Documentation

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.

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