> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.markup.ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.markup.ai/_mcp/server.

# Snippet Readiness

> Write sections that survive being quoted.

**AI Visibility**

**Write sections that survive being quoted.** This agent evaluates whether sections can stand alone when pulled out of context.

*Part of Markup AI's AI-search optimization suite — GEO/AEO (generative / answer engine optimization) for visibility in ChatGPT, Perplexity, and Google AI Overviews.*

## What it catches

Passages that fail as standalone snippets — unresolved references, missing context, weak evidence — so writers can rewrite them to survive search-engine extraction. Complements [Q\&A Optimization](/agents/answer-authority), which covers headings and answer-first phrasing.

## Why it matters

AI search doesn't quote your page; it quotes a paragraph. Sections that stand alone out of context are the ones that get cited.

#### [Markup AI for Google Docs](/apps/google-docs)

The fastest way to use this agent: catch and fix issues right inside Google Docs, with the Markup AI Chrome Extension.

#### [Use it in your AI assistant](/mcp)

Available on Markup AI's hosted MCP server as `snippet_readiness` — or ask for a review and let Markup AI select it.

#### [Run it via the API](/developer/agents/snippet-readiness)

Resolve the agent by name and run it with one call — full examples in the Agent Reference.