Can my agent interact with a specific Dify application via chat?

Yes. When you provide the Application API Key, the agent uses the 'chat' mutation to send your query directly to that Dify agent. It returns the AI response within your current chat context, allowing for seamless integration.

How do I retrieve the conversation history from my Dify project?

Use the 'list_conversations' tool. Your agent will pull the explicitly attached array vectors representing your conversation listing. You can then use 'list_messages' with a specific ID to see the detailed interactions.

Can I upload files to my Dify agents through this server?

Absolutely. The 'upload_file' tool allows you to transmit local binaries securely. The agent maps these files internally against standard Dify attachments, making them available for your Dify agents to process.

Dify MCP Server for Google ADK 6 tools — connect in under 2 minutes

Name: Dify
Availability: InStock
Author: Vinkius

google.github.io/adk-docs/tools/mcp-tools

Built by Vinkius GDPR 6 Tools SDK

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

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

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="dify_agent",
    instruction=(
        "You help users interact with Dify "
        "using 6 available tools."
    ),
    tools=[mcp_tools],
)

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Dify MCP Server

Connect your Dify.ai application to any AI agent and take full control of your LLM application development and agentic workflows through natural conversation.

Google ADK natively supports Dify as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 6 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

Agentic Chat Orchestration — Commands the backend orchestrating absolute explicit strings sending chat messages seamlessly against standard Dify agents
Conversation Navigation — Extracts explicitly attached array vectors representing company-wide conversation listings from your Dify project
Message Auditing — Analyzes specific localized variables decoding active conversation message arrays to track historical interactions
Structural Parameters — Extracts configuration limits mapping global explicit constraints inside the referenced Dify workspace
Secure File Ingestion — Mutate explicit arrays directly transmitting local binaries mapped internally against standard Dify attachments securely
Feedback Management — Submit message-level feedback (likes/dislikes) to instantiate absolute explicit CRM environments tracking AI performance

The Dify MCP Server exposes 6 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 Dify to Google ADK via MCP

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

Install Google ADK

Run pip install google-adk

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Create the agent

Save the code above and integrate into your ADK workflow

Explore tools

The agent will discover 6 tools from Dify via MCP

Why Use Google ADK with the Dify MCP Server

Google ADK provides unique advantages when paired with Dify 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 Dify

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 Dify tools with BigQuery, Vertex AI, and Cloud Functions

Dify + Google ADK Use Cases

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

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

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

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

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

Dify MCP Tools for Google ADK (6)

These 6 tools become available when you connect Dify to Google ADK via MCP:

chat

Send a chat message

feedback

Submit message feedback

get_parameters

Get app parameters

list_conversations

List conversations

list_messages

List messages in conversation

upload_file

Upload a file

Example Prompts for Dify in Google ADK

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

"Send a message to my Dify agent: 'Explain the benefits of RAG.'"

"List my recent Dify conversations for user 'admin_123'"

"Give a 'like' to message 'msg_789' in Dify"

Troubleshooting Dify MCP Server with Google ADK

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

McpToolset not found

Update: pip install --upgrade google-adk

Dify + Google ADK FAQ

Common questions about integrating Dify MCP Server with Google ADK.

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.

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.

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.