Cn Geo Monitor

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

Install
cmdop skills install agensi-cn-geo-monitor

CN GEO Monitor is a skill focused on Generative Engine Optimization (GEO) for the Chinese AI market. It provides an executable API backend that measures and improves how often a brand’s content is cited by Chinese large language models, specifically DeepSeek, Kimi, Doubao, Tongyi Qianwen, and ERNIE Bot. These are distinct from Western platforms such as ChatGPT or Perplexity, and require a separate optimization approach that this skill is built to address.

The skill returns structured JSON data containing multi-dimensional scores that evaluate content across five dimensions, including compliance risk and AI citation probability. Alongside these scores, it delivers engine-specific visibility metrics and targeted, actionable suggestions — for example, recommending the addition of JSON-LD markup or authoritative citations — intended to increase the likelihood that content is cited as a primary source by Chinese AI agents.

The underlying system includes a predictive calibration component that goes beyond prompt-level adjustments, offering a data-driven basis for content decisions. This skill is relevant for developers and brands that need to track and improve their presence within the Chinese AI ecosystem. It is not a general-purpose SEO tool and does not target search engines outside the Chinese AI platforms named in its scope.

Use cases

  • Score content against five dimensions including compliance risk and AI citation probability for Chinese LLMs
  • Monitor brand citation rates across DeepSeek, Kimi, Doubao, Tongyi Qianwen, and ERNIE Bot
  • Receive targeted suggestions such as adding JSON-LD or authoritative citations to improve AI visibility
  • Retrieve engine-specific visibility metrics as structured JSON for downstream analysis or dashboards
  • Calibrate content strategy using predictive scoring before publishing to the Chinese market

When to use it

  • When a brand needs visibility within Chinese AI platforms like DeepSeek, Kimi, or ERNIE Bot
  • When structured, data-driven feedback on content compliance and citation probability is required
  • When building automated pipelines that ingest AI citation scores and act on optimization suggestions

When not to use it

  • When the target audience uses Western AI platforms such as ChatGPT or Perplexity
  • When traditional search engine optimization (non-AI) is the goal
  • When no tools are listed and a direct callable interface is required — this skill has no exposed tools in the registry record
  • When a license, repository, or package version is needed for audit or compliance purposes, as none are provided