dataproduct-builder-dbt: Instructions file for Claude Code

AGENTS.md

dataproduct-builder-dbt AGENTS.md is an instructions file for Claude Code, Codex, OpenCode from entropy-data/dataproduct-builder-dbt. It costs 1,196 tokens per session, scanned A, original, MIT.

Repository-specific guidance for a plugin that builds dbt data products and connects them to Entropy Data. dbt is a tool for transforming data with SQL, while data products are organized, reusable data outputs.

In plain words
What is it for?
Use it when bootstrapping a dbt project or checking an existing one against Entropy Data standards and required documentation.
Why use it?
It tells agents which workflow to follow for creating or auditing a project and where each skill's detailed instructions are located.

Instructions file for Claude CodeCodexOpenCode

Written for Claude Code and Codex and OpenCode: ${CLAUDE_PLUGIN_ROOT} variable, but also the file is AGENTS.md. Also seen: mentions Claude Code; mentions AGENTS.md; mentions Codex.

This is entropy-data/dataproduct-builder-dbt's own configuration. It tells Claude Code, Codex and OpenCode how to work on dataproduct-builder-dbt itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything dataproduct-builder-dbt configures →

Runs only inside a plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else, and the catalogue could not identify which plugin ships it.

Reuse

Borrowing it

Nothing to install: this file belongs to entropy-data/dataproduct-builder-dbt. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/entropy-data/dataproduct-builder-dbt/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/entropy-data/dataproduct-builder-dbt

Made for: Claude Code, Codex, OpenCode.

Wrote this? Show the measurements

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README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Per session 1,196 This file is loaded in full into every session.
When invoked 1,196 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.01196 $0.01196
Opus 5.5 $0.00478 $0.00478
Sonnet 5.5 $0.00239 $0.00239
Haiku 4.5 $0.00120 $0.00120

Measured 2mo ago against content hash 209329efba3f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

dataproduct-builder-dbt AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 45 lines

How it starts

The opening of the file, as written. The whole thing — 45 lines — stays where its author put it; the contents beside it link to each section on GitHub.

dataproduct-builder-dbt — agent manifest

This file is the plugin's authoritative routing manifest, not a template. It lives at the plugin's repo root and is meant to be referenced from your project (e.g. via Codex CLI's marketplace install, or a one-line pointer in your project's own AGENTS.md), not copied into your project. Updating the plugin updates this file in place.

This repository is a coding-agent plugin that helps build dbt data products and integrate them with Entropy Data. It exposes its capabilities as skills — markdown files under skills/<name>/SKILL.md that you read top-to-bottom and execute step by step.

When a user request matches a skill's trigger, read the corresponding SKILL.md start to finish before acting. Each skill contains audit steps, parameter-gathering, and explicit user-confirmation gates that must not be skipped.

Skills

When the user asks about… Follow this skill
Scaffolding a brand-new dbt data product from scratch (greenfield, empty directory) skills/dataproduct-bootstrap/SKILL.md
Auditing an existing dbt project against the Entropy Data layout and adding what's missing (ODPS, ODCS, OpenLineage, GitHub Actions, git connections) skills/entropy-data-sync/SKILL.md
Implementing a data product from a published Entropy Data URL or id — derive dbt output-port models from the ODCS schema skills/dataproduct-implement/SKILL.md
Editing an output-port data contract (models/output_ports/v<N>/*.odcs.yaml) and testing whether the change is breaking skills/datacontract-edit/SKILL.md
Testing existing data contracts against the live warehouse (no edits — just run datacontract test) skills/datacontract-test/SKILL.md
Uploading example / sample rows for a data product to Entropy Data skills/dataproduct-exampledata/SKILL.md
Listing teams in Entropy Data (e.g. to pick TEAM_NAME as the data product owner) skills/entropy-data-teams/SKILL.md

Read the full file on GitHub · 45 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 45 lines · 1,196 tokens per session scan A 209329efba3f

Subscribe to this mod's changes

dataproduct-builder-dbt AGENTS.md is an instructions file published in the GitHub repository entropy-data/dataproduct-builder-dbt (13 stars, last pushed 5mo ago), licensed MIT. It adds 1,196 tokens to every session, about $0.0048 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

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deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode