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figma-cost-optimizer-bridge
Turn noisy output into compact handoff docs for coding agent
A local MCP bridge that compresses raw Figma design context into implementation-friendly Markdown, screenshot paths, and reusable design tokens for Codex, Claude, and other coding agents
Built this because the official Figma MCP get_design_context was too long and noisy to pass directly into coding agents.
Instead of forwarding huge blobs of metadata, coordinates, repeated classes, and SVG output, this bridge sits in the middle and converts selected Figma nodes into a smaller handoff package:
compact Markdown
screenshot path instead of base64
preserved design tokens
deduped component structure
diff handoff for previously seen components
local component registry hints
Ollama-based pre-analysis
Current benchmark on the DashStack Dashboard fixture:
official raw: 13,926 input tokens
bridge handoff: 6,733 input tokens
reduction: 51.65%
Goal wasn’t just reducing tokens. It was making UI implementation outputs more stable by passing only the information the coding agent actually needs.
Works with React, Vue, Svelte, and HTML targets, plus multiple styling profiles.
Repo and demo are in the launch page. Curious how others are handling Figma → LLM UI workflows.
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About figma-cost-optimizer-bridge on Product Hunt
“Turn noisy output into compact handoff docs for coding agent”
figma-cost-optimizer-bridge was submitted on Product Hunt and earned 4 upvotes and 1 comments, placing #139 on the daily leaderboard. A local MCP bridge that compresses raw Figma design context into implementation-friendly Markdown, screenshot paths, and reusable design tokens for Codex, Claude, and other coding agents
figma-cost-optimizer-bridge was featured in Design Tools (261.2k followers), Developer Tools (515.4k followers), Artificial Intelligence (473.1k followers) and GitHub (41.3k followers) on Product Hunt. Together, these topics include over 244.5k products, making this a competitive space to launch in.
Who hunted figma-cost-optimizer-bridge?
figma-cost-optimizer-bridge was hunted by Jun Seo Oh. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Jun Seo Oh