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AI Visibility Scorecard
Context.dev: Web Scraping & Crawl API for AI Agents
brand.dev · Technology
Somewhat visible. AI bots can read Context.dev: Web Scraping & Crawl API for AI Agents, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#46,938 of 2,808,083 in Technology for AI visibility
6.8
/10
AEO Score
About Context.dev: Web Scraping & Crawl API for AI Agents
from our crawl and measurement
Context.dev: Web Scraping & Crawl API for AI Agents describes itself simply: "The unified API for web data extraction, brand intelligence, and AI-powered insights. Scrape content, extract brand assets, and query any website." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on structured data describing the business, a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers.
Off the page, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.8/10, Context.dev: Web Scraping & Crawl API for AI Agents has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Context.dev?
Context.dev is a web scraping API for AI agents. One REST endpoint scrapes any URL to clean markdown or rendered HTML, crawls entire websites, and extracts structured data on demand. Purpose-built for LLM pipelines and agent tooling.
How do I scrape a website with the Context.dev API?
Send a single POST to /v1/scrape with a URL and Context.dev returns clean, LLM-ready markdown (or rendered HTML, including JS-executed content). No headless browser to host, no parsers to maintain, no proxy pool to manage. SDKs are available for TypeScript, Python, Ruby, and Go; the REST API works from any language.
How do I crawl an entire website?
Use the crawl website endpoint to discover and convert every page on a domain to markdown in one call. You set maxPages, maxDepth, and main-content filtering; Context.dev handles the spider, deduplication, and sitemap discovery so you can pipe a whole site into embeddings or a RAG index.
How is Context.dev different from Firecrawl, Jina, or other scraper APIs?
Context.dev is a unified web scraping and crawl API focused on AI agents and structured-data extraction. Beyond markdown and HTML scraping, it ships first-class brand intelligence (typed company data, logos, colors, fonts) and AI-powered custom extraction in the same API. We do not run search or browser-automation surfaces; we focus on being the cleanest data layer for agents.
Can I extract structured data from a webpage with AI?
Yes. The AI Query endpoint takes a URL and a list of datapoints (name, description, type) and returns typed structured data extracted from the live page. Useful for product catalogs, pricing tiers, competitive intel, and any custom schema your agent needs.
Can I use Context.dev to power LLMs and RAG pipelines?
Yes. Scrape any URL to clean markdown, crawl an entire site to feed an embedding index, and ground LLM responses with real-time web context, all from one API. We use this internally and ship it as the same primitive customers like Mintlify, daily.dev, and Propane build on.
What programming languages are supported?
Context.dev provides official SDKs for TypeScript/JavaScript, Python, Ruby, and Go. The REST API can be used with any language that supports HTTP requests.
Is there a free tier?
Yes. Context.dev offers a free tier with generous limits and no credit card required to start scraping, crawling, and extracting.
Is this your brand?
The exact fixes for Context.dev: Web Scraping & Crawl API for AI Agents
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/brand-dev
Cite this score: Engagemii (2026). "AEO Score for Context.dev: Web Scraping & Crawl API for AI Agents." Retrieved from https://engagemii.com/aeo/brands/brand-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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