Context.dev Review - One API for Scraping, Logos & Brand Data

Welcome to this Context.dev review.

If you've tried to give an AI product real-time access to the web, you've probably felt how fragmented the toolbox is. You plug one Scraping API for HTML and markdown. You bolt on a Logo API like Clearbit or Logo.dev to render company avatars in your SaaS onboarding. You subscribe to a Brand API like Brandfetch to enrich leads with colors, socials, and metadata. Three vendors, three billing dashboards, three integration styles — and each of them only does one slice of what modern AI and SaaS apps actually need.

That is the gap Context.dev (formerly Brand.dev) is filling. Instead of picking a lane, it bundles web scraping, markdown crawling, a Clearbit-style Logo Link, and a full brand intelligence layer under one API, one SDK, and one credit pool. The tagline is "the #1 API to connect your apps to the web", and after spending time with the platform, I think that framing is actually closer to the truth than most collapsed-category pitches I see. In this review, we'll walk through the three pillars the team has been building — the Scraping API, the Logo API, and the Brand API — and look at where Context.dev genuinely pulls ahead of its single-purpose competitors.

Getting Started & First Impressions

The onboarding path is about as frictionless as developer tools get: create an account, grab an API key, and you're handed a free tier that's actually usable for evaluation rather than a marketing gate — 500 API credits plus 10,000 Logo Link requests, no credit card required.

The dashboard is tight and opinionated. You get an API explorer, usage metrics, plan information, and a section to request manual brand refreshes when a company has rebranded. There's an interactive playground so you can test every endpoint before touching a line of code — useful when you're deciding if the data shape actually matches what you need.

What stood out to me on day one is that the three product surfaces (scraping, logos, brand data) are genuinely unified. You don't jump between three consoles with three billing pages. Brand API calls cost 10 credits per call. Web/scraping endpoints cost 1 credit per call. Logo Link sits on its own quota entirely, with no rate limits. It is the cleanest "one API, three use cases" mental model I've seen in this space.

Official SDKs are available for TypeScript, Python, and Ruby, plus no-code integrations with Zapier and Make, and a native MCP server — which matters a lot if you want to plug Context.dev directly into Claude or other MCP-aware agents without writing glue code.

Core Features & Functionality

1. The Scraping API — Markdown, HTML, and Crawl for LLMs and RAG

This is where Context.dev is most directly useful for AI teams, and where the Scraping API earns its place in the stack.

The web endpoints are exactly what you need to feed an LLM or a RAG pipeline without writing your own scraper:

• Scrape HTML — raw HTML from any URL, with automatic proxy escalation when a site blocks the initial request
• Scrape Markdown — the same page converted to clean, LLM-ready Markdown
• Scrape Images — all images from a page, including inline SVGs and data URIs
• Scrape Sitemap — crawl a domain's sitemap and return every discovered URL
• Crawl Website — crawl an entire site and extract Markdown from every page
• Website Screenshot — high-quality screenshots for previews and thumbnails
• AI Query — ask a natural-language question about a website and get a structured answer back

The markdown endpoint specifically is the workhorse for anyone building a RAG system. The output is clean — no boilerplate nav, no footer noise — which is the difference between a pipeline that hits 80% answer quality and one that hits 40%. Pair it with Crawl Website over a competitor's docs or a customer's knowledge base, and you've replaced what used to be a weekend of Puppeteer + readability scripts with a single API call.

The pricing model also makes this feel sustainable. At 1 credit per scraped page, even the $49/month Starter plan covers 30,000 pages. For indexing a mid-sized docs site or running a daily competitive scan, that's more than enough headroom.

If you've been comparing Firecrawl alternatives, or shopping around for a Scraping API that doesn't nickel-and-dime you on concurrency, this side of Context.dev alone justifies a closer look.

2. Logo Link — The Clearbit Logo API Replacement Developers Actually Wanted

This one has a very specific context. When Clearbit's free Logo API was sunsetted, thousands of dashboards, email clients, CRMs, and onboarding flows suddenly lost their "just stick a logo next to the company name" capability. Logo.dev and Brandfetch stepped in, but many teams found themselves paying real money for what used to be a background convenience.

