Monte Carlo Proactive Monitoring

Routes coverage-gap analysis into monitor creation across a Monte Carlo data estate.

Works with setup

Test report

Verdict
Works with setup
Score
8.4/10
Tested
Jul 14, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 75f094b

Pure routing logic with no coverage-analysis code of its own -- it correctly hands off with the right framing ('coverage analysis' vs 'monitor creation') so its sibling skill doesn't confuse the two flows, but the two skills it references by relative path (../asset-health, ../monitoring-advisor) aren't included if you copy only this one folder, so all three dirs need installing together.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 4/5
  • Triggers reliably 5/5
  • Output vs. baseline 8/10
  • Docs & honesty 4/5

What Monte Carlo Proactive Monitoring does

Sequences Monte Carlo's asset-health, monitoring-advisor, and monitor-creation skills into one guided flow: optionally assess specific tables, identify estate-wide coverage gaps prioritized by importance, then generate monitors-as-code YAML for the gaps. Triggers on 'what should I monitor' or 'where are my coverage gaps' questions; explicitly defers to incident-response for active incidents and straight to monitoring-advisor when the user already knows which monitor they want.

How to install Monte Carlo Proactive Monitoring

git clone https://github.com/monte-carlo-data/mc-agent-toolkit
cd mc-agent-toolkit
mkdir -p ~/.claude/skills
cp -r skills/proactive-monitoring ~/.claude/skills/monte-carlo-proactive-monitoring

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Monte Carlo Proactive Monitoring

  • /monte-carlo-proactive-monitoring Routes coverage-gap analysis into monitor creation across a Monte Carlo data estate.

It also activates on plain-language prompts like these:

  • Tell me what tables across our data estate have no monitoring coverage
  • Figure out what we should be monitoring and generate the monitors
  • Check the health of these specific tables and flag any coverage gaps

Frequently asked questions

Is the Monte Carlo Proactive Monitoring skill free?
Yes. The skill itself is free from monte-carlo-data/mc-agent-toolkit. SkillProof publishes the install command and an independent test verdict at no cost.
Does Monte Carlo Proactive Monitoring work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 14, 2026. Verdict: Works with setup. Pure routing logic with no coverage-analysis code of its own -- it correctly hands off with the right framing ('coverage analysis' vs 'monitor creation') so its sibling skill doesn't confuse the two flows, but the two skills it references by relative path (../asset-health, ../monitoring-advisor) aren't included if you copy only this one folder, so all three dirs need installing together.
What is the Monte Carlo Proactive Monitoring SkillProof Score?
8.4/10 — installs cleanly 4/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 4/5.
How do I install Monte Carlo Proactive Monitoring?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Monte Carlo Proactive Monitoring with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.