Skill audit report

compiled-model-app-scaffolding Audit report.

Build a new Android app (Kotlin, Compose) around a verified LiteRT model using the CompiledModel API - the app architecture, the inference-layer lifecycle rules, model delivery, and the UI traps that masquerade as model bugs. Use when turning a converted and device-verified model into a demo or product app, when an app's inference layer leaks memory or blocks the UI, or when a model that verified clean looks wrong inside an app.

EXPERIMENTAL · REVIEWNeeds reviewGenerated Nov 10, 2026Heuristic metadata audit
76
Audit
75
Trust
65
Quality
77
Security
88
Maintain
92
Install

OpenAgentSkill Trust Score

75
Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

62

459 GitHub stars

Stars/forks activity

INFO

62

459 stars, 122 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

88

1mo since push

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

INFO

74

network or browser surface, database surface

Install availability

PASS

92

npx skills add google-ai-edge/litert-samples --skill compiled-model-app-scaffolding

Install command safety

PASS

92

standard package or runtime install path

Permission surface

WARN

60

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/google-ai-edge/litert-samples/tree/main/skills/compiled-model-app-scaffolding

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

6 Passed · 10 Needs review

Install path

92

PASS

npx skills add google-ai-edge/litert-samples --skill compiled-model-app-scaffolding

Repository

88

PASS

https://github.com/google-ai-edge/litert-samples/tree/main/skills/compiled-model-app-scaffolding

License

86

PASS

Apache-2.0

Maintenance

88

PASS

1mo since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

74

CHECK

network or browser surface, database surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

60

CHECK

filesystem or document access, network or browser access

Stars/forks activity

62

CHECK

459 stars, 122 forks; issue activity unavailable in current metadata

Adoption

68

INFO

459 GitHub stars

Warnings

  • Permission surface may require sandboxing
  • AI review approval is missing
  • Quality score needs review
  • Permission surface needs review: filesystem or document access, network or browser access
  • Permission surface: filesystem or document access, network or browser access
  • Review status: AI review approval is missing

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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