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 Cursor 6 tools — connect in under 2 minutes

Name: Dify
Availability: InStock
Author: Vinkius

docs.cursor.com/context/model-context-protocol

Built by Vinkius GDPR 6 Tools IDE

Cursor is an AI-first code editor built on VS Code that integrates LLM-powered coding assistance directly into the development workflow. Its Agent mode enables autonomous multi-step coding tasks, and MCP support lets agents access external data sources and APIs during code generation.

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.

RecommendedModern Approach — Zero Configuration

Vinkius Desktop App

The modern way to manage MCP Servers — no config files, no terminal commands. Install Dify and 2,500+ MCP Servers from a single visual interface.

Download Free Open SourceNo signup required

Classic Setup·json

{
  "mcpServers": {
    "dify": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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.

Cursor's Agent mode turns Dify into an in-editor superpower. Ask Cursor to generate code using live data from Dify and it fetches, processes, and writes — all in a single agentic loop. 6 tools appear alongside file editing and terminal access, creating a unified development environment grounded in real-time information.

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 Cursor 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 Cursor via MCP

Follow these steps to integrate the Dify MCP Server with Cursor.

Open MCP Settings

Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"

Add the server config

Paste the JSON configuration above into the mcp.json file that opens

Save the file

Cursor will automatically detect the new MCP server

Start using Dify

Open Agent mode in chat and ask: "Using Dify, help me..." — 6 tools available

Why Use Cursor with the Dify MCP Server

Cursor AI Code Editor provides unique advantages when paired with Dify through the Model Context Protocol.

Agent mode turns Cursor into an autonomous coding assistant that can read files, run commands, and call MCP tools without switching context

Cursor's Composer feature can generate entire files using real-time data fetched through MCP — no copy-pasting from external dashboards

MCP tools appear alongside built-in tools like file reading and terminal access, creating a unified agentic environment

VS Code extension compatibility means your existing workflow, keybindings, and extensions all work alongside MCP tools

Dify + Cursor Use Cases

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

Code generation with live data: ask Cursor to generate a security report module using live DNS and subdomain data fetched through MCP

Automated documentation: have Cursor query your API's tool schemas and generate TypeScript interfaces or OpenAPI specs automatically

Infrastructure-as-code: Cursor can fetch domain configurations and generate corresponding Terraform or CloudFormation templates

Test scaffolding: ask Cursor to pull real API responses via MCP and generate unit test fixtures from actual data

Dify MCP Tools for Cursor (6)

These 6 tools become available when you connect Dify to Cursor 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 Cursor

Ready-to-use prompts you can give your Cursor 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 Cursor

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

Tools not appearing in Cursor

Ensure you are in Agent mode (not Ask mode). MCP tools only work in Agent mode.

Server shows as disconnected

Check Settings → Features → MCP and verify the server status. Try clicking the refresh button.

Dify + Cursor FAQ

Common questions about integrating Dify MCP Server with Cursor.

What is Agent mode and why does it matter for MCP?

Agent mode is Cursor's autonomous execution mode where the AI can perform multi-step tasks: reading files, editing code, running terminal commands, and calling MCP tools. Without Agent mode, Cursor operates in a simpler ask-and-answer mode that doesn't support tool calling. Always ensure you're in Agent mode when working with MCP servers.

Where does Cursor store MCP configuration?

Cursor looks for MCP server configurations in a mcp.json file. You can configure servers at the project level (.cursor/mcp.json in your project root) or globally (~/.cursor/mcp.json). Project-level configs take precedence.

Can Cursor use MCP tools in inline edits?

No. MCP tools are only available in Agent mode through the chat panel. Inline completions and Tab suggestions do not trigger MCP tool calls. This is by design — tool calls require user visibility and approval.

How do I verify MCP tools are loaded?

Open Settings → Features → MCP and look for your server name. A green indicator means the server is connected. You can also check Agent mode's available tools by clicking the tools dropdown in the chat panel.