How an AI agent can convert Figma design context and Linear project context into an implementation handoff with states, dependencies, risks, and acceptance checks
This workflow gives an AI agent a defined job, a bounded set of records, and a result a person can review. The agent reads the relevant Figma context and matches it with Linear, applies the rules in the prompt, and keeps the source behind every recommendation. It returns a proposed handoff rather than taking consequential actions on its own.
Can an AI agent convert Figma design context and Linear project context into an implementation handoff with states, dependencies, risks, and acceptance checks?
Yes. Start with the scope, date range, decision rules, and fields that identify the right records. The agent can collect the evidence, compare states or sources, mark conflicts and missing data, and organize the result around the outcome above. A reviewer then checks the matches and judgment calls before approving messages, record updates, bookings, purchases, publishing, or other write actions. The guide below shows the records, boundaries, prompt, and handoff needed for this specific workflow.
What this agent helps you do
A Figma and Linear implementation handoff agent translates design intent into planned work. Figma supplies frames, components, variants, styles, copy, and interaction notes. Linear supplies project scope, issue relationships, owners, milestones, and acceptance criteria. Together they expose design states that have no task and tasks that point to outdated frames.
When to use this workflow
Use it before assigning design implementation, when a design changes after planning, or during design QA when the team needs to trace a discrepancy back to its owner and requirement.
How Figma and Linear give the agent context
Connect both plugins and provide the approved Figma section plus the relevant Linear project or issue set. Figma should define the intended experience; Linear should show what the team has committed to deliver. Ask the agent to flag ambiguous states and scope gaps rather than inventing requirements.
Example starter prompt
Compare the approved Figma frames in [section] with the Linear issues in [project]. Map each user-visible state to an issue and acceptance check. List missing work, outdated design links, dependencies, and open design questions. Do not create or update issues without approval.Suggested workflow steps
Start with the target frames and issue set. Have the agent inventory default, loading, empty, error, permission, and responsive states, then map them to Linear scope. It should preserve issue boundaries and propose new work only where no existing issue covers an approved state.
Expected handoff
Ask for frame-to-issue mapping, uncovered states, dependencies, implementation risks, unanswered design questions, acceptance checks, and approval-ready follow-up tasks.
Questions this workflow answers
Could an agent check that every approved screen and state has assigned engineering work before a project enters a sprint?
Yes. Figma provides the approved frames, component variants, interaction notes, and user-visible states. Linear provides the project, issues, owners, dependencies, estimates, and acceptance criteria. The agent can build a mapping between the two and show where the delivery plan does not cover the approved experience. Matching should use explicit links, frame names, issue references, and human-approved scope rather than loose word similarity.
Ask the agent to inventory the design flow first. That may include desktop and mobile layouts, loading and empty views, permission branches, errors, confirmation states, and reusable component changes. It then inspects the selected Linear project to find the issue that owns each item. One issue may cover several frames, while one frame may depend on platform, API, and design-system work. The output should preserve those many-to-many relationships instead of forcing every frame into one ticket.
Gaps need different labels. A missing issue is not the same as an issue with outdated acceptance criteria. A design with no approved copy is a design dependency, not unplanned engineering. A Linear task pointing to an old frame needs a source-link correction. The agent should also find planned work that no longer appears in the approved design, because that may represent obsolete scope rather than an implementation requirement.
The handoff includes frame and issue links, covered states, uncovered states, dependency owners, milestone risk, and proposed follow-up. Product, design, and engineering review the map together before creating or editing issues. The agent can draft acceptance checks and task changes, but it should not publish them. The team enters the sprint with a visible account of what is designed, what is planned, and which decisions must happen before either side can be treated as final.