Agent skill · data analytics · sickn33
monte-carlo-monitor-creation
Guides creation of Monte Carlo monitors via MCP tools, producing monitors-as-code YAML for CI/CD deployment.
Why this skill is useful
Generates monitors-as-code YAML for specific monitoring scenarios that the AI wouldn't reliably create on its own.
What it needs
About 7k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
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 is: Just querying data or exploring table contents Triaging or responding to active alerts (use the prevent skill's Workflow 3) Running impact assessments before code changes (use the prevent skill's Workflow 4) Asking about existing monitor configuration (use getMonitors directly) Editing or deleting existing monitors --- Available MCP tools All tools are available via the monte-carlo MCP server. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/monte-carlo-monitor-creation--90d335