NWB Model Context Protocol (MCP) Server

An MCP server for accessing NWB (Neurodata Without Borders) files, providing AI agents easy access to neuroscience data.

Features

• 🚀 Rapid exploration of new datasets
• 🗂️ Automatically-generated analysis reports
• 🧠 Prompt templates instruct agents to get the most from the tools
• 💡 "No Code" mode allows analysis without modifying the local filesystem
• ⚡️ Uses lazynwb for efficient data access across multiple NWB files
• ☁️ Supports local and cloud data (e.g. on AWS S3)
• 🔒 Read-only access to NWB data
• 🛠️ Easy setup

Requirements

1. uv

uv is used to run the server with the required dependencies, in an isolated virtual environment.

See the uv installation guide for platform-specific instructions for a system-wide installation.

Alternatively, install with pip in your system Python environment:

pip install uv

🛈 Note

uv, like pip, is one of the few tools it makes sense to install "globally" to your system Python, rather than in a virtual environment, since it is used to manage new virtual environments and Python versions.

2. Copilot Chat extension

Available on the VS Code extensions marketplace (in Code Ocean, this postInstall file should be used).

🛈 Note

Similar agent extensions, such as Cline or Claude Code, should also be able to connect to the server.

Add server to Copilot Chat in VS Code

• ensure MCP is enabled in the settings UI, or with JSON setting "chat.mcp.enabled": true
• the first startup may take a few seconds as it downloads packages

🛈 Note

You may be prompted to choose between adding the server to a "global" or "workspace" config. If you intend to switch between datasets it may be preferable to have the mcp.json config in your workspace, to be able to easily modify the path to your data. The global setting is convenient in that the server will be available in all VS Code instances.

Example mcp.json

{
    "servers": {
        "nwb": {
            "command": "uvx",
            "args": [
                "nwb-mcp-server",
                "--root_dir", "data",
                "--glob_pattern", "*.nwb"
            ]
        }
    }
}

Server configuration parameters

uvx parameters

Any of the following parameters can be added to the args list before nwb-mcp-server to customize the environment the server runs in: uvx parameters

--upgrade is useful to ensure the latest versions of dependencies are used.

🛈 Note

uvx is an alias for uv tool run, where "tool" means any pip-installable Python package that provides a command-line interface.

Usage

The server provides the tools for querying NWB files efficiently. Getting an agent to use them effectively requires careful design of the prompt, instructions, and the availability of other tools. This is a work in progress.

🛈 Note

The server creates a virtual, read-only SQL database from the NWB files, which the agent can query. Exploration of a dataset or basic analysis that can be expressed in SQL is possible entirely within the chat dialog, without the need for the agent to create and run Python scripts in the workspace.

Custom chat modes

Copy the .github folder into your project to make two chat modes available in Copilot: These modes program Copilot's behavior and constrain the tools available, and are tailored for

• rapid data exploration and basic analysis without editing files or install dependencies (No Code mode)
• more complex analysis and processing with Python (Supervised Coding mode)

Start in No Code mode, then switch to Supervised Coding when prompted by the agent.

See VS Code docs on custom chat modes.

Non-NWB file support

🚧 Experimental 🚧 There is limited support for working with non-NWB files. Any set of files in tabular format than can be read lazily using a pl.scan_<format> function, including parquet and csv, can be used with the server. The provided prompt templates and chat modes are designed with the NWB format and the lazynwb package in mind, so the agent will receive confusing instructions (although it usually figures out the correct behavior!)

See the Polars I/O documentation for a complete list of compatible file formats.