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Midjourney MCP Server for Google ADK 9 tools — connect in under 2 minutes

Built by Vinkius GDPR 9 Tools SDK

Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Midjourney as an MCP tool provider through the Vinkius and your ADK agents can call every tool with full schema introspection.

Vinkius supports streamable HTTP and SSE.

python
from google.adk.agents import Agent
from google.adk.tools.mcp_tool import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import (
    StreamableHTTPConnectionParams,
)

# Your Vinkius token — get it at cloud.vinkius.com
mcp_tools = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
    )
)

agent = Agent(
    model="gemini-2.5-pro",
    name="midjourney_agent",
    instruction=(
        "You help users interact with Midjourney "
        "using 9 available tools."
    ),
    tools=[mcp_tools],
)
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About Midjourney MCP Server

Connect Midjourney image generation to any AI agent and create stunning visuals through natural conversation. Generate images from text prompts, upscale to high resolution, create variations, blend images, and even reverse-engineer prompts from existing images.

Google ADK natively supports Midjourney as an MCP tool provider — declare the Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 9 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.

What you can do

  • Text-to-Image — Generate high-quality images from descriptive prompts
  • Upscale — Enhance any of the 4 grid images to full resolution
  • Variations — Explore creative alternatives based on any generated image
  • Blend — Combine 2-5 images into a new composition
  • Describe — Reverse-engineer a prompt from any image
  • Inpaint — Edit specific regions of images with masks
  • Task Monitoring — Track generation progress and retrieve completed images

The Midjourney MCP Server exposes 9 tools through the Vinkius. Connect it to Google ADK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Midjourney to Google ADK via MCP

Follow these steps to integrate the Midjourney MCP Server with Google ADK.

01

Install Google ADK

Run pip install google-adk

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Create the agent

Save the code above and integrate into your ADK workflow

04

Explore tools

The agent will discover 9 tools from Midjourney via MCP

Why Use Google ADK with the Midjourney MCP Server

Google ADK provides unique advantages when paired with Midjourney through the Model Context Protocol.

01

Google ADK natively supports MCP tool servers — declare a tool provider and the framework handles discovery, validation, and execution

02

Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Midjourney

03

Production-ready features like session management, evaluation, and deployment come built-in — not bolted on

04

Seamless integration with Google Cloud services means you can combine Midjourney tools with BigQuery, Vertex AI, and Cloud Functions

Midjourney + Google ADK Use Cases

Practical scenarios where Google ADK combined with the Midjourney MCP Server delivers measurable value.

01

Enterprise data agents: ADK agents query Midjourney and cross-reference results with internal databases for comprehensive analysis

02

Multi-modal workflows: combine Midjourney tool responses with Gemini's vision and language capabilities in a single agent

03

Automated compliance checks: schedule ADK agents to query Midjourney regularly and flag policy violations or configuration drift

04

Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Midjourney

Midjourney MCP Tools for Google ADK (9)

These 9 tools become available when you connect Midjourney to Google ADK via MCP:

01

blend

Provide URLs of existing images to blend together. Optionally add a text prompt to guide the blend. Blend multiple images together into one composition

02

describe

Useful for understanding how to recreate styles and compositions. Generate a text prompt from an image (reverse engineer)

03

get_task_status

Returns progress percentage, image URLs when ready, and available actions (upscale/variation). Check the status of an image generation task

04

get_tasks

Useful for monitoring ongoing generations and finding image IDs for upscale/variation. List recent image generation tasks

05

imagine

The prompt should be in English and can include style modifiers like "--ar 16:9" for aspect ratio, "--v 6" for version, "--s" for stylization. Returns a task ID and thumbnail URL. Use the task ID to check generation progress. Generate an image from text prompt using Midjourney

06

inpaint

The rest of the image remains unchanged. Edit a specific region of a generated image using a mask

07

reroll

Useful when none of the initial 4 images are satisfactory. Regenerate 4 new images with the same prompt

08

upscale

Returns the upscaled image URL. Upscale one of the 4 generated images to higher resolution

09

variation

Useful for exploring different interpretations of a concept. Create a variation of one of the 4 generated images

Example Prompts for Midjourney in Google ADK

Ready-to-use prompts you can give your Google ADK agent to start working with Midjourney immediately.

01

"Generate an image of a cyberpunk city at sunset, 16:9 aspect ratio."

02

"Upscale image position 2 from the last generation."

03

"Describe this image and tell me what prompt would create it: https://example.com/art.jpg"

Troubleshooting Midjourney MCP Server with Google ADK

Common issues when connecting Midjourney to Google ADK through the Vinkius, and how to resolve them.

01

McpToolset not found

Update: pip install --upgrade google-adk

Midjourney + Google ADK FAQ

Common questions about integrating Midjourney MCP Server with Google ADK.

01

How does Google ADK connect to MCP servers?

Import the MCP toolset class and pass the server URL. ADK discovers and registers all tools automatically, making them available to your agent's tool-use loop.
02

Can ADK agents use multiple MCP servers?

Yes. Declare multiple MCP tool providers in your agent configuration. ADK merges all tool schemas and the agent can call tools from any server in a single turn.
03

Which Gemini models work best with MCP tools?

Gemini 2.0 Flash and Pro models both support function calling required for MCP tools. Flash is recommended for latency-sensitive use cases, Pro for complex reasoning.

Connect Midjourney to Google ADK

Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.