We got local models to triage the OpenClaw repo for FREE!*

Local, open-weight AI models can automatically triage and categorize software repository issues for free, offering a powerful, self-owned alternative to expensive proprietary models. This system uses models like Gemma and Qwen inside an agent harness that analyzes pull request titles, descriptions, and code changes to assign labels. Crucially, the AI agent is given a special, read-only shell that allows it to safely inspect the codebase for more context, preventing potential security risks from prompt injection. This intelligent investigation enables the model to correct its own initial assumptions, resulting in highly accurate sorting and real-time notifications sent to the correct maintainers.