{"slug":"margelo-react-native-vision-camera","name":"react-native-vision-camera","description":"Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays.","long_description":"---\nname: react-native-vision-camera\ndescription: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays.\n---\n\n# react-native-vision-camera (v5)\n\nVisionCamera v5 is the maintained and latest version of `react-native-vision-camera`. It is a full Nitro Modules rewrite with a new **Constraints API**, **Output-based architecture**, **in-memory `Photo`**, and a hard break from the v4 format/prop model. Almost every v4 surface is gone or renamed — treat v5 as a new API, not an incremental upgrade.\n\nThis skill is a router. Read this file first, then load the reference that matches the task. Every reference is self-contained — do not load more than you need.\n\n## When to load which reference\n\n- **Production low-latency GPU, ML, CV, or frame-coupled overlay work:** use the separate `react-native-vision-camera-realtime` skill. Load the basic frame-processing reference too only when setup or API fundamentals are also needed.\n- **New install, getting a Camera on screen, permissions, minimum boilerplate** → [references/quickstart-v5.md](references/quickstart-v5.md)\n- **Porting a v4 codebase, understanding what changed** → [references/migration-v4-to-v5.md](references/migration-v4-to-v5.md) (load this FIRST when the user mentions v4, takePhoto, useCameraFormat, format prop, photo/video boolean props, or CodeScanner in core)\n- **Porting a whole v4 *screen* — want a complete before/after file to transplant** → [references/migration-templates.md](references/migration-templates.md) (full copy-paste templates: photo screen, video screen, frame-processor+ML, barcode scanner, pro camera)\n- **Choosing/attaching outputs, fps/HDR/resolution via constraints, session lifecycle** → [references/outputs-and-constraints.md](references/outputs-and-constraints.md)\n- **Frame Processors, worklets, async frame work, pixel formats, writing a native plugin** → [references/frame-processors.md](references/frame-processors.md) (load this when user says \"frame processor\", \"worklet\", \"ML on frames\", \"Nitro plugin\", \"vision-camera-plugin-*\")\n- **Capturing photos (incl. callbacks, RAW, HDR, preview image), recording video, Recorder lifecycle, manual AE/AF/AWB, exposure bias, zoom, focus** → [references/capture-and-controls.md](references/capture-and-controls.md)\n- **Depth streaming, multi-cam, Skia preview, GPU resizer for ML, barcode scanner package, GPS location metadata, custom native outputs** → [references/advanced-features.md](references/advanced-features.md)\n\nWhen in doubt, load [references/migration-v4-to-v5.md](references/migration-v4-to-v5.md) — it covers the shape of the new API by contrasting it with v4 and is the fastest orientation.\n\n## Non-negotiable rules for v5 code\n\nThese are the rules that catch people who \"know\" v4. Apply them without asking:\n\n1. **Install the Nitro peers.** `react-native-nitro-modules` and `react-native-nitro-image` are required peer deps. Frame processors additionally require `react-native-vision-camera-worklets` AND `react-native-worklets` (Software Mansion's — not `-core`). Worklets - https://docs.swmansion.com/react-native-worklets/docs/\n2. **`outputs={[...]}` replaces `photo` / `video` / `frameProcessor` / `codeScanner` props.** Create outputs with `usePhotoOutput`, `useVideoOutput`, `useFrameOutput`, `useDepthOutput`, `useObjectOutput` (or `useBarcodeScannerOutput` from the barcode package) and pass them in an array. Capture methods (`capturePhoto`, `createRecorder`) live on the Output, not the Camera ref.\n3. **There is no `format` prop and no `useCameraFormat`.** Use `constraints={[...]}` — array order = priority, descending. The Camera negotiates the closest supported config automatically, so an impossible constraint like `{ fps: 99999 }` never throws.\n4. **`takePhoto()` does not exist.** Use `photoOutput.capturePhoto(settings, callbacks)` for in-memory `Photo`, or `photoOutput.capturePhotoToFile(...)` for a file path. The default path is in-memory — do not write temp files unless explicitly asked.\n5. **Frame Processor plugins must be Nitro Modules.** The v4 `FrameProcessorPlugin` base class, `VISION_EXPORT_SWIFT_FRAME_PROCESSOR` macro, and `VisionCameraProxy.addFrameProcessorPlugin` are gone. A v5 plugin is a `HybridObject` with a typed Nitro spec. See [references/frame-processors.md](references/frame-processors.md).\n6. **Every `Frame` (and `Depth`) MUST be `.dispose()`d.** The buffer pool is bounded; leaking a frame stalls the pipeline. Wrap work in `try { ... } finally { frame.dispose() }`. When offloading via `asyncRunner.runAsync(...)`, dispose inside the async callback if it returned `true`, and dispose immediately in the `else` branch when it returned `false`.\n7. **CodeScanner is not in core.** `react-native-vision-camera-barcode-scanner` is a separate package, MLKit-based on both platforms. For iOS-only object detection (QR, faces, bodies via native AVFoundation metadata, no ML dep), use `useObjectOutput` from core.\n8. **Keep the Camera mounted; toggle `isActive`.** Remounting tears down the session. Integrate with `useIsFocused()` from react-navigation so the session goes Idle → Ready while not on screen, and keeps preferences warm for fast resume.\n9. **Frame output `pixelFormat` defaults to `'native'` (zero-copy), NOT `'yuv'`.