Traction scoreGitHub stars can be faked, so popularity alone can be misleading. Traction Score looks for broader signs of real attention, adoption, and active maintenance.
This collection provides tools for content teams to analyze how AI search engines perceive specific entities. By automating repeated crawls across platforms like ChatGPT and DeepSeek, it aggregates data into structured JSON and HTML reports to inform generative engine optimization strategies.
The toolkit includes specialized utilities for the Chinese market, enabling teams to generate title candidates, perform compliance reviews, and map titles to articles for topic hubs and FAQs.
WHO IT'S FOR
GEO / AI-search strategists
optimizing content for AI search visibility
Market intelligence analysts
conducting target-vs-competitor AI search diagnosis
AI automation engineers
building automated AI-search data collection pipelines
Content marketers
improving article citation-readiness for AI agents
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.