# Page Not Found

The URL `optional-front-end-module-with-aws-amplify` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [MCP Module](https://llm-aws.course.gspivey.com/advanced-modules/mcp-module.md)
- [Introduction to APIs](https://llm-aws.course.gspivey.com/foundations/introduction-to-apis.md)
- [Getting Started with Git](https://llm-aws.course.gspivey.com/foundations/introduction-to-git-and-github/getting-started-with-git.md)
- [LangChain and RAG](https://llm-aws.course.gspivey.com/advanced-modules/langchain-and-rag.md)
- [Introduction to Large Language Models](https://llm-aws.course.gspivey.com/cloud-deployment-cdk/introduction-to-large-language-models.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://llm-aws.course.gspivey.com/advanced-modules/mcp-module.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://llm-aws.course.gspivey.com/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://llm-aws.course.gspivey.com/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/advanced-modules/mcp-module.md`).

You may also use `Accept: text/markdown` header for content negotiation.