generate-validation-notebook SKILL.md skillA

generate-validation-notebook 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/generate-validation-notebook@git:20260428.4eb6e59

Pins git:20260428.4eb6e59 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/generate-validation-notebook/SKILL.md
Versions recorded
3
Latest version
git:20260428.4eb6e59, committed Apr 28, 2026
First version recorded
Mar 23, 2026
Size
24,408 bytes
Repository stars
93
License
Apache-2.0

Generate SQL validation notebooks for dbt changes. Pass a GitHub PR URL or local dbt repo path.

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

> **Tip:** This skill works well with Sonnet. Run `/model sonnet` before invoking for faster generation.

Generate a SQL Notebook with validation queries for dbt changes.

**Arguments:** $ARGUMENTS

Parse the arguments:
- **Target** (required): first argument — a GitHub PR URL or local dbt repo path
- **MC Base URL** (optional): `--mc-base-url <URL>` — defaults to `https://getmontecarlo.com`
- **Models** (optional): `--models <model1,model2,...>` — comma-separated list of model filenames (without `.sql` extension) to generate queries for. Only these models will be included. By default, all changed models are included up to a maximum of 10.

---

# Setup

**Prerequisites:**
- **`gh`** (GitHub CLI) — required for PR mode. Must be authenticated (`gh auth status`).
- **`python3`** — required for helper scripts.
- **`pyyaml`** — install with `pip3 install pyyaml` (or `pip install pyyaml`, `uv pip install pyyaml`, etc.)

**Note:** Generated SQL uses ANSI-compatible syntax that works across Snowflake, BigQuery, Redshift, and Athena. Minor adjustments may be needed for specific warehouse quirks.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add monte-carlo-data/mc-agent-toolkit/generate-validation-notebook@sha256:4c74be9a167f5d4b

The line at the top of this page pins the label git:20260428.4eb6e59, 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_kr2ok2mbpoht6rum.svg)](https://markdownregistry.com/a/art_kr2ok2mbpoht6rum)

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

Versions

The registry has recorded 3 versions of this file, between Mar 23, 2026 and Apr 28, 2026, about one every 18 days. Its first recorded version is graded B and its latest A.

versioncommittedcommitsizeaudit
git:20260428.4eb6e59 latest2026-04-28 4eb6e59 24,408 BA view · diff
git:20260408.cf09cb82026-04-08 cf09cb8 24,392 BA view · diff
git:20260323.45332332026-03-23 4533233 24,357 BB 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 (24408 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_kr2ok2mbpoht6rum
GET https://markdownregistry.com/api/v1/resolve?ref=monte-carlo-data/mc-agent-toolkit/generate-validation-notebook
GET https://markdownregistry.com/api/v1/blob/4c74be9a167f5d4bcdbeef1cf20b7d756aac283b62f7731a9f50200e4d84d0df

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.

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

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