🔍 Swarmscope

🐝 Swarm Detection

Upload posts data (CSV or JSON) to detect coordinated inauthentic behavior.

Input Format

Provide posts as JSON array with fields: account_id, created_at, text, optional: account_created_at, bio, followers, reply_to, retweet_of

Analyze Swarm

📝 Propaganda Technique Detection

Analyze text for manipulation techniques with cited evidence.

Analyze Techniques

ℹ️ About Swarmscope

Swarmscope is a hackathon entry for Junction 2026 Hostinger Challenge. It detects:

• Coordinated Swarms: Accounts posting similar content in synchronized time windows with suspicious patterns
• Propaganda Techniques: Loaded language, fear appeals, whataboutism, exaggeration, and 10+ other manipulation techniques
• False Positive Handling: Counter-evidence checks for legitimate syndication and live events
• Honest Evaluation: Real metrics on held-out data (see Evaluation page)