Context.dev is best suited to teams that want a schema-driven answer from one or more web pages, with crawling and provenance handled by the service. If your workflow is instead raw page scraping, broad crawling, search, browser interaction, or visual capture, another API may fit better. Firecrawl is the clearest documented alternative for scraping and crawling; ScrapingBee is another candidate to evaluate. None of the available documentation establishes a universal accuracy, speed, or success-rate winner, so compare providers against your own target sites and request mix.
What Context.dev provides
Context.dev’s data catalog describes a set of web-data APIs rather than a single scraper. The catalog includes page scraping, web search and answers, mapping URLs on a domain, brand data, style-guide extraction, batch jobs, and change monitoring.
Its extraction API accepts a URL and a JSON Schema, then returns typed JSON. The vendor says it manages crawling, JavaScript rendering, bot protection, and extraction. For a site-spanning extraction request, the product page describes crawling up to 50 pages, a fact-check mode, and URL provenance for each answer. These are vendor descriptions, not independent test results.
How extraction is metered
Context.dev describes success-based billing: one successful extraction costs 10 credits and includes the crawl; failed requests are not billed. The same page says a work-email signup receives 500 free credits and a free-email signup 250. Allocations, prices, and other terms can change, so verify the current pricing page before budgeting.
Free tools Windows power users keep installed
One-click scans. No signup required.
#1 Best Overall
- Read Before You Buy — No Video Output: These adapters support charging and USB 2.0 data transfer, but cannot transmit video signals. Except for standard USB webcams (which use USB data only), they are not compatible with HDMI/DisplayPort cables, video-capable USB-C hubs, or docking stations with video output.
- Convert USB-A Ports to USB-C: Designed to connect USB-C earphones, cables, flash drives, card readers, and other USB-C accessories to standard USB-A ports. Plug-and-play with no drivers or software required.
- Aluminum Alloy Housing: Built with a sturdy aluminum alloy shell that aids in heat dissipation and protects against daily wear and scratches. Designed to maintain a stable and secure connection.
- Compact & Travel-Friendly: The ultra-compact design allows the adapter to stay plugged into your device without blocking adjacent ports or adding bulk, reducing wear and tear on your original USB ports.
- 12-Month Warranty: Backed by a 12-month manufacturer warranty for peace of mind. Designed to meet strict quality control standards for reliable everyday performance.
Choose by the job you need to run
| Need | What to look for | Likely fit |
|---|---|---|
| One page as Markdown or HTML | Simple scrape endpoint, rendering controls, and predictable per-page billing | Firecrawl or another managed scraper |
| Many pages on a site | Crawl limits, URL discovery, concurrency, retries, and page-level accounting | Firecrawl; compare with Context.dev’s site extraction workflow |
| Schema-constrained records | JSON Schema input, typed output, validation, and provenance | Context.dev extraction API |
| Search-backed answers | Search endpoint, result-count pricing, citations, and answer controls | Context.dev catalog or a search-oriented provider |
| Interactive browser actions | Click/type support, sessions, authentication, and browser-minute limits | Evaluate a browser-capable service against your actual sites |
| Visual evidence | PNG, JPEG, WebP or PDF output, viewport/device controls, and clean captures | ScreenshotNeo for screenshot and PDF jobs |
| Change monitoring | Scheduling, diff output, notifications, and retention | Context.dev’s monitoring offering or a dedicated monitoring API |
Firecrawl: the documented scraping and crawling alternative
Firecrawl’s billing documentation describes a credit model in which a basic scrape or crawl consumes one credit per page. Search consumes two credits per ten results, and selected output or page-processing options add costs. Its pricing page lists USD rates effective September 4, 2026; those rates may change.
Estimate the request, not the plan name
- Count pages actually fetched, including pages discovered during a crawl.
- Add search charges if the workflow starts with web search.
- Identify output and processing options that carry additional credits.
- Model retries, scheduled recrawls, and peak concurrency separately from the base request.
- Check the current billing documentation before committing to a plan.
Firecrawl is a practical candidate when you need a conventional scrape or crawl API alongside search and browser interaction. The credit unit makes a page-and-option estimate more useful than comparing entry-plan prices alone.
Rank #2
- 5-in-1 USB-C Hub: Experience comprehensive connectivity featuring a Power Delivery input, two USB-A 2.0 ports, a USB-A 3.0 port, and an HDMI port. (Note: The USB-C power delivery input port is only for connecting an external wall charger to power your laptop and cannot power peripheral devices.)
