vibedata-ingestion-skills

The official skill library and plugin marketplace for VibeData — the agentic coordination layer for data platforms.

Organizational data engineering standards, encoded and enforced.

Why This Exists

Data teams lose weeks to coordination tax — intent lost between role switches, fix patterns never captured, institutional knowledge trapped in people's heads. Current tools address individual slices (ingestion, transformation, observability) without connecting them.

This repository is the distribution layer for the standards that customize VibeData data engineering agents. Skills encode organizational rules for ingestion, extraction, source-system handling, platform conventions, and business logic so agents build, deploy, and operate pipelines with your team's accumulated knowledge — not generic defaults.

The same bundles can also be installed directly in Claude Code as standalone skills for practitioners who want those standards available outside VibeData.

Skills vs Plugins

	Skills	Plugins
What	Markdown knowledge packages that encode organizational standards, source customization, and business rules	Installable Claude Code packages that bundle skills for VibeData agents or standalone Claude Code use
How they work	Loaded into VibeData data engineering agents to align behavior with your team's standards	Installed from the marketplace as reusable capabilities
Example	dbt naming conventions for Fabric, SCD2 snapshot patterns	Skill bundles like vibedata-dbt-skills, or workflow plugins like ad-migration

Skills are the behavior-shaping knowledge. Plugins are the distribution unit that makes those standards available to VibeData agents and, when useful, to Claude Code directly.

Quick Start

Add the marketplace:

/plugin marketplace add accelerate-data/vibedata-plugins-official

Install the flagship plugin:

/plugin install ad-migration@vibedata-plugins-official

Then explore the rest of the catalog from the same marketplace. Skill bundles are intended for VibeData agent customization first, and can also be installed directly in Claude Code.

Codex

Add the Codex marketplace:

codex plugin marketplace add accelerate-data/vibedata-plugins-official

The Codex marketplace is declared in .agents/plugins/marketplace.json, and each bundled plugin exposes a .codex-plugin/plugin.json manifest.

Featured Plugin: ad-migration

ad-migration helps teams modernize legacy data warehouses into governed Fabric Lakehouse platforms.

The result is a cleaner, agent-ready foundation for VibeData workflows and more predictable AI outcomes.

It is designed for teams that need to:

• assess and scope legacy SQL Server warehouse assets
• profile source structures and migration candidates
• generate tests and dbt models as part of a repeatable workflow
• move from one-off migration efforts to governed, reviewable delivery

Install:

/plugin install ad-migration@vibedata-plugins-official

Available Plugins

Plugin	What it does	Best for	Install
ad-migration	Governed migration workflows for stored procedures, warehouse logic, and dbt model generation	Legacy warehouse to Fabric Lakehouse modernization	/plugin install ad-migration@vibedata-plugins-official
fabric-cli	Operational workflows for Fabric workspaces, notebooks, pipelines, and OneLake	Fabric platform operations and environment control	/plugin install fabric-cli@vibedata-plugins-official
fabric-semantic-model	TMDL semantic model design, validation, and DAX measure authoring	Fabric and Power BI semantic model delivery	/plugin install fabric-semantic-model@vibedata-plugins-official
vibedata-dbt-skills	Customizes dbt agents with Fabric modeling, snapshot, semantic layer, and Elementary quality standards	dbt project delivery on Microsoft Fabric	/plugin install vibedata-dbt-skills@vibedata-plugins-official
vibedata-dlt-skills	Customizes ingestion agents with dlt REST API standards for ADLS Gen2, OneLake, and Fabric lakehouses	API ingestion pipelines feeding dbt	/plugin install vibedata-dlt-skills@vibedata-plugins-official
vibedata-domain-skills	Customizes modeling agents with business rules, including revenue recognition	Domain-aware marts and accounting logic	/plugin install vibedata-domain-skills@vibedata-plugins-official
vibedata-ingestion-skills	Customizes extraction agents with source-system standards, including Salesforce extraction	CRM/source-system extraction patterns	/plugin install vibedata-ingestion-skills@vibedata-plugins-official

Skill Bundle Contents