monte-carlo-monitor-creation
Guides creation of Monte Carlo monitors via MCP tools, producing monitors-as-code YAML for CI/CD deployment.
Finance & AccountingData & Analyticsdata-observabilitymonitoringmonitors-as-codemonte-carlo
Monte Carlo Monitor Creation Skill
This skill teaches you to create Monte Carlo monitors correctly via MCP. Every creation tool runs in dry-run mode and returns monitors-as-code (MaC) YAML. No monitors are created directly -- the user applies the YAML via the Monte Carlo CLI or CI/CD.
Reference files live next to this skill file. Use the Read tool (not MCP resources) to access them:
- Metric monitor details:
references/metric-monitor.md(relative to this file) - Validation monitor details:
references/validation-monitor.md(relative to this file) - Custom SQL monitor details:
references/custom-sql-monitor.md(relative to this file) - Comparison monitor details:
references/comparison-monitor.md(relative to this file) - Table monitor details:
references/table-monitor.md(relative to this file)
When to activate this skill
Activate when the user:
- Asks to create, add, or set up a monitor (e.g. "add a monitor for...", "create a freshness check on...", "set up validation for...")
- Mentions monitoring a specific table, field, or metric
- Wants to check data quality rules or enforce data contracts
- Asks about monitoring options for a table or dataset
- Requests monitors-as-code YAML generation
- Wants to add monitoring after new transformation logic (when the prevent skill is not active)
When NOT to activate this skill
Do not activate when the user
Subscribers only
The full skill, its 6 bundled files and every download is included with every paid Complete AI plan.
Details
| Source | monte-carlo-data/mc-agent-toolkit |
|---|---|
| License | — |
| Risk label | safe ("critical" means the skill may run commands or touch files — read before use) |
| Files | SKILL.md, references/comparison-monitor.md, references/custom-sql-monitor.md, references/metric-monitor.md, references/table-monitor.md, references/validation-monitor.md |
| Added | 2026-04-08 |
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