Resources & Contributions

AI & Design Systems


Explore our ongoing work at the intersection of AI and design systems—from open-source tools and MCP integrations to workshops, talks, and practical demos that help digital teams ship faster with higher quality.

Foundational Concepts

A playful representation of Context-Based Design Systems: each phase in the workflow receives and passes along a spark of context—growing smarter, clearer, and more capable with every step.
A playful representation of Context-Based Design Systems: each phase in the workflow receives and passes along a spark of context—growing smarter, clearer, and more capable with every step.
Featured Article

Context-Based Design Systems

Introducing a new model for AI-enhanced product development, where structured context flows seamlessly between design and engineering. This foundational framework shapes how we think about design systems in the age of AI—ensuring that every phase in the workflow receives and passes along context, growing smarter and more capable with every step.

Read the Full Article
Featured Article

Context-Based Design Systems

Introducing a new model for AI-enhanced product development, where structured context flows seamlessly between design and engineering. This foundational framework shapes how we think about design systems in the age of AI—ensuring that every phase in the workflow receives and passes along context, growing smarter and more capable with every step.

Read the Full Article

Open Source Tools

Figma Console MCP interface screenshot
Figma Intelligence

Figma Console MCP

A diagnostic and reporting tool for Figma that goes far beyond what Dev Mode MCP offers, giving AI and design teams deep, project-wide intelligence—from token usage to plugin debugging to cross-project audits. Unlike generator tools, Console MCP provides raw, structured context for analysis, validation, and scalable design system diagnostics.

Explore the 5-part series:

View on GitHub
Figma Intelligence

Figma Console MCP

A diagnostic and reporting tool for Figma that goes far beyond what Dev Mode MCP offers, giving AI and design teams deep, project-wide intelligence—from token usage to plugin debugging to cross-project audits. Unlike generator tools, Console MCP provides raw, structured context for analysis, validation, and scalable design system diagnostics.

Explore the 5-part series:

View on GitHub
Illustration of an office overflowing with paper documents, where workers at glowing computer screens are surrounded by endless stacks and flying sheets of paper.
When your documentation is everywhere and nowhere, Company Docs MCP brings it all to your fingertips. (Source: Midjourney)
Documentation Intelligence

Company Docs MCP

A free, open-source service that transforms your existing documentation into a remote MCP, making it instantly accessible to people and AI across Slack, Claude Desktop, Cursor, and more—all without duplicating your source of truth. Your docs become a living, queryable resource that works wherever your team does.

Read the Article
Documentation Intelligence

Company Docs MCP

A free, open-source service that transforms your existing documentation into a remote MCP, making it instantly accessible to people and AI across Slack, Claude Desktop, Cursor, and more—all without duplicating your source of truth. Your docs become a living, queryable resource that works wherever your team does.

Read the Article
Harvest MCP interface screenshot
Agency Operations

Harvest MCP

A free, open-source connector that turns your Harvest data into actionable insights for agencies, ops, and sales teams. Harvest MCP lets you ask plain-language questions about profitability, utilization, historical client value, and pipeline opportunities—no more exporting, pivoting, or guesswork.

Watch the demos:

View on GitHub
Agency Operations

Harvest MCP

A free, open-source connector that turns your Harvest data into actionable insights for agencies, ops, and sales teams. Harvest MCP lets you ask plain-language questions about profitability, utilization, historical client value, and pipeline opportunities—no more exporting, pivoting, or guesswork.

Watch the demos:

View on GitHub

Workshops & Talks

AI that knows (and uses) your design system
AI that knows (and uses) your design system
Storybook Webinar

When AI Meets Design Systems

A behind-the-scenes reflection on our recent Storybook webinar focused on the intersection of AI and design systems. The post covers live demo lessons, audience insights, and why design systems give AI the context and structure it needs to be genuinely useful.

Read the Recap
Storybook Webinar

When AI Meets Design Systems

A behind-the-scenes reflection on our recent Storybook webinar focused on the intersection of AI and design systems. The post covers live demo lessons, audience insights, and why design systems give AI the context and structure it needs to be genuinely useful.

Read the Recap
Maven workshop session: Doing More With Your Design System in Figma
Maven Workshop

Doing More With Your Design System in Figma

A hands-on workshop hosted with Joey Banks (Baseline Design), covering how to build and scale robust design systems directly in Figma. This session dives into structuring flexible, maintainable components and libraries; connecting design and engineering using Figma MCP; and exploring how tools like Figma Make and Storybook bring your system to life beyond the canvas.

View Workshop
Maven Workshop

Doing More With Your Design System in Figma

A hands-on workshop hosted with Joey Banks (Baseline Design), covering how to build and scale robust design systems directly in Figma. This session dives into structuring flexible, maintainable components and libraries; connecting design and engineering using Figma MCP; and exploring how tools like Figma Make and Storybook bring your system to life beyond the canvas.

