Context.dev vs Unfold: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Context.dev and Unfold — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Context.dev

Freemium

A single REST API that turns any URL into LLM-ready markdown, crawls whole sites, and returns brand, logo, and structured company data.

Web Scraping API: Converts any URL into markdown, HTML, raw bytes, sitemaps, screenshots, or images, with JS rendering, anti-bot bypass, and premium proxies included at one credit per page.
Site Crawling: Crawls an entire domain page by page so teams can build knowledge bases or ground RAG pipelines in fresh content instead of a model's training cutoff.
Schema-Based Extraction: The Extract endpoint crawls a site and returns structured data shaped to a JSON Schema you supply, removing hand-written parsers.
Answers Endpoint: Takes a research task plus the JSON shape you want back, researches the web, and returns a structured answer in one API call, with a cheaper fast mode.
Brand Intelligence: Retrieves logos, colors, fonts, styleguides, descriptions, socials, and addresses for a domain, powering programmatic theming and automated brand kits.
Logo Link CDN: Serves any company's logo through a direct image URL on a separate quota that does not consume API credits.
Entity Enrichment and Classification: Extracts products, enriches people from an email or profile URL, searches company news, and returns NAICS/SIC codes or transaction identification.
SDKs, MCP Server, and CLI: Official TypeScript, Python, Ruby, Go, and PHP SDKs plus an MCP server and CLI let agents and applications integrate without custom HTTP plumbing.

Grounding AI Agents: Give an LLM agent live web access so answers reflect the current web rather than the model's training cutoff.
RAG Knowledge Bases: Crawl documentation sites, academic journals, or PDFs at scale to build and refresh a retrieval corpus.
Support Chatbot Ingestion: Turn a customer's whole website into the knowledge base behind an AI support bot, as SiteGPT does after migrating from a competing scraper.
Automated Brand Kits and Theming: Pull a company's logo, colors, and fonts from its domain to theme an app or generate on-brand assets programmatically.
Onboarding Autofill: Enrich a new signup's company profile from their email domain so onboarding forms prefill instead of asking users to type.
Website Change Monitoring: Run concurrent monitors against competitor or supplier pages and react when content changes.
Structured Research Pipelines: Use the Answers endpoint to run repeatable web research tasks that return machine-readable JSON for downstream automation.

Unlike Fraction

Freemium

Create personalized courses with interactive animations and adaptive learning experiences.

Personalized Course Builder: Assemble lessons that adapt content and sequencing based on learner inputs or profile data to provide individualized learning paths.
Interactive Animation Editor: Create and embed animated, interactive visualizations and simulations within lessons to clarify complex concepts and increase engagement.
Adaptive Assessment Integration: Attach quizzes and checkpoints that inform course branching and adjust difficulty or next steps for each learner.
Multimedia Support: Combine text, video, images, and animated elements in a single lesson to build rich, multimodal course units.
Publishing and Sharing: Publish completed courses as shareable links or embeddable modules for websites and LMS integration.
Personalized course creation for individual learners
Integration of interactive animations into course content
Web-based authoring and course delivery interface

Corporate Onboarding: Build adaptive onboarding courses with animated product walkthroughs that tailor steps to employee roles and prior knowledge.
K–12 Classroom Lessons: Create interactive science or math lessons that use animations and branching questions to reinforce concepts for diverse learners.
Online Course Creation: Produce polished, interactive courses for platforms or independent instructors who want higher engagement than static videos or slides.
Private Tutoring: Design personalized paths for individual students, using checkpoints and adaptive content to focus on weak areas and visualize solutions.
Product Education and Marketing: Convert product features into animated, interactive tutorials that guide users through setup and common workflows.
Educators creating animated, personalized lesson plans for students
Companies building interactive onboarding or training courses
Instructional designers prototyping multimedia learning experiences
Small teams or solo creators publishing web-based courses with animation