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Kinlyze
Analyze the kin behind your code
A developer quits. You spend the next three months figuring out what they owned. Kinlyze is a CLI that maps knowledge concentration risk in any Git repo using only git metadata - no source code is ever read. It scores every file by recency-weighted commits, change significance, and contributor exclusivity to surface bus factor risks, single-owner modules, and end-to-end user flows owned by one person. One command, full visibility. Ships as a single binary for macOS, Linux, and Windows.
Top comment
Hey Product Hunt! I built Kinlyze because every team I've worked on discovered their bus factor problem after someone had already left - by then the knowledge was gone. I ran it on FastAPI as a case study: 535 contributors, but one person holds 86.5% of all codebase knowledge, with 93 critical modules having zero backup. Full breakdown here: https://dev.to/talhakhalidmtk/we... It works with one git log call - no API keys, no source code access, no config. Just point it at a repo. Would love feedback on the scoring model and what output formats would be most useful for your team.
About Kinlyze on Product Hunt
“Analyze the kin behind your code”
Kinlyze was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #159 on the daily leaderboard. A developer quits. You spend the next three months figuring out what they owned. Kinlyze is a CLI that maps knowledge concentration risk in any Git repo using only git metadata - no source code is ever read. It scores every file by recency-weighted commits, change significance, and contributor exclusivity to surface bus factor risks, single-owner modules, and end-to-end user flows owned by one person. One command, full visibility. Ships as a single binary for macOS, Linux, and Windows.
On the analytics side, Kinlyze competes within Productivity and Developer Tools — topics that collectively have 1.2M followers on Product Hunt. The dashboard above tracks how Kinlyze performed against the three products that launched closest to it on the same day.
Who hunted Kinlyze?
Kinlyze was hunted by Muhammad Talha Khalid. 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 Kinlyze including community comment highlights and product details, visit the product overview.