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MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

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© 2026 Ferrox Labs. Murage is open source under AGPL-3.0.
Software projects skills

Build Data Pipeline

Complete workflow for building a production-grade data pipeline from source identification through ingestion, transformation, warehousing, and dashboarding.

Download Murage

Free and open source. macOS, Windows and Ubuntu.

Try it

Add the skill to a bot, then ask your Chief of Staff:

“Use the Build Data Pipeline skill on this: [describe the job, or paste your notes].”

A data pipeline is the circulatory system of a data-driven organization -- it moves data from where it is generated to where it creates value. This workflow covers the full modern data stack: extracting data from operational systems, loading it into a warehouse, transforming it with dbt, validating quality, and surfacing insights through dashboards.

Skill Guard: clean

Scanned and clear. A bot can use it as soon as you add it.

Subject
Software projects
Level
intermediate
License
Apache-2.0
step-by-stepplanning

How to use it.

  1. 1

    Download Murage

    Free for Mac, Windows and Ubuntu.

  2. 2

    Add the skill

    Open Settings → Skills and switch on Build Data Pipeline for any bot. Or ask your Chief of Staff to pick skills for a job.

  3. 3

    Give it a job

    The bot reads the skill when the job calls for it, and works the way it lays out.

Put this skill to work.

  • Release notesShip the feature and the announcement together.
  • Skill GuardEvery skill is scanned before a bot can use it.

Questions.

What is the Build Data Pipeline skill?+

Complete workflow for building a production-grade data pipeline from source identification through ingestion, transformation, warehousing, and dashboarding.

How much does it cost?+

Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.

Can I change it?+

Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

More software projects skills.

  • Build AI Powered FeatureWorkflow for integrating AI/ML capabilities into an existing product, from problem definition through data preparation, model selection and integration.
  • Build Chrome ExtensionStep-by-step workflow for building, publishing, and iterating on a Chrome browser extension.
  • Build Developer ToolsEnd-to-end workflow for building developer tools that developers actually want to use.
  • Build Feature End to EndOrchestrates the full software feature development lifecycle from specification through production deployment.
  • Build Mobile AppEnd-to-end mobile application development workflow from requirements analysis and system design through API development.
  • Build Open Source ProjectEnd-to-end workflow for launching a successful open source project from initial idea through repository setup and community building.

All software projects skills

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for