This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Pulled a site with a pretty messy CMS and got clean Markdown plus a usable sitemap on the first try. The screenshots were a nice surprise, saved me a separate step.
how does the pricing scale for high volume scraping, is it purely request based or are there bandwidth considerations too
finally something that nails the markdown extraction on first try without weird formatting artifacts. the screenshot capture is a nice bonus for grabbing visual references.
How does it handle sites that block scraping or require login, and is that reflected in the pricing tier?
About contextforai on Product Hunt
“One API to extract the web”
contextforai was submitted on Product Hunt and earned 4 upvotes and 6 comments, placing #114 on the daily leaderboard. One API to extract Markdown, JSON, sitemaps, screenshots, and brand assets from any URL.
contextforai was featured in API (98.4k followers), Developer Tools (515.4k followers) and Artificial Intelligence (473.1k followers) on Product Hunt. Together, these topics include over 191.2k products, making this a competitive space to launch in.
Who hunted contextforai?
contextforai was hunted by Ashutosh Swamy. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how contextforai stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Ashutosh Swamy
Pulled a site with a pretty messy CMS and got clean Markdown plus a usable sitemap on the first try. The screenshots were a nice surprise, saved me a separate step.