Aind Metadata MCP Server

An MCP (Model Context Protocol) server that provides access to AIND (Allen Institute for Neural Dynamics) metadata and data assets through a

Local serverstdioPython

What is the Aind Metadata MCP MCP server?

Aind metadata mcp mcp server lets Claude, Cursor and other MCP clients work with Aind Metadata MCP directly. An MCP (Model Context Protocol) server that provides access to AIND (Allen Institute for Neural Dynamics) metadata and data assets through a comprehensive set of tools and resources.

What Aind Metadata MCP does

An MCP (Model Context Protocol) server that provides access to AIND (Allen Institute for Neural Dynamics) metadata and data assets through a comprehensive set of tools and resources.

Key capabilities

  • Data Retrieval — Query MongoDB collections with filters and projections
  • Aggregation — Execute complex MongoDB aggregation pipelines
  • Schema Exploration — Access detailed schema examples and documentation
  • NWB File Access — Load and explore NWB (Neurodata Without Borders) files
  • Data Summaries — Generate AI-powered summaries of data assets

Tools it exposes

Once connected, the assistant can call this tool directly:

  • Aggregation — Execute complex MongoDB aggregation pipelines

Installing the aind metadata mcp mcp server

The server is distributed via PyPI as aind-metadata-mcp, so most clients can run it without a manual build step. Add it to your MCP client's configuration and restart the client to pick it up — the copy-paste configs for Claude Desktop, Claude Code and Cursor are on this page.

Where it fits

Database servers turn schema archaeology and ad-hoc reporting into conversation, which is why they tend to be the second or third server people install. Aind Metadata MCP sits in that group, and the shape of its toolset — Aggregation — tells you what it is really for. Worth comparing against the other databases servers in this directory before you commit to one, since several overlap in scope but differ sharply in setup cost and permissions.

Practical notes

  • This server runs locally, so it operates with whatever access your machine and its credentials already have. Scope that deliberately rather than by default.
  • Maintained by AllenNeuralDynamics, written in Python.
  • MCP clients ask for confirmation before each tool call by default. Keep that on while you learn what the aind metadata mcp mcp server actually does with your data.
  • Every entry in this directory is reviewed by hand before it goes live, and details are checked against the project's own documentation.

Available tools

ToolWhat it does
AggregationExecute complex MongoDB aggregation pipelines

How to install the Aind Metadata MCP MCP server

{
  "mcpServers": {
    "aind-metadata": {
      "command": "uvx",
      "args": ["aind-metadata-mcp"]
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Example prompts to try

  • Use Aind Metadata MCP to Aggregation.

Frequently asked questions

It connects Aind Metadata MCP to MCP-compatible AI assistants such as Claude and Cursor, exposing 1 tool (Aggregation) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with Aind Metadata MCP directly.