EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Hacker News·Aug 18·5 min read
Show HN: I canceled my AI code reviewer and wrote a free local one
TL;DR
Avouch is a free, lightweight static analysis tool for Python that reviews only the code changes in a Git repository. It provides immediate feedback on structural issues before code is pushed, enhancing code quality without the overhead of a networked service.
✦ Why It Matters
Integrate Avouch into your CI pipeline to ensure code quality before merging changes.
Key Takeaways
- Install Avouch using pip for immediate code analysis.
- Run Avouch before every push to catch structural issues.
- Customize analysis rules in avouch.toml for specific project needs.
- Utilize JSON output for automated CI checks and reporting.
How It Works
Avouch leverages Git to identify modified files and uses Python's AST module to analyze the code structure. It computes metrics like parameter counts and nesting depth accurately, reporting any violations based on user-defined limits.
The tool runs quickly without requiring a persistent background process, making it efficient for pre-push checks.