Skill audit report
ml4t-monitoring-alerting Audit report.
Real-time monitoring and alerting for live trading systems. Use when building observability for data pipelines, model drift, or execution quality.
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
WARN48
27 GitHub stars
Stars/forks activity
WARN48
27 stars, 12 forks; issue activity unavailable in current metadata
Recent maintenance
PASS100
18d since push
License clarity
PASS86
Apache-2.0
README/SKILL.md completeness
INFO76
Public metadata needs stronger README/SKILL.md context
Dependency/runtime risk
PASS90
no major dependency risk hints in public metadata
Install availability
PASS92
npx skills add ml4t/skills --skill ml4t-monitoring-alerting
Install command safety
PASS92
standard package or runtime install path
Permission surface
PASS100
no high-risk permission surface in public metadata
Repository evidence
PASS86
https://github.com/ml4t/skills/tree/main/production/monitoring-alerting
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 ml4t/skills --skill ml4t-monitoring-alerting
Repository
88
https://github.com/ml4t/skills/tree/main/production/monitoring-alerting
License
86
Apache-2.0
Maintenance
100
18d since push
AI review
55
The skill references dependencies (kill-switch, drift-detection, risk-metrics) but does not explain how they are used or integrated.
README/SKILL.md completeness
84
Usable description available
Dependency risk
90
no major dependency risk hints in public metadata
Install command safety
92
standard package or runtime install path
Permission surface
100
no high-risk permission surface in public metadata
Stars/forks activity
48
27 stars, 12 forks; issue activity unavailable in current metadata
Adoption
42
27 GitHub stars
Financial decision safety
20
Potential execution surface detected; do not connect live broker, exchange, wallet, or payment credentials.
Warnings
- Financial research output is not financial advice; require human review before any live investment decision
- Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required
- The skill references dependencies (kill-switch, drift-detection, risk-metrics) but does not explain how they are used or integrated.
- The code example uses an undefined `alert` function; it would be clearer to show a concrete implementation or note that it is a placeholder.
- No explicit setup or installation instructions are provided for the `ml4t-live` library or the skill itself.
- Low GitHub adoption signal
- Financial research output is not financial advice; require human review before any live investment decision.
- This skill may touch real-money trading, broker, wallet, or exchange operations; use only in a sandbox with explicit approval.
- Quality score needs review
- GitHub adoption: 27 GitHub stars
- Stars/forks activity: 27 stars, 12 forks; issue activity unavailable in current metadata
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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