APImage MCP Server for Google ADKGive Google ADK instant access to 10 tools to Check Apimage Status, Enhance Prompt, Generate Image, and more
GDPR Free for SubscribersGoogle Agent Development Kit (ADK) is Google's framework for building production AI agents. Add APImage as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.
Ask AI about this MCP Server for Google ADK
The APImage MCP Server for Google ADK is a standout in the Design Creative category — giving your AI agent 10 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Geminifrom 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="apimage_agent",
instruction=(
"You help users interact with APImage "
"using 10 available tools."
),
tools=[mcp_tools],
)
* 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 APImage MCP Server
Connect your APImage account to any AI agent and manage your entire image generation and editing workflow through natural conversation.
Google ADK natively supports APImage as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 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 images from text descriptions using multiple AI models (Flux, Stable Diffusion, DALL-E)
- Background Removal — Remove backgrounds from any image and receive transparent PNGs
- Prompt Enhancement — Automatically expand simple prompts into detailed descriptions for better results
- Image Upscaling — Increase image resolution by 2x or 4x while preserving quality
- Image-to-Image — Transform existing images based on text prompts while keeping general structure
- Inpainting — Fill in masked areas of images with AI-generated content based on text prompts
- Model Selection — Browse available AI models and choose the best one for each task
- Generation History — Review all previously generated images with prompts, parameters, and download URLs
The APImage MCP Server exposes 10 tools through the Vinkius. Connect it to Google ADK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 10 APImage tools available for Google ADK
When Google ADK connects to APImage through Vinkius, your AI agent gets direct access to every tool listed below — spanning generative-ai, background-removal, image-editing, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Check apimage status on APImage
Verify API connectivity
Enhance prompt on APImage
Enhance a generation prompt
Generate image on APImage
Optionally specify the model. Generate an image from a prompt
Get generation on APImage
Get generation details
Image to image on APImage
Transform an image with a prompt
Inpaint image on APImage
Inpaint a masked region
List generations on APImage
List generation history
List models on APImage
List available models
Remove background on APImage
Remove image background
Upscale image on APImage
Upscale an image
Connect APImage to Google ADK via MCP
Follow these steps to wire APImage into Google ADK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install Google ADK
pip install google-adkReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenCreate the agent
Explore tools
Why Use Google ADK with the APImage MCP Server
Google ADK provides unique advantages when paired with APImage through the Model Context Protocol.
Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution
Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with APImage
Production-ready features like session management, evaluation, and deployment come built-in. not bolted on
Seamless integration with Google Cloud services means you can combine APImage tools with BigQuery, Vertex AI, and Cloud Functions
APImage + Google ADK Use Cases
Practical scenarios where Google ADK combined with the APImage MCP Server delivers measurable value.
Enterprise data agents: ADK agents query APImage and cross-reference results with internal databases for comprehensive analysis
Multi-modal workflows: combine APImage tool responses with Gemini's vision and language capabilities in a single agent
Automated compliance checks: schedule ADK agents to query APImage regularly and flag policy violations or configuration drift
Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including APImage
Example Prompts for APImage in Google ADK
Ready-to-use prompts you can give your Google ADK agent to start working with APImage immediately.
"Generate an image of a futuristic city at sunset using the Flux model."
"Remove the background from this product photo: https://example.com/product.jpg"
"Enhance this prompt: 'a cat sitting on a windowsill'."
Troubleshooting APImage MCP Server with Google ADK
Common issues when connecting APImage to Google ADK through Vinkius, and how to resolve them.
McpToolset not found
pip install --upgrade google-adkAPImage + Google ADK FAQ
Common questions about integrating APImage MCP Server with Google ADK.
How does Google ADK connect to MCP servers?
Can ADK agents use multiple MCP servers?
Which Gemini models work best with MCP tools?
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