Logo Link is Context.dev's direct answer to that problem, and honestly the piece I'd probably integrate first if I were shipping a B2B SaaS today.

The model is as simple as it should be: you get a URL, you drop it in an <img> tag, and you get a square logo back via a global CDN. That's it. No API call, no key rotation, no "please cache this response for 24 hours" — just an <img src="..."> that always resolves to the latest version of the company's logo.

Two details matter here:

• No rate limits on Logo Link. It sits on a separate quota from API credits, which means a viral moment won't knock out your app's avatar rendering.
• Huge quotas even on paid plans. Free gives you 10K logo pulls to start. Starter goes up to 500K logos per month for $49. Pro hits 2.5M. Scale goes to 25M. For the vast majority of SaaS dashboards, this is effectively unlimited.

The direct-URL design also makes Logo Link trivial to use from any framework or CMS — it works the same in a Next.js component, a Rails ERB view, or a Webflow CMS binding. If you've been looking for a Logo API that behaves more like a CDN than an enterprise data product, this is a strong fit.

3. Brand API — Personalizing SaaS and Powering LLMs With Structured Brand Data

Where Logo Link is intentionally dumb and fast, the Brand API is where Context.dev goes wide. This is the part of the platform that turns "a domain" into an actual structured record your application can reason about.

A single Brand API call can return:

• Logos — square, wide, and symbol variants, in multiple resolutions and formats
• Colors — primary, secondary, and accent palettes extracted from the site
• Fonts — the typefaces detected in the brand's public-facing pages
• Company description, address, and socials — LinkedIn, X, GitHub, and more
• Styleguide — a consolidated brand kit you can drop straight into a design system or an AI generator
• NAICS industry classification — useful for segmentation, CRM enrichment, and analytics

And critically, you can query it in more than one way. Most brand APIs only accept a domain. Context.dev lets you look up by domain, email address, company name, stock ticker, or ISIN. That's the difference between "I can enrich data if I already have a website URL" and "I can enrich data from whatever field is in the signup form". For SaaS personalization — the kind where you pre-fill an onboarding screen from the email the user just typed — that flexibility is huge.

The concrete use cases the Context team leans into here are worth naming, because they map directly to real product problems:

• Reduce onboarding friction. Pre-fill company name, logo, and theme from the user's email on signup, so step one already feels tailored.
• Power generative AI. Give an LLM real-time brand context — colors, tone, industry — so it can write marketing copy or generate assets that actually match the brand instead of defaulting to a generic aesthetic.
• Enrich company profiles. Drop the Brand API into a CRM or a sales tool and every new lead gets a proper avatar, a description, and a social graph without manual data entry.
• Transaction identification. Match raw merchant strings to real brands — the kind of thing fintech and expense tools have historically reimplemented from scratch.
• Automated brand kits & programmatic theming. Generate a styleguide on demand for any B2B user logging into your platform.

One operational detail that matters in production: brand data is cached and refreshed quarterly, and any brand older than three months is fully re-fetched on request. First-time domain lookups can take 10–30 seconds because Context has to crawl the site live — so for time-sensitive flows, you'll want to use the Prefetch endpoint to warm the cache in advance. That's a real tradeoff, but it's well-documented, and the prefetch pattern is the right answer for latency-critical paths.

For anyone comparing Brandfetch alternatives or looking for a more developer-leaning Brand API, this is where Context.dev's single-platform story starts to really pay off.

4. The "One API, One Credit Pool" Advantage

Worth calling out on its own: the reason all three of the above feel cohesive is that they share infrastructure, one SDK surface, and one credit ledger. Practically, this means a RAG pipeline that scrapes a prospect's site (Scraping API, 1 credit/page), pulls their brand kit (Brand API, 10 credits), and displays their logo in the resulting UI (Logo Link, separate free quota) is a single vendor relationship instead of three. That is not a technical breakthrough — it's a product decision — but it's the one that makes Context.dev feel noticeably less painful to adopt than stitching together Firecrawl + Logo.dev + Brandfetch.

