Smarter Docs, Less Effort: The Continue MCP Cookbook Approach
Documentation work rarely fails because teams don’t know what to write. It slows down because of how it’s written and updated.
For technical writers, documentation leads, and developers alike, documentation often becomes an exercise in repetition: copying old guides, aligning structures, fixing formatting drift, and reconciling style inconsistencies across multiple docs. None of this work improves clarity for users, yet it consumes a disproportionate amount of time.
Similar to writing code, documentation often feels like a friction point among teams, especially when different developers work on the project. Common mistakes like slightly different structures, missing steps, and formatting that never quite match are bound to occur.
The Continue Docs MCP (Model Context Protocol) Cookbook changes this dynamic. By leveraging AI that is natively aware of your documentation’s structure and style, you can shift from manually improving your documentation.
The Problem: A Manual, Disconnected Workflow
Up close, most traditional documentation processes looked predictably frustrating and writers had to deal with:
Rebuilding the same structure each time:
Most technical guides follow predictable patterns (What you’ll build → prerequisites → setup → step-by-step workflow → examples → troubleshooting). Yet each new guide often starts from a blank page. Writers recreate the same headings, rewrite similar explanations, and manually ensure alignment with previous documents. Over time, even the tiniest inconsistencies in these guides compound into a fragmented documentation experience.

Switcing between too many tools.
Documentation work spanned multiple tools. A code editor for examples, a browser tab for the existing docs, another for CLI references, and another still for Markdown conventions. The challenge is not writing itself but maintaining context across tools that don’t communicate with each other.
No shared style or prompt.
Every contributor brought their own tone, their own interpretation of what a good guide should look like. Reviews became less about improving content and more about reconciling mismatched voices. Editing felt like piecing together a story written by several different authors who’d never met.
Traditional product documentation is often bogged down by rigid workflows, forcing teams to spend extra hours manually correcting the structural and style inconsistencies that inevitably creep in.

Using The Continue Docs MCP Cookbook
The Continue Docs MCP Cookbook introduces a different flow, an AI-powered Model Context Protocol (MCP) server based on Mintlify. It allows your AI assistant (via the Continue IDE extension) to read your existing documentation and use it as a live reference for everything it generates.
Instead of a generic LLM guessing what your docs should look like, the MCP server provides the assistant with the exact patterns, Markdown formats, and organizational structures used in your specific repository.
The promise is to help developers and technical writers easily update their project documentation. Instead of rebuilding the same frameworks repeatedly, they can ask the system to apply known patterns automatically.
Integration: Bringing It Into the Workflow
Prerequisites Setup
To practically follow this guide, you would need the following setup:
- Continue account with Hub access
- Must have read: Contributing to Continue Documentation for setup instructions (The rest of the article assumes you have read this, so start here first)
- Forked the continuedev/continue repository
- Node.js 20+ and Continue CLI installed
Creating a new Cookbook
Every cookbook in the Continue repository starts as a plain Markdown or MDX file in docs/guides/. To add a new cookbook, open that folder and create a new Markdown file inside (use lowercase and hyphens).
deployment-cookbook.mdx
Add the required YAML formatter. E.g.:
---
title: "Your Cookbook Title"
description: "A short description of what the guide covers."
---
This is how Mintlify renders titles, previews, and metadata.
You can write your guide using the standard cookbook pattern:
* What You’ll Build
* Prerequisites
* Setup
* Steps or Workflow
* Example Commands / Code
* Troubleshooting
* Summary
The moment you save that file, Continue’s MCP agent can read it.
Now you can let the MCP agent automatically use your cookbook. Here is where the magic happens. Once a cookbook exists, Continue can:
- pull its structure on demand
- reuse its headings
- mirror its tone
- auto-fill its boilerplate
- extract code patterns or examples
So instead of rebuilding a template, you start the agent:
# From your Continue docs directory
cn --config continuedev/docs-mintlify
Type in the prompt:
“Generate a new guide using the same structure as deployment-cookbook.mdx.”
Instantly, you get a fully structured skeleton - consistent, clean, aligned with your style guide.
You can check out the Continue guides documentation for other documentation workflows with prompts, such as researching and comparing existing docs.
Results: What Changes in Practice
- Faster, consistent documentation: This cookbook enforces structure automatically. The time that once went to rebuilding templates can be used in writting and improving the actual context. The Continue blog captured it best: “technically simpler but dramatically more effective.”
- Lighter reviews: Because the AI handles the boilerplate and formatting, Doc Leads can focus their reviews on technical accuracy and high-level clarity rather than fixing broken Markdown links.
- No more context switching: The MCP agent consolidates document retrieval, code sourcing, and pattern insertion into a single conversational workflow, eliminating the friction of switching between disconnected tools.
- Lighter onboarding: New contributors can bypass dense style guides by focusing on technical intent. The agent automatically applies the correct structural and stylistic standards based on simple prompts.
- Higher-quality Assurance: The system enforces consistent sectioning and updates references automatically, ensuring all output aligns with project standards without the need for manual policing during review.
- Real time saved: The initial prompt already delivered half the content skeleton. After that, the work feels more like shaping than assembling.
Takeaways for Any Developer
The Continue Docs MCP Cookbook isn't a replacement for the technical writing aspect of documentation. Instead, it replaces the manual labor and repetitive overhead that slows documentation down while ensuring consistency.
Your technical expertise that answers the "why" behind a feature remains the most important element. Think of the MCP as the "customizable rules" and you, the writer, as the "navigator." The system supplies the structural guardrails, while you provide the creative spark and technical nuance.
What Next?
The Continue Docs MCP Cookbook streamlines the documentation process and helps maintain consistency across your documents. By handling repetitive structure and pulling in consistent examples, the MCP shifts the work from rebuilding templates to focusing on clear, meaningful explanations.
Also, if you’ve ever wanted to contribute to Continue’s docs, now’s the easiest time to start. With the MCP Cookbook doing the heavy lifting, all you need is your perspective and a prompt. Your perspective, your examples, and your improvements can directly shape the ecosystem, so contribute, experiment, and help make the Continue docs better for everyone


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