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Driftpulse

Catch what your AI coding assistant leaves behind

Driftpulse scans your repo and gives it a drift score, catching the structural inconsistencies that build up when you ship fast with AI tools. Finds duplicate logic, stale docs, broken auth patterns, and conflicting configs. Every finding includes a file + line citation and a paste-ready fix for Cursor or Claude. Free scan on install. No setup, no API key. Just install the VS Code extension and run it.

Top comment

Hey Product Hunt! I'm Ryan, I built Driftpulse. I was vibe coding a SaaS for a few months and noticed something frustrating, my AI was writing good code session by session, but the repo as a whole was slowly becoming inconsistent. Same logic duplicated across files. Docs describing architecture that changed. Auth patterns from month one quietly broken by new routes. I couldn't find anything that caught this automatically so I built Driftpulse. It runs silently in VS Code, scans your repo, and returns a drift score with findings like: "src/apiClient.ts:107 — timeout hardcoded at 30s. LLM calls regularly exceed this. Fix: replace with configurable env var." Every finding has an exact file + line citation and a paste-ready fix for Cursor or Claude. It also tracks your score over time so you can see if things are improving. First scan is completely free, no API key, no account, no setup. Just install and run. Happy to answer any questions!

About Driftpulse on Product Hunt

Catch what your AI coding assistant leaves behind

Driftpulse was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #80 on the daily leaderboard. Driftpulse scans your repo and gives it a drift score, catching the structural inconsistencies that build up when you ship fast with AI tools. Finds duplicate logic, stale docs, broken auth patterns, and conflicting configs. Every finding includes a file + line citation and a paste-ready fix for Cursor or Claude. Free scan on install. No setup, no API key. Just install the VS Code extension and run it.

On the analytics side, Driftpulse competes within Productivity, Developer Tools and Artificial Intelligence — topics that collectively have 1.6M followers on Product Hunt. The dashboard above tracks how Driftpulse performed against the three products that launched closest to it on the same day.

Who hunted Driftpulse?

Driftpulse was hunted by Ryan Lindsay. 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 Driftpulse including community comment highlights and product details, visit the product overview.