data-governance-guide

data-governance-guide is a skill for Claude Code, Codex from khalilbenaz/claude-skills-collection. It costs 56 tokens per session (2,447 once invoked), scanned A, original, MIT.

A guide to data governance, the rules and responsibilities that make organisational data understandable, reliable, and properly managed. It covers data catalogs, ownership, quality, lineage, policies, and metadata.

In plain words
What is it for?
Use it to assign data owners and stewards, create governance policies, catalogue datasets, track lineage, classify information, and define quality processes.
Why use it?
It helps teams know what datasets mean, who is responsible for them, where they came from, and how they may be used.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to assign data owners and stewards, create governance policies, catalogue datasets, track lineage, classify information, and define quality processes.

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Install with agentmods
npx agentmods add skills/khalilbenaz/claude-skills-collection/data-governance-guide
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add khalilbenaz/claude-skills-collection --skill data-governance-guide
Clone the repo
git clone --depth 1 https://github.com/khalilbenaz/claude-skills-collection

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for data-governance-guide

README.md
[![agentmods](https://agentmods.dev/badge/skills/khalilbenaz/claude-skills-collection/data-governance-guide/github.svg)](https://agentmods.dev/skills/khalilbenaz/claude-skills-collection/data-governance-guide)
Your own site
<a href="https://agentmods.dev/skills/khalilbenaz/claude-skills-collection/data-governance-guide"><img src="https://agentmods.dev/badge/skills/khalilbenaz/claude-skills-collection/data-governance-guide/github.svg" alt="Measured on agentmods" height="20"></a>

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.

agentmods 80×15 button for data-governance-guide

Your own site · 80×15
<a href="https://agentmods.dev/skills/khalilbenaz/claude-skills-collection/data-governance-guide"><img src="https://agentmods.dev/badge/skills/khalilbenaz/claude-skills-collection/data-governance-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,447 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00056 $0.02447
Opus 5 $0.00028 $0.01223
Sonnet 5 $0.00011 $0.00489
Haiku 4.5 $0.00006 $0.00245

Measured 8d ago against content hash 3a6f82b8aa40, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

data-governance-guide 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 8d 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.

data-skills/data-governance-guide/SKILL.md · 307 lines

How it starts

The opening of the file, as written. The whole thing — 307 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Data Governance Guide

Étape 1 — Poser le cadre organisationnel

Avant tout outil, définir les rôles et la charte de gouvernance.

Rôle Périmètre Exemple concret
Data Owner Responsabilité métier & budget CFO pour les données financières
Data Steward Qualité, définitions, règles Analyste BI du domaine
Data Custodian Stockage, sécurité, accès technique DBA / Data Engineer
Data Consumer Utilisation conforme aux politiques Analyste, Data Scientist

Charte minimale (artefact à créer dès le kick-off) :

1. Périmètre couvert (domaines métier)
2. Instances de décision (Data Governance Council — cadence mensuelle)
3. Processus d'escalade qualité
4. Politique de classification des données
5. Indicateurs de succès (KPIs)

Critère de passage : chaque dataset critique a un Data Owner nommé et joignable.


Étape 2 — Déployer le Data Catalog

Choix de l'outil selon le contexte :

Contexte Outil recommandé
Open-source / budget limité DataHub (LinkedIn), Apache Atlas
Cloud AWS AWS Glue Data Catalog + DataHub
Cloud Azure Microsoft Purview
Cloud GCP Dataplex
Enterprise avec budget Collibra, Alation
Stack dbt dbt Docs + Elementary

Ingestion automatique avec DataHub :

pip install acryl-datahub

# Crawler PostgreSQL
datahub ingest -c postgres_recipe.yaml
# postgres_recipe.yaml
source:
  type: postgres
  config:
    host_port: "localhost:5432"
    database: "my_db"
    username: "datahub"
    password: "${POSTGRES_PASSWORD}"
    include_tables: true
    profile_patterns:
      allow: ["public.*"]

sink:
  type: datahub-rest
  config:
    server: "http://datahub-gms:8080"

Métadonnées minimales obligatoires par dataset :

  • Description métier (en langage non-technique)
  • Data Owner + Data Steward
  • Niveau de classification (public / interne / confidentiel / restreint)
  • Schéma avec descriptions des colonnes
  • Fréquence de mise à jour + SLA de fraîcheur
  • Tags domaine métier

Read the full file on GitHub · 307 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. 8d ago First seen · 307 lines · 56 tokens per session scan A 3a6f82b8aa40

Subscribe to this mod's changes

data-governance-guide is a skill published in the GitHub repository khalilbenaz/claude-skills-collection (22 stars, last pushed 17d ago), licensed MIT. It adds 56 tokens to every session and 2,447 once invoked, about $0.0003 per session on Opus 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 2026-09-03.