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S.A.L.T. (Same As Last Time)
S.A.L.T. (Same As Last Time) detects hackathon cheating by analyzing project reuse, GitHub history, and team past submissions on Devfolio and Devpost.
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from $0.01 / 1,000 results
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S.A.L.T. (Same As Last Time) 🧂
Hackathon Cheating Detection Actor
S.A.L.T. detects potential cheating in hackathon submissions by analyzing:
- 📊 GitHub commit history - Checks if commits were made before, during, or after the hackathon
- 👥 Team member history - Searches for past submissions by team members
- 🎥 Video timestamps - Verifies YouTube/Loom upload dates
- 🔍 Project reuse patterns - Identifies recycled projects
Features
- Supports Devfolio and Devpost hackathon platforms
- Analyzes single projects or entire hackathons
- Generates suspicion scores (0-100)
- Produces detailed HTML reports and structured data
Verdicts
- ✅ LIKELY CLEAN - No suspicious activity detected
- 🔍 NEEDS REVIEW - Some flags detected, manual review recommended
- ⚠️ SUSPICIOUS - Multiple red flags found
- 🚨 HIGH RISK - Strong indicators of rule violations
Usage
- Select analysis mode (single project or hackathon scan)
- Provide the project/hackathon URL
- Enter hackathon start and end dates
- (Optional) Add GitHub token for higher API limits
- Run the Actor!
Output
- Flagged Projects - Table of suspicious submissions sorted by score
- Summary - Quick overview of all analyzed projects
- Full Report - Complete analysis with team and video details
- HTML Report - Visual report for easy sharing
