Midjourney MCP Server for AutoGen 9 tools — connect in under 2 minutes
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Midjourney as an MCP tool provider through the Vinkius and every agent in the group can access live data and take action.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench
async def main():
# Your Vinkius token — get it at cloud.vinkius.com
async with McpWorkbench(
server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
transport="streamable_http",
) as workbench:
tools = await workbench.list_tools()
agent = AssistantAgent(
name="midjourney_agent",
tools=tools,
system_message=(
"You help users with Midjourney. "
"9 tools available."
),
)
print(f"Agent ready with {len(tools)} tools")
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
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.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Midjourney tools. Connect 9 tools through the Vinkius and assign role-based access — a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.
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 AutoGen 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 AutoGen via MCP
Follow these steps to integrate the Midjourney MCP Server with AutoGen.
Install AutoGen
Run pip install "autogen-ext[mcp]"
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Integrate into workflow
Use the agent in your AutoGen multi-agent orchestration
Explore tools
The workbench discovers 9 tools from Midjourney automatically
Why Use AutoGen with the Midjourney MCP Server
AutoGen provides unique advantages when paired with Midjourney through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Midjourney tools to solve complex tasks
Role-based architecture lets you assign Midjourney tool access to specific agents — a data analyst queries while a reviewer validates
Human-in-the-loop support: agents can pause for human approval before executing sensitive Midjourney tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Midjourney tool responses in an isolated environment
Midjourney + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Midjourney MCP Server delivers measurable value.
Collaborative analysis: one agent queries Midjourney while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Midjourney, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Midjourney data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Midjourney responses in a sandboxed execution environment
Midjourney MCP Tools for AutoGen (9)
These 9 tools become available when you connect Midjourney to AutoGen via MCP:
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
describe
Useful for understanding how to recreate styles and compositions. Generate a text prompt from an image (reverse engineer)
get_task_status
Returns progress percentage, image URLs when ready, and available actions (upscale/variation). Check the status of an image generation task
get_tasks
Useful for monitoring ongoing generations and finding image IDs for upscale/variation. List recent image generation tasks
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
inpaint
The rest of the image remains unchanged. Edit a specific region of a generated image using a mask
reroll
Useful when none of the initial 4 images are satisfactory. Regenerate 4 new images with the same prompt
upscale
Returns the upscaled image URL. Upscale one of the 4 generated images to higher resolution
variation
Useful for exploring different interpretations of a concept. Create a variation of one of the 4 generated images
Example Prompts for Midjourney in AutoGen
Ready-to-use prompts you can give your AutoGen agent to start working with Midjourney immediately.
"Generate an image of a cyberpunk city at sunset, 16:9 aspect ratio."
"Upscale image position 2 from the last generation."
"Describe this image and tell me what prompt would create it: https://example.com/art.jpg"
Troubleshooting Midjourney MCP Server with AutoGen
Common issues when connecting Midjourney to AutoGen through the Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Midjourney + AutoGen FAQ
Common questions about integrating Midjourney MCP Server with AutoGen.
How does AutoGen connect to MCP servers?
Can different agents have different MCP tool access?
Does AutoGen support human approval for tool calls?
Connect Midjourney with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Midjourney to AutoGen
Get your token, paste the configuration, and start using 9 tools in under 2 minutes. No API key management needed.