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    cn-geo-monitor

    by lm203688

    Executable API backend for optimizing and monitoring brand citation rates across China's top AI search engines.

    Updated Jun 2026
    0 installs

    Free

    Included in download

    • Downloadable skill package
    • Works with Cursor, and automated terminal-based AI agents.
    • 2 permissions declared
    • Instant install

    Sample input

    Check the AI citation probability and compliance risk for my brand content on ERNIE Bot and provide optimization suggestions.

    Sample output

    { "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.

    Use Cases

    • Monitor brand citation rates in DeepSeek, Kimi, and Doubao.
    • Score marketing content for AI search compliance and visibility in China.
    • Generate engine-specific adaptation strategies for Alibaba and Baidu AI.
    • Calibrate content strategies based on real-world AI search data flywheels.

    Reviews

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    Security Scanned

    Passed automated security review

    Permissions

    Terminal / Shell
    Network Access

    Allowed Hosts

    1341839497-2yuxt6z58d.ap-guangzhou.tencentscf.com

    Tags

    api-integration
    chinese-market
    content-marketing
    deepseek
    geo
    seo

    Compatible with SKILL.md-compatible agents including Claude Code, Cursor, and automated terminal-based AI agents.

    Creator

    L

    Frequently Asked Questions

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