** `'native'` streams in the session's negotiated `nativePixelFormat` with zero conversions (it may resolve to a YUV, RGB, RAW, or `'private'` format; verify the actual one via `frame.pixelFormat`). `'yuv'` picks the YUV format closest to native and is the best general-purpose CPU-accessible choice (MLKit/OpenCV/Skia); `'rgb'` forces a YUV-to-RGB conversion with about 2.6 times more bandwidth, so use it only when a consumer hard-requires RGB. `useDepthOutput` has **no** `pixelFormat` option. For ML consumers that require CPU-visible RGB or tensor input, prefer `react-native-vision-camera-resizer` over paying a per-frame RGB conversion in the Camera pipeline.\n<!-- source: useFrameOutput.ts:123 (`pixelFormat = 'native'` default); VideoPixelFormat.ts:52-62; CameraFrameOutput.nitro.ts:71,84-86 (\"recommended to use 'native' ... zero-copy GPU-only path\"); useDepthOutput.ts:70-77 (options have no pixelFormat) -->\n\n10. **Do not hand-clamp FPS/resolution with `Math.min/Math.max`.** That was a v4 workaround. In v5 the Constraints API negotiates internally — express intent and let the Camera pick.\n11. **Worklets mutate Reanimated SharedValues directly in v5.** This is suitable for ordinary asynchronous UI or animation state. For frame-locked overlays, use the separate real-time skill and draw from the same frame with Skia or WebGPU.\n\n## Operating rules for this skill\n\n- Never invent v4→v5 API shapes. If a v4 API has no documented v5 equivalent in the references, say so and link to [the v5 docs](https://visioncamera.margelo.com) — do not guess.\n- Do not add documentation files (README, CHANGELOG) unless the user asks.\n- Assume the user is on v5 unless they show v4 code. If they show v4 code, load [references/migration-v4-to-v5.md](references/migration-v4-to-v5.md) before writing anything.\n- When writing a new Camera example, default to the hook-based declarative form (`useCameraPermission` + `useCameraDevice` + `usePhotoOutput` + `<Camera />`). Use the imperative `VisionCamera.createCameraSession(...)` API only when the user asks for multi-cam or full programmatic control.\n- For a basic ML path whose consumer needs CPU-visible input, recommend `react-native-vision-camera-resizer` over the v4-era `vision-camera-resize-plugin`. Route latency-critical ML, GPU inference, and live overlays to `react-native-vision-camera-realtime` instead of prescribing the Resizer universally.\n<!-- source: react-native-vision-camera-resizer/src/specs/GPUFrame.nitro.ts + Resizer.nitro.ts (GPU resize→GPUFrame). The often-quoted \"~5×\" figure is a blog claim, not in source, so it is omitted here. -->\n\n- Verify peer dependency installs. A user reporting a native crash after install 95% of the time has missed `react-native-nitro-modules`, `react-native-nitro-image`, or (for frame processors) `react-native-worklets` + `react-native-vision-camera-worklets`.\n\n## Authoritative links\n\n- Docs: https://visioncamera.margelo.com\n- `llms.txt` index: https://visioncamera.margelo.com/llms.txt\n- V5 release notes (includes migration snippets): `gh api repos/mrousavy/react-native-vision-camera/releases/tags/v5.0.0`\n- Blog announcement: https://blog.margelo.com/whats-new-in-visioncamera-v5\n- Main repo: https://github.com/mrousavy/react-native-vision-camera\n- V4 snapshot (archived docs): https://visioncamera4.margelo.com\n","tagline":"Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays.","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","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera#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":38.72},"quality":{"score":64,"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 unknown (detected as Unknown), so license clarity is lacking"]},"trust":{"version":"trust-score-v5","score":59,"base_score":67,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["59/100 Trust Score v5","67/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"161 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":51,"weight":0.08,"status":"warn","detail":"161 stars, 7 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"1d since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"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":74,"weight":0.12,"status":"info","detail":"network or browser surface, database surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add margelo/react-native-skills --skill react-native-vision-camera"},{"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":60,"weight":0.07,"status":"warn","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/margelo/react-native-skills/tree/main/skills/react-native-vision-camera"},{"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":"info","label":"GitHub adoption","detail":"161 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"161 stars, 7 forks; 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":"info","label":"Dependency/runtime risk","detail":"network or browser surface, database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add margelo/react-native-skills --skill react-native-vision-camera"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera"},{"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","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access","No real agent outcome reports yet","Human review required before unattended installation"],"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","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access"]},"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":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","trust_score":59,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v5":{"version":"trust-score-v5","score":59,"base_score":67,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. 