Context Daddy
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Context as a Service

Ground your AI agents in real company context

Your coding agents are context-starved. Feed them.

Context Daddy turns any website into a token-efficient context package — the best context for the task, for your agents and for you. Ship POCs, features, and apps grounded in a real company's actual stack and brand.

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First scan free No signup ~60 seconds Reads only public pages

Example output

This is what your agent gets

One token-efficient steering doc — the read, design language, tech posture, and drop-in rules. Here's a real run against teamcircle.tech.

teamcircle.tech.md

Team Circle — Simplifying the complexity of modern customer technology

Team Circle is a consultancy that has weaponized simplicity to combat the "bloat" of modern enterprise tech. Their brand narrative is built on a fundamental tension: the world of customer technology, AI, and data is inherently complex, yet they promise to make it "easy." They position themselves not as distant consultants, but as a collaborative partner—"the circle"—that helps businesses navigate the noise.

Their voice is conversational, slightly self-deprecating, and highly pragmatic. They don't speak in buzzword-heavy corporate jargon; they speak in questions ("who would have thought that simple could be so hard?") and direct promises ("we believe technology should be easy"). The brand identity is built on a "Circle" motif, which serves as a visual metaphor for unification—unifying data, unifying teams, and closing the gap between complex tools and business outcomes. They are a high-maturity, design-conscious agency that values the user experience of their own digital presence as much as the products they build for clients.

5 pages 64s high confidence

In one scan it reads, like a savvy analyst would:

Framework & tech stack Design tokens Brand voice Analytics & tags Ads & promotions Integrations

How it works

From a URL to grounded context in three steps.

  1. Paste a URL

    Point Context Daddy at any public website — your company, a client, a competitor, or a stack you want to learn.

  2. We run a fast, shallow crawl

    In about a minute we read the public pages and extract the real signals: framework, design tokens, brand voice, and analytics stack.

  3. Get a drop-in steering doc

    One token-efficient Goldilocks .md your agent acts on — paste it into Cursor, Replit, or Claude and start shipping grounded work.

Built for shipping grounded work

Context Daddy exists so you and your agents can ship POCs, features, and apps grounded in a real company — not generic guesses.

Mock up a POC in your company stack

Product owners and designers can build in Replit or Cursor on the real frameworks and brand — so the dev team can productionize it, instead of wasting hours re-briefing AI.

Match a brand or design system

Hand your agent the exact colors, type scale, spacing, and radii of a site, and build new surfaces that look like they belong.

Ramp onto an unfamiliar stack

Drop into a new codebase or client project with a one-page read on the framework, tooling, and posture you are walking into.

Agency & client work

Spin up grounded context for every client site in seconds, and keep deliverables consistent across a whole portfolio.

Why it's different

Token-efficient by design

A Goldilocks doc — enough signal to steer an agent, without burning context on raw HTML dumps.

Grounded, with honest confidence

Built from real crawl signals and labeled with confidence ratings, so you know what is observed vs. inferred.

Drop-in for the tools you use

Copy or download one .md and paste it where your agent reads context.

Drops into your workflow

Cursor

Save as .cursor/rules/context.md or paste into your project rules.

Replit

Paste into your Replit Agent's system instructions or project context.

Claude

Add as custom instructions in your Claude Projects settings.

Simple, honest pricing

Your first scan is free, no signup required. After that, scans use credits — pick what fits.

Single scan
NZ$2
NZ$2 / scan

One more scan, one-time.

Most popular 5-scan pack
NZ$5
NZ$1 / scan · save 50%

Five scans at half price.

Unlimited monthly
NZ$15/mo
Unlimited scans

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Frequently asked questions

Is my data safe?

We only read publicly available pages — the same ones anyone can visit. No private data, logins, or accounts are accessed, and by scanning a site you confirm you have permission to access it.

What sites work best?

Most public marketing and product sites work well, including JavaScript-heavy ones. Sites that aggressively block automated access, or pages behind a login, may return partial results or fail.

How is this different from pasting the site into my agent myself?

Raw HTML burns context and buries the signal. Context Daddy distills a site down to the things that actually steer an agent — framework, design tokens, brand voice, and working rules — in a fraction of the tokens.

What exactly do I get?

One Markdown steering doc: a read on the brand, its design language, technology posture, concrete working rules, and a confidence summary — plus an agent manifest you can hand straight to an AI tool. Copy it, download it, or drop it into your project.

How accurate is it?

Every doc is grounded in real crawl signals and labeled with explicit confidence ratings, so you can tell what was directly observed from what is expert inference. We are honest about thin spots rather than guessing confidently.

Do I need an account?

No — your first scan is free with no signup. Sign in to save scans to your history and to buy more.

A love letter to your agent

Ship grounded work, today

Point Context Daddy at a site and hand your agent context it can actually build on.

Where we're headed: scheduled scans that track how a company and its brand evolve — institutional memory for your agents — and grounded context as a service your tools can call on demand.