Llm Sentry Geo Marketing

LLM Sentry GEO Marketing Skill

Skill by ara.so — Marketing Skills collection.

What This Project Does

LLM Sentry is an automated monitoring and analysis platform for GEO (Generative Engine Optimization). It tracks how AI search engines (DeepSeek, Doubao, Bocha) mention brands and analyze citation sources in their responses. The platform uses browser automation (Playwright) to simulate real user queries, extract AI responses, parse reference links, and calculate Share of Voice (SoV) metrics.

Core capabilities:

• Real-time brand exposure monitoring in AI search results
• Citation source extraction and domain analysis
• Multi-round query execution for stability testing
• Desktop client (Wails + Go + React) with local SQLite storage
• RESTful API for task automation
• PostgreSQL-based data persistence

Project Structure

This is a monorepo with three main components:

GEO/
├── geo_db/                  # PostgreSQL database service
├── llm_sentry_monitor/      # Python monitoring service (Playwright-based)
└── geo_client2/             # Desktop client (Wails + Go + React)

Installation

Prerequisites