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Context.dev

One API to scrape, enrich, and understand the web.

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Context.dev (previously Brand.dev) gives your AI agents and apps real-time access to structured web data, no brittle scraping infrastructure needed. Scrape any URL as clean markdown or HTML, extract brand data (logos, colors, fonts, socials) from any domain, crawl sitemaps, resolve transaction descriptors, and more. Typed SDKs for TypeScript, Python, and Ruby. Trusted by 5,000+ businesses including Mintlify, Daily.dev, Ferndesk.com, and more. Most teams integrate in under 10 minutes.

PH · launched Mar 22, 2026 · 264 upvotes (top 51%) · 0 views

Niche: web scraping tools and apis · 172 launches, 12 in the last 7 days ▲ +9% · Explore this niche →

Category and tags

  • Horizontal
  • Data infrastructure
  • Developer
  • AI feature
  • Commercial product
  • API
  • Artificial Intelligence
  • Data

Visit website ↗ Source listing ↗

Could you build this?

Partial The user-facing API and markdown extraction are straightforward, but running reliable large-scale web scraping requires bypass infrastructure for sophisticated anti-bot systems.

What it would actually take: A scalable scraping API requires a distributed cluster of headless browsers (Playwright/Puppeteer) orchestrated on Kubernetes, integrated with rotating residential and datacenter proxy networks. The difficult part is continuously maintaining anti-bot evasions against Cloudflare, Akamai, and DataDome, alongside robust DOM cleaning pipelines to reliably extract logos, fonts, and structured metadata.

Competitors

Other products that read as similar to this one : 77 launches clear the similarity bar, closest 8 shown.

Attention rank: #31 of 78 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 76 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.