Unbuilt is a market intelligence platform for vibe coders, indie hackers, and no-code founders. It has three tools: Pulse (free daily launch feed), Dig (market analysis scanning 70+ live sources), and Stack (build plan from 700+ tools).

How does Dig validate an app idea?

Dig scans 70+ live data sources including App Store, Google Play, Reddit, X, YouTube, and Product Hunt. It returns a competitor list, pain points, market gaps, SWOT analysis, and an opportunity score from 0 to 100. The process takes approximately 5 minutes.

Is Unbuilt free to use?

Pulse (the daily launch feed) is completely free with no account required. Dig (market analysis) and Stack (build plan) each cost 1 credit per report. Unbuilt also hosts 2,400+ free app idea analysis pages at unbuilt.me/ideas.

Vibecoding is building software using AI-powered tools like Cursor, Lovable, Bolt, Replit, and v0. It allows non-traditional developers to create apps quickly. Unbuilt helps vibe coders validate their ideas before building.

How many app ideas does Unbuilt analyze?

Unbuilt hosts over 2,400 pre-analyzed app idea pages covering 25+ categories including SaaS, AI tools, developer tools, productivity, finance, health, and education. Each page includes an opportunity score, competitor count, and market overview.

Is best design token manager for vibe coders worth building?

With an opportunity score of 62/100, this is a moderately competitive space with some opportunities. For a full analysis, use Dig at unbuilt.me to scan 70+ live sources.

Best ToolsDesign

Best design token manager for vibe coders

You're shipping design systems faster than ever, but your design tokens are scattered across Figma, code repos, and Slack—costing you hours every sprint. The vibecoder who cracks seamless token sync across design and dev wins the speed game.

Opportunity Score

62/ 100

Moderate

Estimated Competitors

19apps

Competitive

Key insight: The winners in this space won't be token managers—they'll be sync engines that make tokens invisible, handling the boring pipeline so vibecoders can focus on shipping products, not maintaining infrastructure.

Market Overview

There are roughly 15-25 dedicated design token management tools on the market today, ranging from Figma plugins to standalone platforms like Tokens Studio, Style Dictionary wrappers, and emerging AI-assisted options. The core pain points are clear: most tools force a painful manual sync between design and code, lack real-time collaboration features, or require heavy setup that kills momentum for small teams. The actual gap isn't in token storage—it's in frictionless bidirectional sync that doesn't require developers to babysit the pipeline or designers to understand build systems. New entrants should focus on the 'vibe coder' segment specifically: makers who want tokens auto-synced to their preferred stack (React, Vue, Web Components) without CLI voodoo, with a UI so intuitive that non-developers can adjust tokens live. The market is moderately crowded but still fragmented—no single tool has clearly won the hearts of fast-moving indie teams or small design-driven startups. Most existing solutions either skew enterprise (bloated, expensive, slow) or are too developer-centric (require JSON literacy and Git knowledge). There's real opportunity for a lightweight, opinionated tool that prioritizes speed and DX for the vibecoder who ships weekly.