1 slot open · booking from dec 2026→
idea → production in ~1 month

LinkLibrary

2026

A consumer web app that turns messy web pages into structured records.

Paste a link to a web page, such as a shop's product page, and get a clean, structured record to save and organise. Taken from idea to production in about a month.

LinkLibrary pipeline: paste a link, parse, classify, save, with an eval loop tuning prompts

screens

The library: saved products grouped by category, store and listA pasted link moving through each processing stepAI-suggested categories with confidence, and suggested tags

key decisions

foundation
Built on SaasFoundation, so auth, queues, CI and deploys were already there.
cheap first
Deterministic parsers first, the model only on a miss, so most pages cost nothing.
cost control
Account tiers with quotas and rate limits, and every model call costed.

where ai comes in

ai in the product
  • ›Tool-using agents for extraction and classification
  • ›Category embeddings in pgvector
  • ›An MCP eval server: an agent reviews production parse runs and proposes prompt fixes
ai in the build
  • ›Playwright MCP for browser checks
  • ›Autonomous agent runs, each with a post-mortem

stack

laravelreacttypescriptpostgrespgvectorredisclaude haikularavel cloud