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DevTools / AI
48h hackathon prototype (team of 3) chaining Jira + GitLab + OpenAI: a prompt becomes a Jira ticket, then a generated branch, then an MR auto-reviewed by another LLM pass.
Context
Internal hackathon project
48h Hackathon
Team of 3
Explore whether a Jira → code → review loop can be fully scripted in 48h, with live demoability against a real GitLab repo.
My Role
Lead Backend & AI Integration
RESPONSIBILITIES
- —FastAPI backend architecture with real-time WebSockets
- —OpenAI API integration + embeddings system (ChromaDB)
- —GitLab API + Jira API orchestration for automated workflow
- —Pipeline design: prompt → ticket → code → MR → review
DELIVERABLES
Functional MVP in 48h with end-to-end generation and live demo
Results
- ✓End-to-end pipeline (prompt → Jira ticket → GitLab MR → AI review) shipped in 48h
- ✓Live jury demo on a real GitLab repo at the end of the hackathon
ACHIEVEMENTS
- •Three external APIs (Jira, GitLab, OpenAI) orchestrated with retrieval-augmented context via ChromaDB
- •FastAPI + WebSocket layer wired for real-time progress feedback in 48h
Technical Stack
TECHNOLOGIES
FastAPINuxt.jsPythonMCPWebSocketsVue 3ChromaDBTypeScriptPrimeVueTailwindCSSOpenAI APIGitLab APIJira APIAI Automation
KEY FEATURES
- —Automatic Jira ticket generation from a prompt
- —Code generation based on the created ticket
- —GitLab branch creation + commit + automatic MR
- —Diff analysis and automatic merge request review
- —Real-time updates via WebSocket
- —Embeddings system for generation context
Gallery
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