Campus Tool - AI Evaluation Overview

GPT-4o powered evaluation for the AI Talent Summit: prompt scoring, build/code scoring, and n8n orchestration for final candidate scores (MCQ 40% + Prompting 60%).

What is Campus Tool - AI Evaluation?

Field	Value
Category	FS Academy / Evaluation
GitHub	Campus-tool-ai-evaluation
Language	Python
Visibility	Public
Default branch	main
Entry	app/main.py (uvicorn)

n8n + ngrok

When n8n runs in Docker it cannot call host localhost. Expose FastAPI with ngrok (or similar) and set api_base_url in workflows.

Knowledge Transfer FS Academy

Key Features

• Prompt-only and full build evaluation endpoints
• Rubrics in rubrics/v1.json and rubrics/code_v1.json
• Combined score: (0.4 * prompt_score) + (0.6 * output_score)
• n8n final-score workflow with Evolve MCQ + prompting
• Sample problems/answers and cost analysis docs

Quick Start

git clone https://github.com/TeamFleetStudio/Campus-tool-ai-evaluation.git
cd Campus-tool-ai-evaluation

Next Steps

• Getting Started
• Architecture
• API Reference