monte-carlo-analyze-root-cause SKILL.md skillA

monte-carlo-analyze-root-cause from monte-carlo-data/mc-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add monte-carlo-data/mc-agent-toolkit/monte-carlo-analyze-root-cause@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
monte-carlo-data/mc-agent-toolkit
Path
skills/analyze-root-cause/SKILL.md
Versions recorded
6
Latest version
v1.0.0, committed Nov 4, 2026
First version recorded
Apr 28, 2026
Size
15,885 bytes
Repository stars
93
License
Apache-2.0

Investigate data incidents and find root causes using Monte Carlo's observability data. Guides the agent through systematic investigation: alert lookup, lineage tracing, ETL checks, query analysis, and data profiling. Activates when a user asks about data issues, incidents, alerts, or why data looks wrong.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Monte Carlo Root Cause Analysis Skill

This skill helps investigate data incidents — freshness delays, volume anomalies, schema changes, field metric drift, and ETL failures — by guiding the agent through a systematic investigation using Monte Carlo's MCP tools. It combines observability metadata with optional direct data querying to find the root cause.

> **Monte Carlo tool routing (required):** Always call Monte Carlo MCP tools through this plugin's
> bundled server, whose fully-qualified tool names are
> `mcp__plugin_mc-agent-toolkit_monte-carlo-mcp__<tool>` (e.g.
> `mcp__plugin_mc-agent-toolkit_monte-carlo-mcp__get_alerts`). Bare tool names used in this skill
> (`get_alerts`, `search`, `get_table`, …) refer to that bundled server. If the session also has a
> separately-configured `monte-carlo-mcp` server, do **not** route to it — it may point at a
> different endpoint or credentials.

Reference files live next to this skill file. **Use the Read tool** (not MCP resources) to access them:

- Investigation playbooks by issue type: `references/<type>-investigation.md`
- Data exploration patterns: `references/data-exploration.md`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add monte-carlo-data/mc-agent-toolkit/monte-carlo-analyze-root-cause@sha256:0554822fad36b408

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vqqyqhmqkuh3gimf.svg)](https://markdownregistry.com/a/art_vqqyqhmqkuh3gimf)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Apr 28, 2026 and Nov 4, 2026, about one every 38 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-11-04 1e474dd 15,885 BA view · diff
v1.0.02026-07-19 0b4edc3 15,852 BA view · diff
v1.0.02026-07-03 244ea20 15,432 BA view · diff
v1.0.02026-06-19 6ade6f3 15,298 BA view · diff
v1.0.02026-05-11 39c4dd6 14,749 BA view · diff
v1.0.02026-04-28 4eb6e59 9,415 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (15885 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

monte-carlo-data/mc-agent-toolkit · 93 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vqqyqhmqkuh3gimf
GET https://markdownregistry.com/api/v1/resolve?ref=monte-carlo-data/mc-agent-toolkit/monte-carlo-analyze-root-cause
GET https://markdownregistry.com/api/v1/blob/0554822fad36b4088ce8a61d3cd24888aa5fb3f4dec0d86924ddf70b78e4efc0

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from monte-carlo-data/mc-agent-toolkit

toolkit-skill-author SKILL.md skill
monte-carlo-data/mc-agent-toolkit · .claude/skills/toolkit-skill-author/SKILL.md · Authors or extends a skill in mc-agent-toolkit. Gates for forbidden buckets and name collisions, applies CONTRIBUTING's…
git:20260618.50ca708 · audit A · 93 stars
monte-carlo-account-analytics SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/account-analytics/SKILL.md · Answers questions about your Monte Carlo account (alerts, data quality, coverage, monitors, credits, monitor runs) from…
git:20261106.9b1b1e0 · audit A · 93 stars
monte-carlo-asset-health SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/asset-health/SKILL.md · Check the health of a data table/asset using Monte Carlo. Activates on "how is table X", "check health of X", "is X…
v1.0.0 · audit A · 93 stars
automated-triage SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/automated-triage/SKILL.md · Triage Monte Carlo alerts interactively or build an automated workflow. Fetch, score, and troubleshoot alerts using MCP…
v1.1.1 · audit A · 93 stars
connection-auth-rules SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/connection-auth-rules/SKILL.md · Build a Connection Auth Rules for a Monte Carlo connection type. Fetches live connector schemas and transform steps…
v1.0.0 · audit A · 93 stars
monte-carlo-context-detection SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/context-detection/SKILL.md · Route data-related requests to the right Monte Carlo skill or workflow. USE WHEN alerts, incidents, data broken, stale…
v1.0.0 · audit A · 93 stars
generate-validation-notebook SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/generate-validation-notebook/SKILL.md · Generate SQL validation notebooks for dbt changes. Pass a GitHub PR URL or local dbt repo path.
git:20260428.4eb6e59 · audit A · 93 stars
monte-carlo-incident-response SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/incident-response/SKILL.md · Orchestrate incident response — triage, root cause, remediate, prevent recurrence. USE WHEN active alerts, data broken…
v1.0.0 · audit A · 93 stars
monte-carlo-instrument-agent SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/instrument-agent/SKILL.md · Instrument a new AI agent in a Python codebase for Monte Carlo Agent Observability. Detects AI libraries, installs the…
v1.0.0 · audit A · 93 stars
monte-carlo-manage-mac SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/manage-mac/SKILL.md · Create, edit, validate, and import Monitors-as-Code YAML files. CLI-first; falls back to MC MCP tools, then manual…
v1.0.0 · audit A · 93 stars
monte-carlo-monitoring-advisor SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/monitoring-advisor/SKILL.md · Analyze data coverage, create monitors for warehouse tables and AI agents. Covers coverage gaps, use-case analysis…
v2.1.1 · audit A · 93 stars
monte-carlo-onboarding SKILL.md skill
monte-carlo-data/mc-agent-toolkit · skills/onboarding/SKILL.md · Connect warehouses, BI tools (Tableau, Looker, Power BI) and custom connectors to Monte Carlo with API v2 tools: show…
git:20261106.7532937 · audit A · 93 stars

Every file in monte-carlo-data/mc-agent-toolkit

Browse by kind, by grade A, or by owner.