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StackCheck

Real tech demand and salary data from live job posts

StackCheck queries live job postings to show real tech skill demand and salary distributions. Instead of relying on annual surveys or paywalled aggregators, it runs locally on your machine and stores everything in a local SQLite database. The parser weights skills by where they appear in a job description, filtering out incidental mentions. Built with Python, Streamlit, and SQLite, it also ships as a standalone binary for Linux, macOS, and Windows without external dependencies.

About StackCheck on Product Hunt

“Real tech demand and salary data from live job posts”

StackCheck was submitted on Product Hunt and earned 0 upvotes and 0 comments, placing #316 on the daily leaderboard. StackCheck queries live job postings to show real tech skill demand and salary distributions. Instead of relying on annual surveys or paywalled aggregators, it runs locally on your machine and stores everything in a local SQLite database. The parser weights skills by where they appear in a job description, filtering out incidental mentions. Built with Python, Streamlit, and SQLite, it also ships as a standalone binary for Linux, macOS, and Windows without external dependencies.

On the analytics side, StackCheck competes within Hiring, Open Source, Analytics and GitHub — topics that collectively have 300.1k followers on Product Hunt. The dashboard above tracks how StackCheck performed against the three products that launched closest to it on the same day.

Who hunted StackCheck?

StackCheck was hunted by Haider Ali Tariq. 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.

For a complete overview of StackCheck including community comment highlights and product details, visit the product overview.