geo-ai-plugin-builder

# GEO AI Plugin Builder

This skill helps you design and standardize AI plugins/tools that wrap
your highest-value GEO content and capabilities, so they can be embedded
directly into AI ecosystems (ChatGPT, Claude, Perplexity, Gemini, etc.).

The core goal is to shift from **"waiting to be cited"** to
**"being a first-class tool inside AI workflows"**, while staying aligned
with GEO (Generative Engine Optimization) strategy.

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## When to use this skill

Use this skill whenever:

- You want to **turn content, data, or services into AI plugins/tools**.
- You want to **increase brand exposure inside AI tool flows**, not just in
  plain-text answers.
- You are **mapping website/GEO assets to structured tool endpoints**.
- You are **designing or refactoring an AI plugin catalog** for your brand.
- You need **standard templates** for OpenAI-style tools, Claude Tools,
  function calling, or custom internal agents.
- You want to **prioritize which content should become a plugin first**.

Do **not** use this skill when the user only wants:

- Simple content rewrites for GEO (use their GEO content skills instead).
- Pure analytics/reporting about GEO performance (metrics-only work).
- Low-level SDK usage without any GEO or plugin strategy involved.

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## Mindset and principles

- **Tool-first GEO**: Treat your top content and capabilities as *services*
  that can be invoked as tools, not just pages to be cited.
- **User journey > endpoints**: Begin from real end-to-end tasks users want
  to完成 with AI, then design tools that make those workflows smooth.
- **Cross-ecosystem thinking**: Design schemas and naming so your plugin
  concepts map cleanly across multiple AI platforms.
- **Small, composable tools**: Prefer a set of focused tools that can be
  combined, rather than one mega-tool that does everything.
- **Explainability for AIs**: Include clear descriptions, examples, and
  constraints so AI models can reliably choose...