Fluid ForgeFluid Forge
Home
Get Started
  • Local (DuckDB)
  • GCP (BigQuery)
  • Snowflake Team Collaboration
  • Declarative Airflow
  • Orchestration Export
  • Jenkins CI/CD
  • Universal Pipeline
CLI Reference
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
GitHub
Home
Get Started
  • Local (DuckDB)
  • GCP (BigQuery)
  • Snowflake Team Collaboration
  • Declarative Airflow
  • Orchestration Export
  • Jenkins CI/CD
  • Universal Pipeline
CLI Reference
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
GitHub
  • Introduction

    • /
    • Getting Started
    • Snowflake Quickstart
    • Vision & Roadmap
  • Walkthroughs

    • Walkthrough: Local Development
    • Walkthrough: Deploy to Google Cloud Platform
    • Walkthrough: Snowflake Team Collaboration
    • Declarative Airflow DAG Generation - The FLUID Way
    • Generating Orchestration Code from Contracts
    • Jenkins CI/CD for FLUID Data Products
    • Universal Pipeline
  • CLI Reference

    • CLI Reference
    • fluid init
    • fluid forge
    • fluid status
    • fluid validate
    • fluid plan
    • fluid apply
    • fluid generate
    • fluid publish
    • fluid market
    • fluid import
    • fluid policy-check
    • fluid diff
    • fluid test
    • fluid verify
    • fluid config
    • fluid split
    • fluid bundle
    • fluid auth
    • fluid doctor
    • fluid providers
    • fluid version
  • Providers

    • Providers
    • Provider Architecture
    • GCP Provider
    • AWS Provider
    • Snowflake Provider
    • Local Provider
    • Creating Custom Providers
    • Provider Roadmap
  • Advanced

    • Blueprints
    • Governance & Compliance
    • Airflow Integration
    • Built-in And Custom Forge Guidance
    • FLUID Forge Contract GPT Packet
    • Forge Discovery Guide
    • Forge Memory Guide
  • Project

    • Contributing to Fluid Forge
    • Fluid Forge Docs Baseline: CLI 0.7.9
    • Fluid Forge v0.7.1 - Multi-Provider Export Release

CLI Reference

This section tracks the promoted command surface shown by fluid --help in forge-cli 0.7.9.

Read this first

  • CLI release examples in this section use 0.7.9
  • Contract examples use fluidVersion: 0.7.2
  • fluid version and fluidVersion are different things

Core Workflow

CommandWhat it is for
fluid initCreate a new project (includes fluid demo — the 30-second zero-setup variant)
fluid forgeAI-assisted scaffolding (includes fluid skills for industry knowledge packs)
fluid validateValidate a contract against bundled or fetched FLUID schemas
fluid planPreview planned execution (includes fluid viz-graph for rich visualization)
fluid applyRun a contract or saved plan end-to-end
fluid statusOne-page summary of the product in the current directory

The newcomer path is usually:

fluid init my-project --quickstart
cd my-project
fluid validate contract.fluid.yaml
fluid plan contract.fluid.yaml
fluid apply contract.fluid.yaml --yes

Generate

CommandWhat it is for
fluid generateUnified generation entry point (includes fluid export-opds — shortcut for the OPDS standard)
fluid generate transformationEmit transformation artifacts such as dbt or SQL
fluid generate scheduleEmit Airflow, Dagster, or Prefect scheduling artifacts
fluid generate ciGenerate GitHub Actions, GitLab CI, or Jenkins templates
fluid generate standardExport contracts to OPDS, ODCS, ODPS, or ODPS-Bitol

Compatibility note: fluid generate-airflow still exists, but the promoted orchestration path is fluid generate schedule --scheduler airflow.

Integrations

CommandWhat it is for
fluid publishPublish contracts to configured catalogs
fluid marketSearch and browse discovered products and blueprints
fluid importScan existing projects and generate FLUID contracts

Quality & Governance

CommandWhat it is for
fluid policy-checkRun governance and compliance checks from the contract
fluid diffDetect drift from desired state
fluid testValidate the contract against live resources
fluid verifyVerify deployed resources still match the contract

Utilities

CommandWhat it is for
fluid configView and set workspace defaults
fluid splitSplit a flat contract into fragments
fluid bundleResolve a multi-file contract into one bundled document
fluid authManage provider authentication flows
fluid doctorRun built-in health checks
fluid providersList registered providers
fluid versionShow CLI version and environment details

Command discovery

fluid --help
fluid <command> -h

If a page in the docs uses an older command spelling such as fluid forge --mode ..., treat it as historical or compatibility-only unless the page explicitly says it is current.


Need a hand with a specific command, or noticing something out of date? Start a discussion or open an issue — docs PRs welcome.

Edit this page on GitHub
Last Updated: 4/16/26, 11:20 AM
Contributors: Jeff Watson, jeffwatson-ai
Next
fluid init