Getting Started with SlopGuard
Quick Start
# Clone the repo git clone https://github.com/your-org/slopguard.git cd slopguard # Start the API cd apps/api pip install -r requirements.txt uvicorn slopguard.main:app --reload --port 8000 # Start the Dashboard cd apps/web npm install && npm run dev
Detection Engine
SlopGuard uses 10 universal signals to evaluate every piece of content:
Information Density
Causal Reasoning (Why vs What)
Specificity
Semantic Uniqueness
Template Structure
Human Delta
Evidence Density
⭐ Epistemic Cowardice
⭐ Counterfactual Absence
⭐ Vocabulary Novelty
8 Domain Tracks
SlopGuard covers all 8 hackathon tracks with domain-specific adapters: Code Review, Docs & KBs, Hiring, Communications, Content & SEO, Academia, Marketplaces, and Social & News. Each domain uses calibrated thresholds and specialized signal weights.