llm-sentry-geo-marketing
LLM Sentry is a monitoring platform for Generative Engine Optimization that tracks brand mentions and citation sources in AI search engines like DeepSeek and Doubao using Playwright browser automation.
Is llm-sentry-geo-marketing safe to install?
Review the source first: our audit of llm-sentry-geo-marketing's source files found 10 shell commands, 1 external URL, file reads and writes (high risk). Every command and URL listed appears verbatim in the skill's source. The skill executes shell commands, manages Docker containers, and performs browser automation which involves network requests to external AI search platforms.
How we audit skills: our security review methodology.
Who is this skill for?
Marketing professionals and developers who need to track brand visibility and citation patterns in AI-generated search results.
What can you do with it?
- Monitor brand exposure in AI search results
- Extract and analyze citation domains from AI responses
- Calculate Share of Voice metrics for brands
- Automate multi-round query execution for stability testing
How good is this skill?
Quality score: 9/10. The documentation provides clear installation steps, database schemas, and code examples for API usage and monitoring tasks.
What does the skill file contain?
# LLM Sentry GEO Marketing Skill > Skill by [ara.so](https://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 searc...
Frequently asked questions
Which AI search engines does this skill support?
The skill supports DeepSeek, Doubao, and Bocha.
What data does the skill store?
The skill stores search queries, provider names, raw response text, and extracted citation data including URLs, domains, and titles in PostgreSQL or SQLite databases.
Does the skill require external dependencies?
Yes, it requires Python 3.11+, Docker, PostgreSQL 15+, Go 1.21+, and Node.js 18+.
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