C
Context.dev
Web data API for AI agents to scrape, search, crawl, monitor, and collect data from the web
Backed by Y Combinator99.96% scrape success rate claimed1,000 free credits, no card requiredCustomer stories: Mintlify, SiteGPT, SourcelySDKs, CLI & MCP support
Opportunity score
76/100
Strong market pull for AI web data infrastructure, but broad generic scraping is crowded and technically expensive; a focused vertical clone is more attractive than a direct generic competitor.
Founder verdict
MAYBE
Context.dev is a credible YC-backed player in a valuable but crowded web data API market; the better founder move is a vertical niche, not a broad clone.
What is Context.dev?
Context.dev is a YC-backed developer infrastructure product that gives AI agents a single API for web scraping, search, crawling, batch jobs, monitoring, and structured answers. The site is aimed at AI-native products and RAG pipelines, promising 99.96% scrape success with automatic real-browser rendering, proxy escalation, and retries rather than making developers configure scraping infrastructure. Public traction metrics are not disclosed, but customer stories from Mintlify, SiteGPT, and Sourcely and migration messaging against Firecrawl indicate a credible early customer base in the AI developer tool ecosystem. Revenue appears usage-based with 1,000 free credits and no card required, but exact paid pricing was not shown in the provided content.
Get the full Context.dev playbook
The complete reverse-engineering โ what to copy, what to avoid, and exactly what to build instead.
- Full opportunity score across 8 dimensions
- The real problem & why customers pay
- Why it's winning โ with evidence
- Complete business reverse-engineering
- Competitive advantages & moat analysis
- Weaknesses, risks & what to avoid
- Clone strategy โ what to build instead
- Week-by-week MVP roadmap
- Recommended technical stack
- Founder verdict & highest-leverage move