UpCloud MCP Server for LangChainGive LangChain instant access to 46 tools to Assign Ip, Backup Storage, Clone Storage, and more
LangChain is the leading Python framework for composable LLM applications. Connect UpCloud through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
Ask AI about this MCP Server for LangChain
The UpCloud MCP Server for LangChain is a standout in the Developer Tools category — giving your AI agent 46 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"upcloud": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using UpCloud, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* 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 UpCloud MCP Server
Connect your UpCloud account to any AI agent to manage your high-performance cloud infrastructure through natural language. From deploying servers to monitoring resource costs, take full control of your cloud environment.
LangChain's ecosystem of 500+ components combines seamlessly with UpCloud through native MCP adapters. Connect 46 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.
What you can do
- Server Control — List, create, start, stop, and restart cloud servers across all global regions.
- Storage Management — List, create, modify, and clone storage resources to scale your data needs.
- Infrastructure Insights — Query available zones and physical hosts to optimize your deployment strategy.
- Account & Billing — Monitor your account limits, credits, and detailed monthly billing summaries.
- Pricing Transparency — Instantly list resource prices in your account's currency to manage cloud spend.
The UpCloud MCP Server exposes 46 tools through the Vinkius. Connect it to LangChain in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 46 UpCloud tools available for LangChain
When LangChain connects to UpCloud through Vinkius, your AI agent gets direct access to every tool listed below — spanning cloud-servers, infrastructure-management, server-provisioning, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Assign ip on UpCloud
Assign a new IP address
Backup storage on UpCloud
Create a storage backup
Clone storage on UpCloud
Clone a storage
Create api token on UpCloud
Create a new API token
Create database on UpCloud
Create a managed database instance
Create firewall rule on UpCloud
Create a firewall rule for a server
Create kubernetes cluster on UpCloud
Create a Managed Kubernetes cluster
Create load balancer on UpCloud
Create a managed load balancer
Create network on UpCloud
Create a new SDN private network
Create object storage on UpCloud
Create a Managed Object Storage service
Create router on UpCloud
Create a router
Create server on UpCloud
Create a new server
Create storage on UpCloud
Create a new storage
Delete server on UpCloud
Delete a server
Export audit logs on UpCloud
Export account audit logs
Get account on UpCloud
Get UpCloud account information
Get billing summary on UpCloud
Get monthly billing summary
Get host on UpCloud
Get host details
Get kubernetes kubeconfig on UpCloud
Get Kubernetes cluster credentials (kubeconfig)
Get server on UpCloud
Get detailed server information
Import storage on UpCloud
Import data to storage
List api tokens on UpCloud
List API tokens
List audit logs on UpCloud
List account audit logs
List database types on UpCloud
List available database types and plans
List databases on UpCloud
List managed database services
List firewall rules on UpCloud
List firewall rules for a server
List hosts on UpCloud
List available hosts
List ips on UpCloud
List all IP addresses
List kubernetes clusters on UpCloud
List Managed Kubernetes (UKS) clusters
List load balancers on UpCloud
List managed load balancer services
List networks on UpCloud
List all SDN private networks
List object storages on UpCloud
List Managed Object Storage services
List prices on UpCloud
List resource prices
List routers on UpCloud
List routers
List servers on UpCloud
List all servers
List storages on UpCloud
List all accessible storages
List zones on UpCloud
List available zones
Release ip on UpCloud
Release an IP address
Restart server on UpCloud
Restart a server
Restore storage on UpCloud
Restore storage from backup
Start server on UpCloud
Start a server
Stop server on UpCloud
Stop a server
Update ip on UpCloud
Modify PTR record or floating IP attachment
Update network on UpCloud
Modify network details
Update server on UpCloud
Modify server configuration
Update storage on UpCloud
Modify or resize storage
Connect UpCloud to LangChain via MCP
Follow these steps to wire UpCloud into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
Why Use LangChain with the UpCloud MCP Server
LangChain provides unique advantages when paired with UpCloud through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine UpCloud 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 UpCloud queries for multi-turn workflows
UpCloud + LangChain Use Cases
Practical scenarios where LangChain combined with the UpCloud MCP Server delivers measurable value.
RAG with live data: combine UpCloud tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query UpCloud, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain UpCloud tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every UpCloud tool call, measure latency, and optimize your agent's performance
Example Prompts for UpCloud in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with UpCloud immediately.
"Show my UpCloud account information and credits."
"List all my active servers on UpCloud."
"Restart the server with UUID 00264663-890e-473c-9189-9e87483660c2."
Troubleshooting UpCloud MCP Server with LangChain
Common issues when connecting UpCloud to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersUpCloud + LangChain FAQ
Common questions about integrating UpCloud MCP Server with LangChain.
How does LangChain connect to MCP servers?
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?
Can I trace MCP tool calls in LangSmith?
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