Home / yeaight7 / agent-powerups · skills/dbt-incremental-strategy-audit/SKILL.md · GitHub

dbt-incremental-strategy-audit skillA

dbt-incremental-strategy-audit is agent-read markdown (skill) from yeaight7/agent-powerups: Use when reviewing a new or changed dbt incremental model -- the strategy looks over-engineered, rebuild or delete behavior is unclear, or the model deviates from how the rest of the repo handles incrementals..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

## Purpose

Determine whether a dbt incremental model's chosen strategy is justified, understandable, maintainable, and consistent with repository conventions. The goal is not to praise clever implementations. Default stance: skeptical, low-risk, root-cause oriented, convention-preserving — prefer the simplest correct strategy.

## When to Use

- Reviewing a new or modified `materialized='incremental'` model
- An incremental model shows confusing runtime behavior: unexpected rebuilds, deletes, or reprocessing
- A model deviates from the repo's established incremental conventions without explanation

## Inputs

- The model SQL and its config: `incremental_strategy`, `unique_key`, `partition_by`/`cluster_by`/`partitions`, `pre_hook`/`post_hook`
- Comparable incremental models in the same repo

## Workflow

1. **Understand the repo pattern first.** Inspect similar incremental models and how they configure their strategies:

   ```bash
   grep -rn "incremental_strategy" models/
   grep -rln "is_incremental()" models/
   ```

2. **Explain the actual runtime behavior.** Compile the model and read the SQL that really runs — `is_incremental()` branches make the Jinja source misleading:
…

Read the whole file at its exact version.

How to install

Latest version
mdr add yeaight7/agent-powerups/dbt-incremental-strategy-audit@git:20260605.79eb03f
Exact content
mdr add yeaight7/agent-powerups/dbt-incremental-strategy-audit@sha256:ac0849b05bb0f0a2

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ekcofssdl4wbphxa.svg)](https://markdownregistry.com/a/art_ekcofssdl4wbphxa)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260605.79eb03f latest2026-06-05 79eb03f 3,541 BA view · diff
git:20260502.18f64b72026-05-02 18f64b7 1,792 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3541 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

yeaight7/agent-powerups · 6 stars · license Apache-2.0 · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ekcofssdl4wbphxa
GET https://markdownregistry.com/api/v1/resolve?ref=yeaight7/agent-powerups/dbt-incremental-strategy-audit
GET https://markdownregistry.com/api/v1/blob/ac0849b05bb0f0a23eff4711734a8e6d666990175132f25395d941747ca54abb

Your agent 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.

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Other files named dbt-incremental-strategy-audit

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