Inspiration

What it does

How we built it

Challenges we ran into

Accomplishments that we're proud of

Orbit-Nexus

Orbit-Nexus is an autonomous swarm engineering platform that transforms repository analysis from a manual process into an intelligent multi-agent workflow.

The system coordinates three specialized AI agents:

  • Cartographer Agent → Repository analysis and risk mapping
  • Patch-Engineer Agent → Patch planning and engineering recommendations
  • Validator Agent → Safety checks and confidence scoring

A developer provides a repository and an engineering objective. Orbit-Nexus autonomously scans the codebase, identifies risks, generates remediation plans, validates recommendations, and delivers actionable engineering guidance.

Key Features

  • Autonomous multi-agent workflow
  • Repository intelligence scanning
  • Security and risk analysis
  • Automated patch planning
  • Validation and confidence scoring
  • Interactive engineering dashboard
  • FastAPI backend with documented APIs
  • Dockerized deployment

Architecture

Orbit-Nexus uses a swarm pipeline:

Repository → Cartographer → Patch-Engineer → Validator → Recommendation

The system provides visibility into every stage through Mission Control, Repository Scan, Patch Review, Timeline, and API documentation interfaces.

Impact

Engineering teams spend significant time reviewing repositories, identifying risks, and planning fixes. Orbit-Nexus accelerates this workflow by combining repository intelligence, automated planning, and validation into a single autonomous system.

Built for the GitLab Transcend Hackathon.

What we learned

What's next for Orbit-Nexus: Autonomous Swarm Engineering System

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