Context.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.
The community submitted 19 reviews to tell
us what they like about Context.dev, what Context.dev can do better, and
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5.0
Based on 19 reviews
Review Context.dev?
Reviewers describe Context.dev as fast, reliable, and unusually easy to integrate, especially for AI agents that need clean web data without maintaining scraping infrastructure. They repeatedly praise the quality of its structured or markdown-ready output, brand and company enrichment, and support for use cases like meeting prep, onboarding, audits, and profile enrichment. Makers of OpenSEO, Migma AI, and DocsAlot also highlight dependable rendering, strong result quality, and simple setup. Critiques are limited to wanting fuller docs, sharper brand-color extraction, and clearer compliance visibility when sites change rules.
Just hooked Context.dev to my OpenClaw. Blown away! I am using it now (will explore more use cases later) as a meeting prep. Dropped the name of the person I'm meeting with to my agent, it used Context's API, then created the PERFECT meeting prep using everything it could find on that person.
It's like putting your agent on steroids.
vs Alternatives
It's very simple to use, and I love the constant products updates from the team. It gets better every single week.
Been using it as the web-fetch layer for a coding agent setup instead of maintaining my own scraper/proxy stack. The markdown-cleanup output is genuinely good for feeding pages into an LLM without a bunch of nav/footer junk eating tokens, and the brand/company enrichment endpoints saved me from writing a bunch of one-off logo/favicon scraping code. Typed SDK meant it was a 10 minute integration like they claim, not a "10 minutes then 2 hours of debugging" situation.
What needs improvement
Would like clearer visibility into what happens when a target site changes its robots.txt or ToS after I've already built a pipeline on it - right now it's not obvious whether that fails loudly on my end or just quietly keeps pulling until something downstream looks wrong. A status/changelog per-domain would help a lot for compliance peace of mind.
vs Alternatives
Looked at rolling my own with Playwright plus a paid proxy pool, and at a couple of the generic scraping APIs that just hand back raw HTML. Didn't want to own the anti-bot cat and mouse game myself, and the raw-HTML tools still left me writing the markdown cleanup and enrichment logic on top.
I have been super happy with Context.dev its not a perfect product by all means but the top tier support and usually 1-2day turnaround time on requests is pushing it close to being perfect!
What needs improvement
For me right now its mostly brand color extraction being a bit more polished and better at detecting whats primary and what is an accent color.
I never liked the concurrent browser limit of Firecrawl but thought this was just the industry standard until I used Context.dev which does not enforce such a limit. Especially in AI apps where you have lots of concurrency thats a no brainer.
Super easy to get started with. We had a working connector for Construct up and running within minutes, and we’re really impressed. We also get information about the assets on a website out of the box. Previously, we had an internal hack to fetch this context, but this made it as simple as a single call.