- 90W Pass-Through Charging: Achieve optimal charging with 90W pass-through power to your laptop, supported by a total input of 100W, with the hub reserving 10W for operational efficiency. (Note: Wall charger not included.)
- Quick Data Transfers: Accelerate your productivity with rapid data transfers using a high-speed 5Gbps USB 3.0 port and two 480Mbps USB 2.0 ports.
- 4K HDMI Display: Enhance your visual experience with a hub capable of delivering 4K resolution at 30Hz in both mirror and extend modes. Please note that this hub is compatible with MacBook (macOS 12 and newer), Windows 10 and 11, ChromeOS, and laptops equipped with DP Alt Mode and Power Delivery. Note: This device is not compatible with Linux.
- What You Get: Anker USB-C Hub (5-in-1, 4K HDMI), welcome guide, 18-month warranty, and our friendly customer service.
ScrapingBee: a candidate, not a drop-in replacement
ScrapingBee’s own Firecrawl comparison says the services overlap in JavaScript rendering, geotargeting, structured extraction, Markdown, screenshots, CLI access, and MCP support. The same page explicitly says ScrapingBee is not a drop-in replacement for Firecrawl. Treat those statements as ScrapingBee’s product positioning, not independent proof that the two services behave identically or that either matches Context.dev.
What to verify before choosing it
- Whether the endpoint you need supports your target’s JavaScript and interaction sequence.
- How structured extraction is configured and whether provenance is returned.
- How pages, requests, browser use, proxies, and add-on options are charged.
- Concurrency, rate limits, SDK/REST support, and retry behavior for your workload.
A workload-first comparison checklist
1. Define the workflow
Write down whether you need a single-page scrape, a site-wide crawl, URL discovery, web search, schema extraction, browser interaction, visual capture, or change monitoring. A provider that excels at one may not expose the controls required by another.
Rank #3
- Sleek 7-in-1 USB-C Hub: Features an HDMI port, two USB-A 3.0 ports, and a USB-C data port, each providing 5Gbps transfer speeds. It also includes a USB-C PD input port for charging up to 100W and dual SD and TF card slots, all in a compact design.
- Flawless 4K@60Hz Video with HDMI: Delivers exceptional clarity and smoothness with its 4K@60Hz HDMI port, making it ideal for high-definition presentations and entertainment. (Note: Only the HDMI port supports video projection; the USB-C port is for data transfer only.)
- Double Up on Efficiency: The two USB-A 3.0 ports and a USB-C port support a fast 5Gbps data rate, significantly boosting your transfer speeds and improving productivity.
- Fast and Reliable 85W Charging: Offers high-capacity, speedy charging for laptops up to 85W, so you spend less time tethered to an outlet and more time being productive.
- What You Get: Anker USB-C Hub (7-in-1), welcome guide, 18-month warranty, and our friendly customer service.
2. Define the output contract
Specify Markdown, HTML, screenshots, PDF, or schema-constrained JSON. For JSON, decide whether unanswered fields must remain empty, whether validation is required, and whether every value needs a source URL.
3. Test page complexity
Use representative pages that require JavaScript, consent handling, authentication, geolocation, or interaction. Vendor descriptions do not establish equal success rates, so a small trial against your real targets is more informative than a feature checklist.
Rank #4
- Dual Converters, Infinite Potential：Includes 2× USB C male to USB A female adapters and 2× USB A male to USB C female adapters. Perfect for a wide range of uses—tablets with Bluetooth keyboards, expand USB ports on macbook, and more. Two different converters for all your daily needs
- Next-Level 10Gbps & 3A Charging: No more slow 480Mbps, this usb to usb c adapter has a transfer speed of up to 10Gbps, allowing you to do more transferring in less time. This usb adapter fits both USB A and USB C charger, supporting up to 3A fast charging
- Upgraded Exquisite Craftsmanship: With an aluminum alloy housing and metal connector, the usbc to usb adapter is extremely durable and sturdy. Rigorously tested to withstand more than 10,000 times of plugging and unplugging, ensuring long-lasting performance
- Broad Compatible: The usb c to usb adapter widely supports all USB C/ USB A devices like laptops, tablets, cellphones, car chargers, and phone chargers. Such as compatible with MacBook Pro/Air 2023/2022, Thunderbolt 4/3 Devices,Apple MagSafe Watch 9/8/7/SE/Ultra, iPad Pro 2022/2021, Samsung Galaxy S23/S20/S10, and iPhone 17/16/15 Pro. Plug and play
- Please Note: To reach 10Gbps speed, keep the cable under 3.3 ft. For USB A Male to USB C adapters, try flipping the USB C connector. USB C Male to USB A adapters support bidirectional 10Gbps transfer within 3.3 ft
4. Calculate total usage
Include pages crawled, search results, browser time, extraction options, scheduled runs, failed-request policy, and retries. Record the date and currency of every price because plans and allowances change.
