MCP Server for Apache Gravitino

MCP server providing Gravitino APIs - A FastMCP integration for Apache Gravitino services.

Features

Seamless integration with FastMCP for Gravitino APIs
Simplified interface for metadata interaction
Supports metadata operations for catalogs, schemas, tables, models, users, tags, and user-role management

Installation

This project uses uv as the dependency and virtual environment management tool. Please ensure uv is installed on your system.

Clone the repository:
git clone git@github.com:datastrato/mcp-server-gravitino.git
Navigate into the project directory:
cd mcp-server-gravitino
Create a virtual environment:
uv venv
Activate the virtual environment:
source .venv/bin/activate
Install dependencies:
uv install

Configuration

Common Configuration

Regardless of the Authorization, the following environment variables need to be set:

GRAVITINO_METALAKE=<YOUR_METALAKE> # default: "metalake_demo"
GRAVITINO_URI=<YOUR_GRAVITINO_URI>

GRAVITINO_URI: The base URL of your Gravitino server.
GRAVITINO_METALAKE: The name of the metakube to use.

Authorization

mcp-server-gravitino supports both token-based and basic authentication methods. These mechanisms allow secure access to MCP tools and prompts and are suitable for integration with external systems.

Token Authentication

Set the following environment variables:

GRAVITINO_JWT_TOKEN=<YOUR_GRAVITINO_JWT_TOKEN>

GRAVITINO_JWT_TOKEN: The JWT token for authentication.

Basic Authentication

Alternatively, you can use basic authentication:

GRAVITINO_USERNAME=<YOUR_GRAVITINO_USERNAME>
GRAVITINO_PASSWORD=<YOUR_GRAVITINO_PASSWORD>

GRAVITINO_USERNAME: The username for Gravitino authentication.
GRAVITINO_PASSWORD: The corresponding password.

Tool Activation

Tool activation is currently based on method names (e.g., get_list_of_table). You can specify which tools to activate by setting the optional environment variable GRAVITINO_ACTIVE_TOOLS. The default value is *, which activates all tools. If just want to activate get_list_of_roles tool, you can set the environment variable as follows:

GRAVITINO_ACTIVE_TOOLS=get_list_of_roles

Usage

To launch the Gravitino MCP Server, run the following command:

uv \
--directory /path/to/mcp-gravitino \
run \
--with fastmcp \
--with httpx \
--with mcp-server-gravitino \
python -m mcp_server_gravitino.server

The meaning of each argument is as follows:

Argument	Description
`uv`	Launches the UV CLI tool
`--directory /path/to/mcp-gravitino`	Specifies the working project directory with `pyproject.toml`
`run`	Indicates that a command will be executed in the managed environment
`--with fastmcp`	Adds `fastmcp` to the runtime environment without altering project deps
`--with httpx`	Adds `httpx` dependency for async HTTP functionality
`--with mcp-server-gravitino`	Adds the local module as a runtime dependency
`python -m mcp_server_gravitino.server`	Starts the MCP server using the package's entry module

Goose Client Example

Example configuration to run the server using Goose:

{
  "mcpServers": {
    "Gravitino": {
      "command": "uv",
      "args": [
        "--directory",
        "/Users/user/workspace/mcp-server-gravitino",
        "run",
        "--with",
        "fastmcp",
        "--with",
        "httpx",
        "--with",
        "mcp-server-gravitino",
        "python",
        "-m",
        "mcp_server_gravitino.server"
      ],
      "env": {
        "GRAVITINO_URI": "http://localhost:8090",
        "GRAVITINO_USERNAME": "admin",
        "GRAVITINO_PASSWORD": "admin",
        "GRAVITINO_METALAKE": "metalake_demo"
      }
    }
  }
}

Tool List

mcp-server-gravitino does not expose all Gravitino APIs, but provides a selected set of optimized tools:

Table Tools

get_list_of_catalogs: Retrieve a list of catalogs
get_list_of_schemas: Retrieve a list of schemas
get_list_of_tables: Retrieve a paginated list of tables
get_table_by_fqn: Fetch detailed information for a specific table
get_table_columns_by_fqn: Retrieve column information for a table

Tag Tools

get_list_of_tags: Retrieve all tags
associate_tag_to_entity: Attach a tag to a table or column
list_objects_by_tag: List objects associated with a specific tag

User Role Tools

get_list_of_roles: Retrieve all roles
get_list_of_users: Retrieve all users
grant_role_to_user: Assign a role to a user
revoke_role_from_user: Revoke a user's role

Model Tools

get_list_of_models: Retrieve a list of models
get_list_of_model_versions_by_fqn: Get versions of a model by fully qualified name

Each tool is designed to return concise and relevant metadata to stay within LLM token limits while maintaining semantic integrity.

License

This project is licensed under the Apache License Version 2.0.

This server cannot be installed

security - not tested

license - permissive license

quality - not tested

How are these scores calculated?

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

A FastMCP integration server that provides access to Apache Gravitino metadata management APIs, allowing users to manage catalog/schema/table metadata, tags, and user-role information through a structured interface.

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