AutoTriage — GitHub-Native Dev Companion for CS Classrooms
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In Development
Project Leads Neil, Shriya, Nikhil

AutoTriage

Making Issue Tracking Feel Like a Teammate, Not a Chore

Live coding buddy overlay with context-aware issue prompts
One-click SCRUM-formatted issue generation from real activity
Claude-powered soft skills scorer that nudges, never grades
Issue-to-commit alignment that surfaces drift before standup
/pulse Slack command for 30-second team health snapshots
Student-first privacy: scores are private, nothing posts without consent
Chrome Extension (Activity Watcher + Buddy Overlay) Claude API Integration GitHub App with Webhook Listener Issue Engine with Activity Ingestor Slack Bot (/pulse Command) Issue↔Commit Alignment Mapper

About

A system that transforms GitHub issue management from a tedious overhead task into an intelligent, student-friendly workflow. A Chrome extension watches what files students are touching and proactively suggests issue tracking in context. When students hit Generate, Claude builds a fully-formatted issue — user story, DBR design rationale, acceptance criteria, and labels — based on what they actually built. A soft skills scorer privately evaluates issue clarity and design-first thinking before posting, offering nudges rather than grades. Issue-to-commit alignment maps what issues claim against what diffs show, surfacing drift before standups. Teachers access everything through a single /pulse Slack command that delivers a 30-second evoke transcription of every team's last activity, issue health, and alignment score.

Impact

Reduces friction in writing well-structured GitHub issues
Teaches SCRUM and DBR formatting through guided generation
Gives instructors a real-time pulse without invasive monitoring
Helps students self-correct drift between issues and commits
Builds professional dev habits in a classroom-safe environment
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