Dify.AI SDK MCP Server
Trigger and orchestrate Dify AI workflows, agents, and chatbots programmatically.
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Vinkius AI Gateway supports streamable HTTP and SSE.
Works with every AI agent you already use
…and any MCP-compatible client
What is the Dify.AI SDK MCP Server?
The Dify.AI MCP Server gives AI agents like Claude, ChatGPT, and Cursor direct access to Dify.AI. Trigger and orchestrate Dify AI workflows, agents, and chatbots programmatically. Powered by the Vinkius AI Gateway — no API keys, no infrastructure, connect in under 2 minutes.
Dify.AI MCP Server: see your AI Agent in action
Built-in capabilities (14)
chat_message
Send a chat message to a Dify Application
delete_conversation
Delete a Dify conversation
get_app_meta
Get application meta data configuration
get_conversation_messages
Get historical messages of a specific Dify conversation
get_conversations
List recent conversations for a user
get_suggested_questions
Use after receiving a chat response. Get next suggested questions for a message
get_workflow_info
Get basic App information
get_workflow_parameters
Get required application parameters
rename_conversation
Rename a Dify conversation
run_workflow
Execute a Dify Workflow application
send_completion
Returns the full generated text. Send a text completion request to a Dify completion app
stop_chat_generation
Only supported for streaming mode responses. Stop an in-progress chat message generation
submit_feedback
Submit feedback (like/dislike) for a message
upload_file
Upload a file via URL for multimodal understanding
What this connector unlocks
Connect your Vinkius agents directly to Dify.AI, the leading open-source LLM app development platform. With 10 exposed tools, you can execute complex Dify workflows, send messages to specialized chatbots, retrieve session histories, and submit model feedback for RLHF.
What you can do
- Agent Chat — Send messages to published Dify chatbots and track conversations
- Workflows — Trigger background Dify workflows with dynamic JSON parameters
- Session Management — Rename, fetch, or delete conversation histories
- Audit & Feedback — Programmatically submit 'like/dislike' ratings to improve model tuning
How it works
1. Publish your App (Chatbot or Workflow) on Dify
2. Navigate to your app's API Access section and generate an API API Key
3. Set the Base URL to https://api.dify.ai/v1 (for cloud) or your own instance.
Who is this for?
- LLM Developers — Integrate multi-agent orchestration by letting Vinkius agents call Dify-specialized workflows
- Product Teams — Monitor interactions and automate RLHF pipelines via feedback endpoints
Frequently asked questions
Give your AI agents the power of Dify.AI
Access Dify.AI and 2,500+ MCP servers — ready for your agents to use, right now. No glue code. No custom integrations. Just plug Vinkius AI Gateway and let your agents work.