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Vinkius
LangChainFramework
Why use Dify.AI SDK MCP Server with LangChain?

Bring Dify
to LangChain

Create your Vinkius account to connect Dify.AI SDK to LangChain and start using all 14 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.

MCP Inspector GDPR Free for Subscribers
Chat MessageDelete ConversationGet App MetaGet Conversation MessagesGet ConversationsGet Suggested QuestionsGet Workflow InfoGet Workflow ParametersRename ConversationRun WorkflowSend CompletionStop Chat GenerationSubmit FeedbackUpload File
ChatGPT Claude Perplexity

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Dify.AI SDK

What is the Dify.AI SDK MCP Server?

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

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

Why LangChain?

LangChain's ecosystem of 500+ components combines seamlessly with Dify.AI SDK through native MCP adapters. Connect 14 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

  • The largest ecosystem of integrations, chains, and agents. combine Dify.AI SDK MCP tools with 500+ LangChain components

  • Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

  • LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

  • Memory and conversation persistence let agents maintain context across Dify.AI SDK queries for multi-turn workflows

See it in action

Dify.AI SDK in LangChain

AI AgentVinkius
High Security·Kill Switch·Plug and Play
Enterprise Security

Why run Dify.AI SDK with Vinkius?

The Dify.AI SDK connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 14 tools are ready to work instantly without any complex setup.

You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

Dify.AI SDK
Fully ManagedNo server setup
Plug & PlayNo coding needed
SecurePrivacy protected
PrivateYour data is safe
Cost ControlBudget limits
Control1-click disconnect
Auto-UpdatesMaintenance free
High SpeedOptimized for AI
Reliable99.9% uptime
Your credentials and connection tokens are fully encrypted

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure

01 / Catalog

Over 4,000 integrations ready for AI agents

Explore a vast library of pre-built integrations, optimized and ready to deploy.

02 / Credentials

Connect securely in under 30 seconds

Generate tokens to authenticate and link external services in a single step.

03 / Guardian

Complete visibility into every agent action

Audit live requests, latency, success rates, and active security compliance policies.

04 / FinOps

Optimize spending and track token ROI

Analyze real-time token consumption and cost metrics detailed by connection.

Over 4,000 integrations ready for AI agents
Connect securely in under 30 seconds
Complete visibility into every agent action
Optimize spending and track token ROI

Explore our live AI Agents Analytics dashboard to see it all working

This dashboard is included when you connect Dify.AI SDK using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.

Why Vinkius

Dify.AI SDK and 4,000+ other AI tools. No hosting, no code, ready to use.

Professionals who connect Dify.AI SDK to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.

4,000+MCP Integrations
<40msResponse time
100%Fully managed
Raw MCP
Vinkius
Ready-to-use MCPsFind and configure each manually4,000+ MCPs ready to use
Connection SetupManual coding & server setup1-click instant connection
Server HostingYou host it yourself (needs 24/7 uptime)100% hosted & managed by Vinkius
Security & PrivacyStored in plaintext config filesBank-grade encrypted vault
Activity VisibilityBlind execution (no logs or tracking)Live dashboard with real-time logs
Cost ControlRunaway AI token spend riskAutomatic budget limits
Revoking AccessMust delete files or code to stop1-click disconnect button
The Vinkius Advantage

How Vinkius secures Dify.AI SDK for LangChain

Every request between LangChain and Dify.AI SDK is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

Does this work with self-hosted Dify?

Yes, simply replace the Base URL credential with your own domain (e.g. https://dify.mycompany.com/v1).

02

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.

03

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.

04

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.

05

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

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