Bring Collaborative Workspace
to LangChain
Create your Vinkius account to connect Wolai to LangChain and start using all 10 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.
Compatible with every major AI agent and IDE
What is the Wolai MCP Server?
Empower your AI agent to orchestrate your knowledge base with Wolai, the versatile information organization platform. By connecting Wolai to your agent, you transform complex page organization and database management into a natural conversation. Your agent can instantly list your pages, retrieve block-level content, manage multi-dimensional databases, and even create new entries without you needing to navigate the complex web interface. Whether you are managing personal notes, project documentation, or shared team databases, your agent acts as a real-time knowledge assistant, keeping your workspace organized and your information accessible.
What you can do
- Page Orchestration — List all accessible pages and retrieve detailed metadata about your workspace structure.
- Block Management — Browse content blocks within pages to access text and media information instantly.
- Database Control — Manage multi-dimensional tables (databases) with full support for querying and creating new rows.
- Workspace Organization — Create and update pages to maintain a clean and structured knowledge base.
- Team Coordination — Access workspace user lists to manage participation and collaboration effectively.
How it works
- Subscribe to this server
- Enter your Wolai App ID and App Secret
- Start managing your knowledge base through Claude, Cursor, or any MCP-compatible client
Who is this for?
- Knowledge Workers — automate note-taking and organize project documentation through natural language.
- Product Managers — track feature requirements and manage product roadmaps directly from your AI-powered workspace.
- Operations Teams — oversee shared databases and team wikis through a unified AI interface.
- Alibaba Ecosystem Users — integrate your Wolai workflow into your AI-driven daily routines.
Built-in capabilities (10)
Add row to database
Create a new Wolai page
Get database schema
Get page details
Get workspace details
) within a specific page. List page blocks
List all Wolai databases
List all Wolai pages
List workspace users
Query database rows
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Wolai through native MCP adapters. Connect 10 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.
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The largest ecosystem of integrations, chains, and agents. combine Wolai MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across Wolai queries for multi-turn workflows
Wolai in LangChain
Why run Wolai with Vinkius?
The Wolai 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 10 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.

* 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
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Wolai using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Wolai and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Wolai 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.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Wolai for LangChain
Every request between LangChain and Wolai is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How do I find my Wolai App ID and Secret?
Log in to Wolai, go to [Personal Center] → [Space Settings] → [App Settings], and create a 'Self-built App' to generate your App ID and App Secret.
Can I search for specific data within a database?
Yes. Use the query_database tool with the database ID. You can optionally provide a JSON filter string to narrow down the results based on your criteria.
What is a 'Block' in Wolai?
Like Notion, Wolai uses a block-based structure. Everything from a paragraph of text to an image or a sub-page is considered a block. You can list these using the list_blocks tool.
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.
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.
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.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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