Show HN: MindCheck – Analyze your AI coding logs for over-delegation

Category: cli-tool

Tags: ai-dependency, cognitive-engagement, developer-productivity

Score: 7.0/10 (Innovation: 7, Technical: 7, Documentation: 8, Utility: 6)

MindCheck is a privacy-focused CLI tool that analyzes AI coding conversation logs to measure a developer's cognitive engagement and detect over-delegation to AI. It uses a three-tier signal extraction system combining structural rules, semantic embeddings, and optional LLM classification to score user messages on hypothesis quality, ownership, and critical thinking. This project is interesting for addressing the growing but often overlooked problem of AI dependency in software development.

Target audience: backend devs, frontend devs, data engineers

Repository: https://github.com/PatrickSqx/MindCheck · Python · MIT

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