• ACCURACY
  • SPEED
  • CONTEXT
  • HUMAN

How to ground your AI with technical documentation

Connect DevDocs to your AI client once. After that, your agent pulls real documentation instead of guessing syntax.

Ask AI about this page

Short answer

How do I stop my AI from hallucinating code?

Point your agent to the DevDocs registry to feed it precise Markdown files. It replaces guesswork with actual technical specs from the registry. You get code that actually works with the libraries you use.

The outcomes.

What your AI achieves.

The agent moves from guessing to knowing.

ACCURACY

Zero hallucinated syntax

The agent pulls specific Markdown files to ensure every function call matches the current documentation.

SPEED

Instant library lookups

Instead of searching the web, your agent finds the exact library or page it needs immediately.

CONTEXT

Deep technical grounding

Your agent builds its responses around the actual structure of the documentation it reads.

HUMAN

Manual verification needed

You still need to review complex architectural implementations that the documentation doesn't cover.

The workflow

What your AI does when documentation is requested.

The agent follows a logical path to find and ingest the right data.

  1. Identify available libraries

    The agent checks the DevDocs registry to see which specific libraries are available for use.

    list_libraries

  2. Locate specific topics

    Once it knows the library, the agent searches for the exact function or module you asked about.

    search_docs

  3. Ingest the Markdown

    The agent reads the actual content of the documentation page to get the raw technical details.

    read_page

  4. Apply the logic

    The agent uses the ingested Markdown to write code that follows the documented rules.

    read_page

Try it

Copy these to start.

Use these prompts to kick off the grounding process.

Starting points

Swap out the library names and function calls for the ones you are actually working with.

DevDocs Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_gtakRsXSjvJKMPo5mT3ZHr5dIo7MUph0terDEOB9/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — DevDocs capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "devdocs-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_gtakRsXSjvJKMPo5mT3ZHr5dIo7MUph0terDEOB9/mcp"
    }
  }
}
Copy into chat04

  • List all the libraries available in DevDocs so I know what you can access.

  • Search the DevDocs registry for documentation on the React Query library.

  • Read the documentation page for the Axios fetch method and explain the parameters.

  • Using the documentation you just read, write a TypeScript function for this specific use case.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect DevDocs once, then ask.

Click the link to connect. Your credentials stay encrypted, and you can start prompting your agent immediately.

Connect DevDocs to your AI

FAQ

How the connector behaves.

  • 01

    Can the AI update the documentation?

    No. The agent can only read existing documentation; it cannot write or edit files in the DevDocs registry.

  • 02

    Does it work with any library?

    It works with any library currently hosted in the DevDocs registry.

  • 03

    Can the AI write code based on these docs?

    Yes. Once it reads the Markdown, it uses that information to generate code snippets.

  • 04

    Will the AI delete my local files?

    No. This connector only has permission to read data from the registry. It cannot touch your local file system.

  • 05

    How does it handle outdated docs?

    It only sees what is in the registry. If the registry has outdated info, the AI will use that info.

  • More questions about DevDocs? The Connector page answers them. See everything the DevDocs Connector can do

Connect DevDocs to Claude, Cursor, ChatGPT & more