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.github/copilot-instructions.md

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This is a docs repository for the Kong Developer site (https://developer.konghq.com/). We use Jekyll, Netlify, Ruby, and then write our docs in Markdown and YAML. Please use these guidelines when you are asked to create a PR, write a commit, or review a PR:
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## Required Before Each Commit
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- Run `make run` before committing any changes to ensure there aren't any issues with the site building
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## Repository Structure
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- The /tools directory contains all the information about how our different tooling works, such as automated tests, autogenerating new plugin scaffolding, and changelog generator
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## PR reviews
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When you leave PR reviews, always provide GitHub suggestions with actionable feedback that the PR creator can directly commit. For example, don't say "Change this variable.", instead, create a comment with a suggestion that changes the variable to the correct one.
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## Key Guidelines
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- We write three types of docs: reference, landing page (written in yaml), and how-tos
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- When you write or edit a doc, use app/contributing/index.md to format the body text (as well as code blocks) correctly for each page type
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- When writing or editing UI steps, use the formats listed in docs/ui-steps-standards.md
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- When adding tags to the frontmatter, follow the instructions here: docs/update-tag-schema.md
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- For anything that is added to the frontmatter of a doc, use docs/front-matter-reference.md for a reference

app/_kong_plugins/ai-mcp-proxy/index.md

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> Before using the AI MCP Proxy plugin, ensure your setup meets these requirements:
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> - The upstream Service exposes a valid OpenAPI schema.
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> - That Service is configured and accessible in Kong.
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> - An MCP-compatible client (such as [Claude](https://claude.ai/), [Cursor](https://cursor.com/), or [LMstudio](https://lmstudio.ai/)) is available to connect to Kong.
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> - An MCP-compatible client (such as [Insomnia](https://konghq.com/products/kong-insomnia), [Claude](https://claude.ai/), [Cursor](https://cursor.com/), or [LMstudio](https://lmstudio.ai/)) is available to connect to Kong.
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> - The Kong AI Gateway instance supports the AI MCP Proxy plugin (is 3.12 or higher).
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## Configuration modes

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