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require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access","No real agent outcome reports yet","Human review required before unattended installation"],"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","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; 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require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":67,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"161 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":51,"weight":0.08,"status":"warn","detail":"161 stars, 7 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"1d since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"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":74,"weight":0.12,"status":"info","detail":"network or browser surface, database surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add margelo/react-native-skills --skill react-native-vision-camera"},{"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":60,"weight":0.07,"status":"warn","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/margelo/react-native-skills/tree/main/skills/react-native-vision-camera"},{"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":"info","label":"GitHub adoption","detail":"161 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"161 stars, 7 forks; 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":"info","label":"Dependency/runtime risk","detail":"network or browser surface, database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add margelo/react-native-skills --skill react-native-vision-camera"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"warn","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera"},{"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","Install command has no obvious high-risk pattern"],"warnings":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"],"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","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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"},"installReadiness":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access"]},"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","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"]},"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":50,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. 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Useful for discovery, but not for autonomous installation.","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown (detected as Unknown), so license clarity is lacking","SKILL.md does not include explicit licensing or attribution information","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"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":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate react-native-vision-camera 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"]},{"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"]},{"id":"trust_score","label":"Trust score","status":"warn","score":67,"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":74,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":50,"required_for_auto_install":true,"detail":"Sparse or mixed signals. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera. 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown (detected as Unknown), so license clarity is lacking","SKILL.md does not include explicit licensing or attribution information","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access"]},"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":64,"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 unknown (detected as Unknown), so license clarity is lacking","No OpenAgentSkill engagement data yet","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","SKILL.md does not include explicit licensing or attribution information"],"agent_contract":{"task_input":"Use react-native-vision-camera 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: 67/100 Manual review","Audit: 74/100 Needs review","Safety: 50/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"margelo-react-native-vision-camera (react-native-vision-camera)","install_command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","task":"Use react-native-vision-camera 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","api":"https://www.openagentskill.com/api/agent/skills/margelo-react-native-vision-camera","audit":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=margelo-react-native-vision-camera&task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/margelo-react-native-vision-camera/install","manifest":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"margelo-react-native-vision-camera","name":"react-native-vision-camera","description":"Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays.","category":"design-creative","url":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera","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","Read media metadata","Convert formats"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"react-native-vision-camera\" agent skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera. 