⚠️ Affiliate Disclosure: This post is not an affiliate associated review. It may become one in the future and this disclosure will reflect that. This does not affect my reviews and I only recommend tools I genuinely believe in.
Scrape Anything by Context.dev launched on Product Hunt in October 2026 with the tagline “turn any website into clean data with one API call”. I haven’t tested Context.dev — this is an information guide for developers weighing it up, not a review. Context.dev is a Y Combinator-backed company, and this launch pitches a web data API aimed squarely at people building AI agents and LLM applications who don’t want to run their own scraping infrastructure.
What Is Context.dev and What Does It Do?
Context.dev is a web data API. You give it a URL and it returns the page as Markdown, HTML, a screenshot, images or structured JSON — including from PDFs. The vendor says rendering, anti-bot bypass, proxies and retries are all handled for you, which is the tedious plumbing that usually eats a scraping project. Beyond single-page scraping, Context.dev’s documented endpoints cover live web and news search, mapping a domain’s URLs, crawling up to 500 pages per call, batch jobs across thousands of URLs, scheduled page monitoring with webhook alerts, a research “Answers” endpoint that returns sourced answers, and a Brand endpoint that pulls a company’s logo, colours and design details from a domain.
How Does Context.dev Work?
It’s a REST API — the homepage example is a POST /v1/web/scrape call with a URL and your chosen output formats. According to the docs, every request runs in a real browser, failed attempts escalate to stronger proxies and retry automatically, and the default timeout is 90 seconds (configurable up to 300 seconds). There are official SDKs for TypeScript, Python, Ruby, Go and PHP, plus a CLI, an MCP server and a browser playground. One detail I found genuinely interesting: Context.dev publishes an agent auth guide at context.dev/auth.md so an AI agent can sign itself up and fetch an API key without a human clicking through forms. Documentation lives at docs.context.dev.
How Much Does Context.dev Cost?
Pricing is credit-based and published on context.dev/pricing (fetched 13 Oct 2026). Prices are shown in dollars — the site doesn’t state the currency, but USD is the safe assumption. Annual billing saves two months, and startups and non-profits get 30% off an annual plan for 12 months.
| Plan | Details |
| Free | 1,000 credits/month, no card required, 1 concurrent request |
| Developer | $19/month (USD), 10 concurrent requests |
| Pro | $99/month (USD), 100 concurrent requests |
| Growth | $299/month (USD), 250 concurrent requests |
| Scale | $499/month (USD), 500 concurrent requests |
| Enterprise | Custom, for 2M+ credits/month |
Credit costs vary by endpoint: a basic scrape is 1 credit (2 with browser actions), structured JSON extraction adds 4 credits on success, Brand lookups cost 10, and the Answers endpoint costs 10 (Fast) or 100 (Ultra). Auto top-ups run from $1.00 to $2.20 per 1,000-credit block depending on plan, and the vendor says most failed requests aren’t billed. The Product Hunt listing simply says “Free”, which only describes the entry tier — budget from the table above, not the PH badge.
What Are Developers Saying About Context.dev?
I searched for developer feedback on 13 Oct 2026 and found nothing substantive yet — no Hacker News threads, no Reddit discussion, no reviews with real usage behind them. This launch is too new for meaningful feedback, so everything in this post is the vendor’s own account of Context.dev, not independent verification.
Who Is Context.dev For?
On paper, Context.dev is for developers building AI agents, RAG pipelines or data products who need web content as clean input and don’t fancy maintaining headless browsers and proxy pools. The free tier’s 1,000 monthly credits look workable for a side project; the concurrency limits are what push heavier users up the plans. It sits in a crowded field — Firecrawl, ScrapingBee and Apify all chase similar developers — and I can’t tell you how Context.dev compares in practice because I haven’t tested any of them head-to-head here.
Context.dev: Pros & Cons On Paper
Pros
- Context.dev documents a genuinely wide API surface: scrape, search, crawl, batch, monitor and brand data in one service
- Context.dev’s free tier (1,000 credits/month) needs no card, per the vendor’s pricing page
- SDKs for five languages plus a CLI and MCP server are documented for Context.dev
- Context.dev publishes an agent self-signup flow (auth.md) — unusual and agent-forward
Cons
- Context.dev’s credit model takes maths to budget — a structured extraction costs 5x a plain scrape
- Context.dev is too new to have any independent developer feedback I could find
- The free tier’s single concurrent request limits Context.dev for anything beyond light testing
- All reliability claims (anti-bot bypass, retries) are the vendor’s own — untested here
Is Context.dev Worth a Look?
If you’re building an agent that needs web data and you’d rather not babysit scrapers, Context.dev is worth putting on the shortlist purely because the free tier lets you find out for yourself without handing over a card. That’s as far as I’ll go: this isn’t a scored verdict, I haven’t run a single request through it, and the scraping-API market punishes tools that overpromise on anti-bot claims. Try the free 1,000 credits against the sites you actually need, and judge it on that.
Used Scrape Anything? Tell Me How You Find It
I don’t test developer tools — you’re the expert here. If you’re using Scrape Anything by Context.dev, leave a comment: what works, what doesn’t, and what you’d choose instead. Honest developer experience is worth more than anything I can write from the vendor’s pages, and it helps the next dev weighing it up.
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