cn Geo Monitor
Executable API backend for optimizing and monitoring brand citation rates across China's top AI search engines.
Free
Works with the AI tools you already use
Claude Code
Cursor
Codex CLI
GitHub Copilot
Gemini CLI+17 moreClaude CodeCursorCodex CLIGitHub CopilotGemini CLI
VS Code
Windsurf
Manus+14 moreSee it in action
You say
Check the AI citation probability and compliance risk for my brand content on ERNIE Bot and provide optimization suggestions.
Your agent does
{ "scores": { "compliance_risk": 85, "brand_safety": 90, "ai_citation_probability": 45 }, "suggestions": ["Add structured data markup", "Reference Baidu ecosystem content"], "calibration_phase": "learning" }
About this skill
What it does
The CN GEO Monitor is a developer-focused toolkit for Generative Engine Optimization (GEO) specifically targeting the Chinese market. Unlike generic AI optimization tools that focus on Western platforms like ChatGPT or Perplexity, this skill provides actionable data and executable API endpoints for the dominant Chinese LLMs: DeepSeek, Kimi, Doubao, Tongyi Qianwen, and ERNIE Bot.
Why use this skill
While theoretical frameworks offer metaphors, this skill provides a data-driven backend to measure and improve your brand's AI citation rates. It goes beyond simple prompting by offering a predictive calibration system that scores content across five critical dimensions including compliance risk and AI citation probability. It is essential for any brand needing visibility among the 800M+ users of the Chinese AI ecosystem.
Supported tools and engines
- DeepSeek: Optimization for real-time web search and RAG logic.
- Kimi: Strategies for long-context citations and original source preferences.
- Doubao & Tongyi: Ecosystem-specific optimization for ByteDance and Alibaba search agents.
- ERNIE Bot: Knowledge-graph alignment for Baidu-integrated results.
What the output looks like
The skill returns structured JSON data containing multi-dimensional scores, engine-specific visibility metrics, and targeted suggestions (e.g., adding JSON-LD or authoritative citations) to increase the likelihood of your content being cited as a primary source by Chinese AI agents.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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