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Scored by model · 3 samples, median · No human review
Rank 100 of 134 · clearer than 25% of the index, 21% of data · Reviewed 2026-10-13

Context

context.dev  ·  data
62
GRADE C
BAND 57–67

What their homepage claims

“Context.dev: Web Data API for AI Agents (Scrape, Search, Crawl)”

What that means

They offer a web data API for AI-powered products to scrape, crawl, and search the web and obtain sourced answers.

Verdict

The page communicates a rough idea of selling a web data API for AI agents, but it relies on abstractions and lacks a clear, purchasable product noun; strong CTAs exist, but overall clarity and specificity could be improved.

What to fix first

Ranked by what each change is worth on the composite — the gap to the next rung of the ladder times the dimension’s weight. Computed from the scores, not written by the model; the model’s sentence under each is the action.

  1. 1Clarity quick win 50 → 65+4.5

    Use a concrete product noun in the headline, e.g., 'Web Scraping API for AI Agents' or specify a tangible product category.

  2. 2Specificity needs a fact 65 → 80+3

    Specify a measurable outcome, e.g., batches of 1,000 URLs scraped per run or per day.

  3. 3Jargon-free quick win 50 → 65+3

    Replace general terms with explicit components: data extraction, page mapping, and crawling services.

All three together: 62 → 73. Every dimension one rung up: 75 (grade B). Ceiling is 95.

A plainer headline

Theirs
“Context.dev: Web Data API for AI Agents (Scrape, Search, Crawl)”
Index’s suggestion
“Context.dev offers a Web Data API to scrape, search, and crawl”

Built only from facts already on the page — not the company’s words. Shown so the gap between what was written and what could have been written is concrete rather than a number.

Where the score comes from

Five dimensions on one ladder — 5 · 20 · 35 · 50 · 65 · 80 · 95 — weighted clarity 30%, specificity 20%, jargon 20%, proof 15%, call to action 15%. For each: the rung the page matched, the words that drove it, and what would reach the next rung. Full rubric →

Clarity30% 50

The headline uses the term 'Web Data API' and 'AI Agents' without a concrete product noun; it’s not a standard shopping category.

Context.dev: Web Data API for AI Agents (Scrape, Search, Crawl)

Next rungUse a concrete product noun in the headline, e.g., 'Web Scraping API for AI Agents' or specify a tangible product category.

Specificity20% 65

Contains concrete actions (scrape, search, monitor, collect) but no numeric outcomes.

One API for agents to scrape, search, monitor, and collect data from the web.

Next rungSpecify a measurable outcome, e.g., batches of 1,000 URLs scraped per run or per day.

Jargon-free20% 50

Uses generic terms and a couple of buzzworthy phrases without defining a specific product category.

Web Data API for AI Agents

Next rungReplace general terms with explicit components: data extraction, page mapping, and crawling services.

Proof15% 65

Includes logos of customers but no quantified metrics.

Powering products and agents at Super.com logo

Next rungAdd a named metric or usage stat next to a customer logo, e.g., ‘used by Super.com’ with a number.

Call to action15% 95

Prominent CTAs like 'Start for free' align with the promise and appear early.

Start for free Onboard your agent

Evidence

Context.dev: Web Data API for AI Agents (Scrape, Search, Crawl)Shows the main headline and product framing.
One API for agents to scrape, search, monitor, and collect data from the web.Provides the core capability and outcome in one sentence.
1,000 free credits. No card required.Numbered offer that could support a stronger proof element.
What the scorer was given first 1,500 characters of the homepage text — check the quotes yourself
Context.dev: Web Data API for AI Agents (Scrape, Search, Crawl)
Introducing Highlights: the context that matters →
Backed by Y Combinator The web context API for agents
One API for agents to scrape, search, monitor, and collect data from the web.
Start for free Onboard your agent
1,000 free credits. No card required.
Scrape Anything
Search Web
Research Anything
Crawl Websites
Map URLs
Brand Data
Powering products and agents at
Super.com logo
Passionfroot logo
Mintlify logo
Chatwoot logo
Similarweb logo
Klarna logo
Ferndesk logo
DocsBot logo
Daily.dev logo
Sixtyfour logo
Comp AI logo
Squad logo
Web data your
product can use.
Scrape clean Markdown, HTML, and screenshots from any page, then crawl whole sites and get sourced answers.
Explore the APIs
https://context.dev
Markdown HTML JSON Screenshot Answers
1 # Web scraping API for AI agents 2 3 Scrape, crawl, and search the web 4 for AI products. 5 6 ## Products 7 - Scrape, map, and crawl 8 - Batches, monitors, and answers
Scrape anything Clean content from any URL.
Crawl websites Every page of a site as Markdown.
Run batches Scrape thousands of URLs.
Create monitors Watch pages for changes.
Agentic Setup
Set it up your way.
Do it yourself in the dashboard, or let your AI agent handle the whole thing.
Do it yourself
1. Sign up and verify your email.
2. Copy your API key from the dashboard.
3. Install the SDK and start calling the API.
Get API Key
Let your agent do it
Recommended
Paste one line into your coding agent. It signs yo

How this compares

25%of the index scores lower
-7vs index mean (69)
-8vs data mean (70)
-8vs median (70)
100%of headline words survive
3×independently scored

Strongest: Call to action 95. Weakest: Clarity 50. The 3 passes agreed within 8 points. The band 57–67 is where a re-score of this unchanged page would most likely land: on 42 dry re-scores (12 Oct 2026) the median move was 6 points and one in four moved more than 10. A grade only changes when a new score clears the boundary by 5.

Nothing struck

No word in the headline itself was judged empty, yet jargon-free scores 50: the scorer found generic phrasing further down the page. Uses generic terms and a couple of buzzworthy phrases without defining a specific product category.

Share this rating

Badges are issued to grades A and B. The share card for this page shows the headline with its jargon struck through; paste the URL anywhere that unfurls links.

Provenance

Scored from the live homepage on 2026-10-13 by gpt-5-nano, 3 independent passes, median taken. Page snapshot 1f8dd50653bb. Rubric 7329c240 (current; what it says). No person reviewed or edited this score. If the rubric and the score disagree, the rubric wins and the page is re-scored — not hand-corrected. Re-scored when the homepage text changes.