auto_install":true,"detail":"shell or command execution, database access","evidence":["Shell or command execution: high","Network access: medium","Database access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime/evals","api":"/api/agent/evals?slug=margelo-react-native-vision-camera-realtime","text":"/api/agent/evals?slug=margelo-react-native-vision-camera-realtime&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"margelo-react-native-vision-camera-realtime","name":"react-native-vision-camera-realtime","description":"Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration.","category":"design-creative","url":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","github_repo":"margelo/react-native-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install margelo-react-native-vision-camera-realtime"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"react-native-vision-camera-realtime\" agent skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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/margelo-react-native-vision-camera-realtime/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera-realtime"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 7 forks","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, database 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":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","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":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":63,"label":"Promising"},"supply":{"track":"Design and creative production","scenario":"Multimodal media","maintenance":"1d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","High-risk permission hints: Shell or command execution","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"agent_contract":{"task_input":"Use react-native-vision-camera-realtime in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 75/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"margelo-react-native-vision-camera-realtime (react-native-vision-camera-realtime)","install_command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","risk_summary":"Needs review; Experimental; 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":"margelo-react-native-vision-camera-realtime","task":"Use react-native-vision-camera-realtime 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/margelo-react-native-vision-camera-realtime","api":"https://www.openagentskill.com/api/agent/skills/margelo-react-native-vision-camera-realtime","audit":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=margelo-react-native-vision-camera-realtime&task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/margelo-react-native-vision-camera-realtime/install","manifest":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera-realtime"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"margelo-react-native-vision-camera-realtime","name":"react-native-vision-camera-realtime","description":"Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration.","category":"design-creative","url":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","github_repo":"margelo/react-native-skills"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install margelo-react-native-vision-camera-realtime"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"react-native-vision-camera-realtime\" agent skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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/margelo-react-native-vision-camera-realtime/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera-realtime"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 7 forks","lastPushed":"1d since push","license":"Unknown","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, database 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":["Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","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":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":63,"label":"Promising"},"supply":{"track":"Design and creative production","scenario":"Multimodal media","maintenance":"1d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","High-risk permission hints: Shell or command execution","License is unclear","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"],"agent_contract":{"task_input":"Use react-native-vision-camera-realtime in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 75/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"margelo-react-native-vision-camera-realtime (react-native-vision-camera-realtime)","install_command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","risk_summary":"Needs review; Experimental; 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":"margelo-react-native-vision-camera-realtime","task":"Use react-native-vision-camera-realtime 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/margelo-react-native-vision-camera-realtime","api":"https://www.openagentskill.com/api/agent/skills/margelo-react-native-vision-camera-realtime","audit":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=margelo-react-native-vision-camera-realtime&task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20react-native-vision-camera-realtime%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/margelo-react-native-vision-camera-realtime/install","manifest":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera-realtime"}},"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":"github-automation","title":"GitHub automation"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"multimodal-media","title":"Multimodal media"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":161,"starsLabel":"161","forks":7,"license":"Unknown","qualityScore":63,"trustScore":71,"auditScore":75},"maintenance":{"status":"fresh","label":"1d since push","daysSincePush":1,"lastPushedAt":"2026-08-21T15:16:33+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["License is unclear","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"coverageTags":["Design","Multimodal media","design-creative","agent-skill"]},"audit":{"audit_score":75,"risk_level":"needs_review","risk_label":"Needs review","quality_score":63,"trust_score":71,"maintenance_score":100,"security_score":72,"install_score":92,"warnings":["License is unclear","Repository license is detected as 'Unknown', which raises uncertainty about authorized use and redistribution of the skill content.","Quality score needs review","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown"]},"quality_signals":{"model":"v2","star_score":15.47,"usage_score":0,"review_score":4.95,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"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":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"}],"install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera-realtime","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install margelo-react-native-vision-camera-realtime","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 \"react-native-vision-camera-realtime\" agent skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime. 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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 \"react-native-vision-camera-realtime\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime 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: Design and review production-grade low-latency VisionCamera v5 pipelines. Use for real-time GPU, ML, CV, Skia or WebGPU overlays, Nitro frame plugins, zero-copy interop, frame budgets, and latency profiling. Use the general react-native-vision-camera skill for setup, capture, controls, basic frame outputs, or v4 migration. 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\":\"margelo-react-native-vision-camera-realtime\",\"task\":\"Install react-native-vision-camera-realtime\",\"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/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","github_repo":"margelo/react-native-skills","version":"1.0.0","license":"Unknown","urls":{"web":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera-realtime","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera-realtime","api":"/api/agent/skills/margelo-react-native-vision-camera-realtime","install_api":"/api/skills/margelo-react-native-vision-camera-realtime/install"},"meta":{"created_at":"2026-08-21T15:36:28.000393+00:00","updated_at":"2026-08-21T15:36:28.000393+00:00","agent_friendly":true}}