Pricing & Plans

Context.dev uses a straightforward credit model. Pricing is monthly, with a generous free tier for evaluation:

• Free — $0, one-time 500 API credits + 10K Logo Link requests, 1 call/sec, email support
• Starter — $49/month, 30,000 credits, 2 calls/sec, email support, $19 per 10K overage — 500K Logo Link requests included
• Pro — $149/month, 200,000 credits, 5 calls/sec, Email + Slack support, $9 per 10K overage — 2.5M Logo Link requests included
• Scale — $949/month, 2,500,000 credits, 20 calls/sec, Email + Slack + Text support, $6 per 10K overage — 25M Logo Link requests included
• Enterprise — custom volume, SLAs, dedicated support, and invoicing

Credit economics to internalize before picking a plan:

• Brand API calls (logos, colors, fonts, brand profiles, prefetch) — 10 credits per call
• Web/scraping endpoints — 1 credit per call
• Logo Link — separate quota, no rate limits, not billed against API credits

There's also a 30% discount for startups and nonprofits valid for one year, which is a nice touch if you're pre-revenue and just trying to ship.

My read on the pricing: if you're primarily doing scraping, you'll get a lot of runway on Starter. If you're doing brand enrichment at scale (thousands of signups per month, each triggering a brand lookup), you'll want Pro — the 10-credit brand call cost means 30K credits gets eaten faster than it looks on paper. Run your expected volumes through a quick spreadsheet before committing.

Who Should Use Context.dev?

Context.dev is a strong fit for:

• AI teams building RAG pipelines or agents that need a reliable Scraping API with markdown output and proper sitemap/crawl support without building their own scraper
• SaaS products with B2B onboarding that want to personalize signup with logos, colors, and company metadata from an email or domain
• Teams replacing the discontinued Clearbit Logo API and looking for a Logo API that behaves like a CDN rather than an enterprise data vendor
• Fintech and expense tools that need transaction identification and industry classification as a managed service
• Generative AI apps that want to feed an LLM real-time brand context so outputs match a specific company's aesthetic
• Indie builders and startups who qualify for the 30% discount and want one vendor instead of three

It's less obviously the right fit if you only need a narrow capability (e.g. you just want raw HTML scraping with zero brand features, or a pure logo CDN with nothing else) and you've already invested in a competing vendor that covers that slice at a cheaper price. Single-purpose tools will sometimes beat the blended platform on that specific axis — the Context.dev pitch only clicks if you actually use two or three of the three pillars.

Conclusion

That's the end of this Context.dev review. The short version: this is a rare example of a developer platform where the bundled story is real, not marketing. The Scraping API is good enough to replace Firecrawl-style tooling for most RAG pipelines. The Logo API (Logo Link) is genuinely the most frictionless Clearbit replacement I've tested. And the Brand API goes deep enough — with domain, email, name, and ticker lookups — to power the SaaS personalization flows that most teams only half-build because stitching together three vendors isn't worth the effort.

What I liked:

• Three distinct product surfaces — Scraping API, Logo API, Brand API — under one platform, one SDK, and one credit pool
• Logo Link's direct-URL, no-rate-limit design is exactly what developers want from a logo CDN
• Clean Markdown output from the scraping endpoints makes it a drop-in fit for LLM and RAG workflows
• Brand API lookups by domain, email, company name, ticker, or ISIN — far more flexible than domain-only competitors
• Generous free tier (500 API credits + 10K Logo Link requests) with no credit card required
• Official TypeScript, Python, and Ruby SDKs, plus native MCP, Zapier, and Make integrations
• Transparent credit pricing (1 credit/scrape, 10 credits/brand call) and 30% startup discount

Things to keep in mind:

• First-time brand lookups can take 10–30 seconds for uncached domains — use the Prefetch endpoint for latency-sensitive paths
• Brand data is refreshed quarterly by default, so fast-rebranding companies may need manual refresh requests
• The blended-platform value only pays off if you use at least two of the three pillars — single-purpose use cases may find cheaper specialists
• Credit accounting needs a quick napkin calculation: brand calls are 10x the cost of scraping calls, so enrichment-heavy workloads move up the plan ladder faster than scraping-only ones

If you're building anything that needs structured web data — a RAG system, an AI agent, a SaaS onboarding flow, or a CRM enrichment layer — Context.dev is one of the cleanest single-vendor answers to "how do I connect my app to the web" that exists today.