MCP server · Coding

NeuroCode MCP server

Lets your AI find the exact code related to a bug and write a fix, using a small local model on your laptop.

Coding Developer tools For it and development Coding Agents

NeuroCode is a helper program that works with your AI to fix bugs in a code project. It picks out only the parts of the code that matter for the bug, so a small AI model running on your own laptop can suggest a fix. It is handy for developers who want to repair code without sending it to the cloud.

What is an MCP server? The 30-second version

On its own, your AI can only chat. An MCP server is a small helper program that gives your AI a new skill or a connection to an app. This one gives your AI a way to look inside a code project and find the pieces related to a bug. When you ask your AI to fix something, it uses NeuroCode to gather the right code and then proposes a change.

What this MCP server does

You tell your AI about a bug in your project. The AI asks NeuroCode to find the code that is likely involved. NeuroCode builds a map of your code in memory, picks the most relevant parts, and keeps the result small (under 1,200 tokens). Then a local AI model (like Ollama) writes a suggested fix. You get back a short patch you can review and apply.

What you can do with it

Find the code related to a bug in your project
Get a small, focused snippet of code to look at
Ask a local AI model to suggest a fix
Check how much graphics memory your laptop has free
See if the tool is running in memory without wearing out your disk

Try asking your AI

“Find the code related to a ZeroDivisionError in matrix normalization and suggest a fix”
“Show me the most relevant parts of my project for a bug in the login function”
“Use Ollama to repair the bug in my repository and give me the patch”
“Check my laptop's GPU memory and tell me if it can run a local model”

What it gives back to you

You get back a short list of code snippets that are most relevant to the bug, plus a suggested patch in a simple search-and-replace format. The AI shows this in the chat so you can read it and decide whether to apply it. You also get simple health information like how much GPU memory is free.

Before you start

What you need

Python installed on your computer
The neurocode-ai package installed (pip install neurocode-ai)
A local AI model running through Ollama (for the repair feature)
A code project on your computer that you want to fix

Good to know

It can suggest changes to your code, so always review the patch before applying it.

Install it with your AI

Add NeuroCode MCP server to your AI, no technical skills needed

You don't install anything by hand. You copy one prompt, paste it into an AI that can work on your computer, and it checks, installs and connects the server for you, asking you when it needs something.

Sign in to get the install prompt

Members get a ready-made prompt that lets the Claude desktop app check NeuroCode MCP server, install it and connect it for them, step by step. You don't need any technical skills: you copy, paste and answer a few questions. Your connected AI can also find and install any of the 4,611 MCP servers here for you.