View Workshop
Into Design Systems community session: Vibe Coding Design Systems
Community Session

Vibe Coding Design Systems – Into Design Systems Online Jam

A hands-on, community-driven session exploring new models for building and documenting design systems with AI. Featuring lessons on spec-driven development, exporting and structuring design tokens, and building scalable documentation sites using Figma Make, Figma MCP, and modern context-based workflows.

Watch on YouTube
Community Session

Vibe Coding Design Systems – Into Design Systems Online Jam

A hands-on, community-driven session exploring new models for building and documenting design systems with AI. Featuring lessons on spec-driven development, exporting and structuring design tokens, and building scalable documentation sites using Figma Make, Figma MCP, and modern context-based workflows.

Watch on YouTube
SuperFriendly presentation: AI-Enabled Design Systems and Product Design
SuperFriendly Presentation

AI-Enabled Design Systems and Product Design

A recorded talk exploring the intersection of AI, design systems, and product design. For a while it felt like design systems were going to be disrupted by AI—this presentation explores how they’re actually becoming more essential than ever.

Watch Presentation
SuperFriendly Presentation

AI-Enabled Design Systems and Product Design

A recorded talk exploring the intersection of AI, design systems, and product design. For a while it felt like design systems were going to be disrupted by AI—this presentation explores how they’re actually becoming more essential than ever.

Watch Presentation

AI and design systems.
New Course

AI & Design Systems

A new online course from Brad Frost and Southleft. Learn how to apply AI to design systems in ways that are grounded, practical, and shaped by real work with large-scale teams.

Get Early Access
New Course

AI & Design Systems

A new online course from Brad Frost and Southleft. Learn how to apply AI to design systems in ways that are grounded, practical, and shaped by real work with large-scale teams.

Get Early Access

Design System Tools

DSAudit - Code Quality tool for design systems
Code Quality

DSAudit – The Design Systems Codebase Auditor

A tool for auditing and validating the health of a design system’s codebase. DSAudit helps teams understand their system’s structure, identify issues, and maintain consistency across their component libraries.

Learn More
Code Quality

DSAudit – The Design Systems Codebase Auditor

A tool for auditing and validating the health of a design system’s codebase. DSAudit helps teams understand their system’s structure, identify issues, and maintain consistency across their component libraries.

Learn More
FigmaLint - Design Quality tool for Figma
Design Quality

FigmaLint – The Figma Design Linter

An AI-powered plugin that audits Figma files for consistency, accessibility, and token usage. FigmaLint helps teams maintain design quality standards across their Figma files.

Note: Figma recently announced “Check Designs,” a core linter that overlaps with FigmaLint. Read our reflection on Schema 2025.

Read the Article
Design Quality

FigmaLint – The Figma Design Linter

An AI-powered plugin that audits Figma files for consistency, accessibility, and token usage. FigmaLint helps teams maintain design quality standards across their Figma files.

Note: Figma recently announced “Check Designs,” a core linter that overlaps with FigmaLint. Read our reflection on Schema 2025.

Read the Article
Design Systems Assistant MCP interface screenshot
AI Tooling

Design Systems Assistant MCP

A dedicated MCP server for design systems, built to be a trusted source for AI tooling. The Design Systems Assistant provides structured, reliable context that AI tools can use to understand and work with your design system.

Learn More
AI Tooling

Design Systems Assistant MCP

A dedicated MCP server for design systems, built to be a trusted source for AI tooling. The Design Systems Assistant provides structured, reliable context that AI tools can use to understand and work with your design system.

Learn More
Altitude - Internal Design System
Internal Design System

Altitude – Southleft’s Design System

Our in-house design system, built as a testbed for AI integrations and workflow experiments. Altitude powers demos and product prototypes like Story UI and FigmaLint, serving as our laboratory for exploring the future of design systems.

Explore Altitude
Internal Design System

Altitude – Southleft’s Design System

Our in-house design system, built as a testbed for AI integrations and workflow experiments. Altitude powers demos and product prototypes like Story UI and FigmaLint, serving as our laboratory for exploring the future of design systems.

Explore Altitude

Story UI

StoryUI - Story UI tool
AI-Powered UI Generation

Story UI – Demo and Announcement

Story UI connects design systems to AI-powered workflows, enabling the generation of real working UI layouts from simple prompts. Explore the latest updates and capabilities:

AI-Powered UI Generation

Story UI – Demo and Announcement

Story UI connects design systems to AI-powered workflows, enabling the generation of real working UI layouts from simple prompts. Explore the latest updates and capabilities:


Workflow Demos

Figma MCP integrations workflow demos
End-to-End Workflows

Figma MCP Integrations

Explore our demos showing how Figma MCP integrates into AI-assisted design systems work:

End-to-End Workflows

Figma MCP Integrations

Explore our demos showing how Figma MCP integrates into AI-assisted design systems work:


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All of our explorations in AI, design systems, and product development are collected on Substack. Subscribe to stay up to date with new tools, experiments, and insights.
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