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Context.dev

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

Details

External ID
1104004
Source
PH
Company
—
Product
Context.dev
Website domain
producthunt.com
Launched
March 22, 2026
Cohort
—
Upvotes
264
Upvotes percentile
0.4918032786885246
Tags
API, Artificial Intelligence, Data
Fetched at
Sept. 7, 2026, 1:22 a.m.
Updated at
Sept. 7, 2026, 1:22 a.m.

Description

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.

Enrichment

Theme
niche developer utilities and toolchains
Vertical
Horizontal
Function
Data infrastructure
Audience
B2B
AI stance
AI feature
Project type
Commercial product
Normalized one-liner
web scraping and enrichment api
Manually corrected
False

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 — 30 launches clear the similarity bar, closest 8 shown.

Attention rank: #10 of 31 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 76 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a data infrastructure tool for Media & entertainment yet.