Adrià Gisbert
All projects

05/05 · AI tooling

Design Intelligence MCP

A design reference library that AI assistants can query.

My role
System design and development
Year
2026
Status
Internal use

The problem

AI assistants that generate interfaces tend to invent things or repeat the same patterns. I wanted them to consult real, sourced references before proposing a design.

What I built

  • Imports a curated collection of websites, crawls them respecting robots.txt and rate limits, and stores screenshots.
  • Search that blends semantic similarity with metadata and source diversity.
  • Exposed as an MCP server with 13 tools: search, inspiration packs, page recommendations and per-project design memory.

Try it

MCP · design referencesDemo · fictional data

Pick a query and see what the server returns.

Technical decisions

  • Every data point keeps its provenance; unmeasured values are flagged instead of made up.
  • Protection against requests to internal networks when crawling external URLs.
  • Private access through VPN and token.

Stack

  • Python
  • FastAPI
  • PostgreSQL
  • pgvector
  • Playwright
  • MCP
  • S3

Outcome

Internal tool in active use. I use it in my own projects, including the design research for this site.

Need something similar?

Every business is different. Tell me about yours and we’ll see what makes sense to build.

Let’s talk