ToolPicker
Find the right AI tool for any job
Curated catalog of AI tools with smart search, side-by-side comparison, expert reviews, and community ratings.
Overview
TheToolPicker is a comprehensive directory of AI tools, designed to help individuals and teams cut through the noise and find software that actually fits their workflow. Tools are automatically sourced, described, and translated via AI pipelines that run around the clock.
The platform features smart search, detailed comparison pages, and expert-generated reviews. Community ratings help surface the best tools in each category, from writing assistants to code generators and beyond.
With thousands of tools indexed and new ones added every few hours, ToolPicker is the fastest way to stay current with the AI software landscape.
The problem
The AI tools market grows by dozens of new products daily. Finding what actually works for a specific workflow requires scrolling through hype-heavy Product Hunt posts or outdated lists. There's no single place that continuously indexes, reviews, and compares tools.
What we built
- Thousands of AI tools indexed across dozens of categories
- Smart search with filters by use case, pricing, and platform
- Side-by-side comparison of any two tools
- AI-generated expert reviews updated regularly
- Community ratings and user feedback
- New tools added automatically every few hours via content pipelines
- Stripe-powered $24 featured listing for tool makers
Tech stack
Frontend
Backend
AI / Scraping
Payments
Infra
Under the hood
Automated content pipeline
Each tool goes through a multi-stage pipeline: scrape landing page via Firecrawl → AI description generation (Gemini) → translation to all locales → ISR page generation. New tools go from source to live page in under an hour without manual intervention.
ISR + Supabase revalidation webhook
Pages are served from ISR cache (Vercel). When a tool is updated in Supabase, a Database Webhook fires a revalidation endpoint that purges the specific ISR cache entry — no full redeploy needed.
Auth: Supabase Auth (migrated from NextAuth)
Originally used NextAuth but migrated to Supabase Auth for unified auth + database within the same platform. Auth middleware on Vercel Edge validates sessions on every request.
