See it in action
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
PromptWhat is the minimum Python major and minor version required to execute the core automation scripts?
What was checked, without and with the skill| Checked | Without skill | With skill |
|---|
| 3.8 | Missed | Passed |
|---|
What's inside
The instructions your model reads when the skill loads.
SKILL.md80 lines5 filesincludes scripts
Advanced Monitoring — AI-Powered Infrastructure Intelligence
Purpose
Enterprise-grade advanced monitoring solution with AI-powered analytics, real-time anomaly detection, predictive insights, and intelligent alerting across multi-cloud environments.
When to Use
- Real-time Anomaly Detection with machine learning
- Predictive Analytics for infrastructure forecasting
- Intelligent Alerting with AI-driven prioritization
- Performance Optimization with advanced analytics
- Capacity Planning with predictive modeling
- Root Cause Analysis with AI correlation
Inputs
- operation: Monitoring operation type (required)
- targetResources: Resources to monitor (required)
- timeRange: Time range for analysis (optional)
- alertThresholds: Custom alert thresholds (optional)
- aiMode: Enable AI-powered analysis (optional)
- outputFormat: Output format (optional)
Process
- Data Collection: Gather metrics from all monitoring sources
- AI Analysis: Apply machine learning for pattern detection
- Anomaly Detection: Identify unusual behavior and trends
- Predictive Analytics: Forecast future infrastructure needs
- Intelligent Alerting: Generate prioritized alerts with AI insights
- Automated Response: Trigger automated remediation when appropriate
- Continuous Learning: Update models with new data patterns
Outputs
- AI-Enhanced Metrics: Advanced analytics and insights
- Anomaly Detection Results: Unusual patterns and potential issues
- Predictive Forecasts: Future infrastructure needs and trends
- Intelligent Alerts: Prioritized notifications with AI context
- Performance Reports: Comprehensive monitoring analytics
- Recommendations: AI-driven optimization suggestions
Environment
- Monitoring Systems: Prometheus, Grafana, ELK stack
Track record
Benchmark
21 / 22
test cases passed, vs 15 / 22 without
Adoption
- Users
- 0
- Times used
- 0
Safety and source details
SkillSafety
✓ 3 of 3 passed✓Code scan15 of 15 checks clean
0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026
View 15 scanner checks
live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing
✓IntentSafe
LLM judge · does the skill do what it claims
✓ContentClean
LLM judge · policy & harmful-content review
Source
Importedlloydchang / agentic-reconciliation-engine
core/ai/skills/advanced-monitoring/SKILL.md
License AGPLv3Imported 8/1/2026Version v1Bundled 4 files · scripts