5. Compare operational work
Check REST and SDK support, concurrency and rate limits, crawl controls, proxy and browser management, parsing and validation responsibilities, webhook or job support, and observability. The cheapest credit may still cost more engineering time if your team must build missing controls.
Recommended Free Tools
Best Value
- 5-in-1 Connectivity: Equipped with a 4K HDMI port, a 5 Gbps USB-C data port, two 5 Gbps USB-A ports, and a USB C 100W PD-IN port. Note: The USB C 100W PD-IN port supports only charging and does not support data transfer devices such as headphones or speakers.
- Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
- Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
- HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
- What You Get: Anker 332 USB-C Hub (5-in-1), welcome guide, our worry-free 18-month warranty, and friendly customer service.
Where ScreenshotNeo fits
ScreenshotNeo is a website screenshot API and MCP server, not a general replacement for Context.dev’s structured web-data extraction. Try it first when the deliverable is a clean image or PDF, or when an AI agent needs visual capture. It accepts one GET request and supports PNG, JPEG, WebP, and PDF output. Before capture it accepts consent banners like a visitor and removes more than 60 known consent platforms, newsletter popups, and chat widgets; each step can be turned off. Bot checks and CAPTCHAs, blank pages, timeouts, failed loads, and cache hits cost nothing, and response headers identify the page verdict and whether the request was billed.
Its MCP server exposes take_screenshot, get_page_info, and capture_pdf for Claude, Cursor, and other MCP clients. The API also supports full-page captures with lazy images loaded, CSS-selector element capture, dark mode, 12 device presets plus custom viewports, retina scale, PDF paper size/margins/landscape/page ranges, custom CSS and JavaScript, clicks, selector or network-idle waits, request/resource blocking, headers, cookies, user agents, Authorization, timezone, geolocation, transparent backgrounds, resizing, configurable-TTL caching, signed image links, asynchronous jobs with signed webhooks, bulk capture of 100 URLs per call, a usage API, and an OpenAPI specification.
| Plan | Included shots | Price |
|---|---|---|
| Free | 1,000 per month | $0, no card |
| Starter | 3,000 | $5 |
| Growth | 15,000 | $15 |
| Pro | 60,000 | $39 |
| Scale | 250,000 | $99 |
| Business | 1,000,000 | $249 |
Yearly billing gives two months free, and every feature is available on every plan.
Or skip the browser setup
For a screenshot or PDF rather than extracted records, call ScreenshotNeo directly. The parameter names used by other screenshot APIs also work, which can simplify migration. See the ScreenshotNeo documentation for the full option set.
Quick wins for a faster PC:
Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://stripe.com -o shot.webpCookie banners, popups, and chat widgets are removed before the shot; bot checks, blank pages, and failed loads are never billed; an MCP server lets AI agents take screenshots; and 1,000 screenshots a month are free with no card, with paid plans starting at $5 for 3,000. Create a free ScreenshotNeo account.
How to run a defensible trial
- Select 10–20 URLs that represent your real mix, including dynamic and failure-prone pages.
- Run the same workflow through each candidate, recording output format, provenance, latency observed by your system, errors, and billed units.
- For extraction, compare field completeness and whether unknown values stay empty instead of being guessed.
- For crawls, compare discovered-page counts, duplicate handling, depth controls, and retry behavior.
- Recalculate monthly cost using your expected page, search, option, and recrawl volumes.
- Choose the service whose documented controls and measured behavior meet your requirements; do not infer a market-wide winner from a short trial.
Frequently Asked Questions
How is a data extraction API different from a web scraping API?
A scraping API generally returns page material such as HTML or Markdown, while an extraction API applies a schema or other transformation and returns structured fields. Context.dev describes its extraction API as accepting a URL and JSON Schema and returning typed JSON with URL provenance.
How do I stop the model from making things up?
Require schema validation, preserve unanswered fields as empty, and retain source URLs for each value. Test those rules on representative pages and inspect failed or ambiguous fields instead of treating every returned value as verified.
Quick Recap
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
