Skill audit report
local-ai-app-integration Audit report.
Integrates local AI capabilities into applications using Embeddable Lemonade. Use when the user wants to add local AI, offline AI, private AI, on-device AI, a local LLM, local chat, embeddings, image generation, speech-to-text, or text-to-speech to an existing app; replace or supplement OpenAI, Anthropic, Ollama, or other cloud AI APIs with a local backend; only use to convert user apps. Do not use when the user just wants the agent itself to generate images, transcribe, or speak locally in the current workspace, even to cut their own API bill.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
INFO62
332 GitHub stars
Stars/forks activity
WARN57
332 stars, 30 forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
2mo since push
License clarity
PASS86
MIT
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
FAIL36
command execution surface, credential or environment access
Install availability
PASS92
npx skills add amd/skills --skill local-ai-app-integration
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL22
secrets or environment access, shell or command execution
Repository evidence
PASS86
https://github.com/amd/skills/tree/main/skills/local-ai-app-integration
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add amd/skills --skill local-ai-app-integration
Repository
88
https://github.com/amd/skills/tree/main/skills/local-ai-app-integration
License
86
MIT
Maintenance
88
2mo since push
AI review
55
SKILL.md lacks explicit security guidance for handling API keys, verifying downloaded binaries/models, and avoiding insecure subprocess spawning.
README/SKILL.md completeness
86
Usable description available
Dependency risk
36
command execution surface, credential or environment access
Install command safety
92
standard package or runtime install path
Permission surface
22
secrets or environment access, shell or command execution
Stars/forks activity
57
332 stars, 30 forks; issue activity unavailable in current metadata
Adoption
68
332 GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- SKILL.md lacks explicit security guidance for handling API keys, verifying downloaded binaries/models, and avoiding insecure subprocess spawning.
- The skill mentions 'log every stage' but does not specify that secrets must never be logged; evals include 'secrets' in expected logs, which is ambiguous and could be misinterpreted.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 332 stars, 30 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
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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