DAG Cards - AI Developer Tools Tool

Overview

DAG Cards is a template-based generator that produces HTML DAG cards from Metaflow classes. It combines pipeline structure with run data (for example, Weights & Biases) via Jinja templates to create shareable documentation for ML pipelines.

Key Features

• Generates HTML DAG cards from Metaflow classes
• Uses Jinja templates for layout and customization
• Merges structural DAG information with run data
• Integrates run data sources such as Weights & Biases
• Produces shareable, model-card-style documentation for pipelines

Ideal Use Cases

• Document Metaflow ML pipelines for stakeholders
• Combine pipeline metadata and run metrics in one view
• Share reproducible pipeline reports across teams
• Enrich pipeline docs with Weights & Biases run data
• Create concise model-card-style DAG summaries

Getting Started

• Clone the GitHub repository
• Review the README and example templates
• Point the tool to your Metaflow classes to extract DAGs
• Configure Jinja templates to include desired fields
• Provide run data sources (for example, Weights & Biases)
• Render templates to generate HTML DAG card files

Pricing

No pricing information provided in the source. Repository available at https://github.com/jacopotagliabue/dag-card-is-the-new-model-card

Limitations

• Requires pipelines defined as Metaflow classes
• Produces HTML output, which may require extra tooling to convert
• Relies on availability and format of external run data sources
• Customization assumes familiarity with Jinja templating

Key Information

• Category: Developer Tools
• Type: AI Developer Tools Tool