AI-powered hiring risk & blindspot detector built for the Forge Inspira 2026 Codeathon
HireScope is an AI hiring agent that analyses candidate profiles and surfaces risks that human recruiters typically miss — bias blindspots, career red flags, inconsistencies — and delivers a structured hire/no-hire decision with reasoning.
No manual review. No gut feeling. Just data.
LinkedIn URL → Bright Data scrapes live profile → Featherless AI runs 3-step analysis → Hire/No-Hire decision + risk report
3-Step AI Pipeline:
- 📋 Profile Analysis — Summarises candidate background
⚠️ Risk & Blindspot Detection — Flags gaps, inconsistencies, potential biases- ✅ Hiring Decision — Scored recommendation (out of 10) with reasoning
| Tool | Purpose |
|---|---|
| Bright Data | Live LinkedIn profile scraping |
| Featherless AI | Open-source LLM reasoning engine |
| Streamlit | Interactive web dashboard |
| Python | Core agent logic & API orchestration |
git clone https://github.com/maimunaafrah341-maker/Hire-scope
cd Hire-scope
pip install -r requirements.txtCreate a .env file:
BRIGHT_DATA_API_KEY=your_key
FEATHERLESS_API_KEY=your_key
streamlit run app.pyForge Inspira 2026 Codeathon — Problem Statement: Hiring Risk & Blindspot Detector