02

Spec2Code

DevTools / AI

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AI application realized during a hackathon that automates the entire development workflow: Jira ticket creation, code generation and automatic review

Context

Internal hackathon project
48h Hackathon
Team of 3

Drastically reduce the time between a product idea and production code. Objective: automate Jira ticket creation, code generation, and review to accelerate development cycles.

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

  • Functional prototype delivered in 48h hackathon
  • Complete pipeline: from idea to automatically reviewed code
  • Demo validated by jury with real code generation on GitLab

ACHIEVEMENTS

  • First project to combine Jira + GitLab + AI review in unified workflow
  • Proof of concept for accelerating development with AI

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

Spec2Code - Preview 1
Spec2Code - Preview 2
Spec2Code - Preview 3
Spec2Code - Preview 4
Spec2Code - Preview 5

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