Is my Design system AI ready ?

Goal
Explore how an AI agent can interact with a design system inside Figma, and how well LLMs understand and evaluate system structure, naming, and usage .
What I tried and how
Connected Figma MCP server with Claude and used prompts to analyze my design system directly from Figma. Explored multiple use cases to understand AI agent can interact with system-level design:
Tested how well the design system can be read and interpreted by AI
Ran system-level checks to identify inconsistencies, broken instances, and missing adherence to patterns
Attempted to generate usability audits for the design system
Tried to get AI to add annotations/comments directly in Figma (not supported yet)
Explored improving the design system by refining component naming, structure, and guidelines based on AI feedback
Outcome
Claude was able to directly interact with Figma through MCP — writing into files, generating variables, and creating components and their variants. This made it useful not just for exploration, but as an active participant in building and extending the design system.
Alongside this, it was also able to analyze the design system and generate a structured report highlighting broken instances, inconsistencies, and missing adherence to system rules. It provided direct links to elements, making it easier to navigate and fix issues.

However, it couldn’t add annotations directly in Figma, which limited in-context usability and made the workflow slightly fragmented.