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Next.js
AI Agents
Hackathon

Soulcaster

The agent that listens to the internet and just… fixes your code. Auto-groups feedback, spins up instances, writes code, and opens PRs automatically. Built at the AIE Code Agents Hackathon.

Soulcaster

Overview

Developers everywhere know the horror: endless scrolling through Reddit, GitHub issues, Discord chaos, and random forum rants. Trying to reproduce bugs based on "it broke after I clicked something" vibe. And losing hours you'll never get back. So we built Soulcaster: The agent that listens to the internet and just… fixes your code. We built this at the AIE Code Agents Hackathon, collaborating with Sam Svenningsen.

Architecture & Features

Tech Stack

Vercel
AWS ECS
Upstash Redis
GitHub
Google Gemini
Xenova Transformers
Next.js 16
TypeScript
Tailwind CSS
NextAuth
FastAPI
Python 3.12+
Octokit
ESLint
Prettier
Jest
Testing Library
CodeRabbit

Listens

Slurps up community feedback from real-world sources.

Analyzes

Auto-groups similar complaints into clean, readable issues.

Acts

Spins up an instance, installs deps, writes code, runs tests, executes.

Delivers

Opens a fully-formed GitHub Pull Request automatically.