Dev.to
7/13/2026

The hard part of PR testing often comes before the test
Short summary
The author describes building QAMap, a local CLI tool that reads commits and diffs to describe behavior changes and surface QA questions about failures, boundaries, and state changes. Unlike LLM-based E2E test generators, it runs entirely locally without uploading code or making API calls. The tool is early-stage and the author acknowledges it frequently gets things wrong.
- •QAMap is a local CLI that analyzes diffs to surface QA questions about failure modes and boundaries
- •Runs entirely locally with no LLM calls or code uploads
- •Still early-stage; author seeks feedback on weak spots rather than claiming full domain understanding
Generated with AI, which can make mistakes.
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