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera. 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera"},"trust":{"score":67,"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","install":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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":["Repository license is unknown (detected as Unknown), so license clarity is lacking","Financial research output is not financial advice; require human review before any live investment decision.","License is unclear","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"]},"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":74,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown (detected as Unknown), so license clarity is lacking","SKILL.md does not include explicit licensing or attribution information","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access"]},"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":64,"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 unknown (detected as Unknown), so license clarity is lacking","No OpenAgentSkill engagement data yet","License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","SKILL.md does not include explicit licensing or attribution information"],"agent_contract":{"task_input":"Use react-native-vision-camera 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: 67/100 Manual review","Audit: 74/100 Needs review","Safety: 50/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"margelo-react-native-vision-camera (react-native-vision-camera)","install_command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","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","task":"Use react-native-vision-camera 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","api":"https://www.openagentskill.com/api/agent/skills/margelo-react-native-vision-camera","audit":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=margelo-react-native-vision-camera&task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20react-native-vision-camera%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/margelo-react-native-vision-camera/install","manifest":"https://www.openagentskill.com/api/registry/manifest/margelo-react-native-vision-camera"}},"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":"multimodal-media","title":"Multimodal media"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add margelo/react-native-skills --skill react-native-vision-camera","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":161,"starsLabel":"161","forks":7,"license":"Unknown","qualityScore":64,"trustScore":67,"auditScore":74},"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","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown (detected as Unknown), so license clarity is lacking","SKILL.md does not include explicit licensing or attribution information"]},"coverageTags":["Design","Multimodal media","design-creative","agent-skill"]},"audit":{"audit_score":74,"risk_level":"needs_review","risk_label":"Needs review","quality_score":64,"trust_score":67,"maintenance_score":100,"security_score":71,"install_score":92,"warnings":["License is unclear","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Repository license is unknown (detected as Unknown), so license clarity is lacking","SKILL.md does not include explicit licensing or attribution information","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: filesystem or document access, network or browser access","Stars/forks activity: 161 stars, 7 forks; issue activity unavailable in current metadata","License clarity: Unknown","Permission surface: filesystem or document access, network or browser access"]},"quality_signals":{"model":"v2","star_score":15.47,"usage_score":0,"review_score":5.25,"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":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"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"}],"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","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","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\" agent skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera. 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" as a Claude Code skill from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera. 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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\" from https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera 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: Best-practices guide for React Native VisionCamera v5 setup, migration, capture, controls, outputs, and basic frame processing. Use the separate react-native-vision-camera-realtime skill for production low-latency GPU, ML, CV, Skia or WebGPU pipelines and frame-coupled overlays. 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\",\"task\":\"Install react-native-vision-camera\",\"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","github_repo":"margelo/react-native-skills","version":"1.0.0","license":"Unknown","urls":{"web":"https://www.openagentskill.com/skills/margelo-react-native-vision-camera","repository":"https://github.com/margelo/react-native-skills/tree/main/skills/react-native-vision-camera","api":"/api/agent/skills/margelo-react-native-vision-camera","install_api":"/api/skills/margelo-react-native-vision-camera/install"},"meta":{"created_at":"2026-08-21T15:36:41.590236+00:00","updated_at":"2026-08-21T15:36:41.590236+00:00","agent_friendly":true}}