Booking Manager MCP Server for LangChain 10 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Booking Manager through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
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Vinkius supports streamable HTTP and SSE.
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({
"booking-manager": {
"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 Booking Manager, 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 Booking Manager MCP Server
Connect your Booking Manager (MMK Systems) account to any AI agent and orchestrate your yacht charter and fleet management workflows through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with Booking Manager 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.
What you can do
- Fleet Oversight — List all available yachts and retrieve detailed metadata, including models, equipment, and photos.
- Real-time Availability — Check yacht availability for specific dates and locations instantly.
- Price Quotation — Calculate detailed quotes including taxes, discounts, and mandatory extras.
- Booking Management — List all reservations and options, and create new bookings directly from your workspace.
- Network Discovery — Access the directory of charter companies, marinas (bases), and available yacht extras.
- Automated Offers — Retrieve pre-calculated price offers based on your criteria.
The Booking Manager MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain 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 Booking Manager to LangChain via MCP
Follow these steps to integrate the Booking Manager MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 10 tools from Booking Manager via MCP
Why Use LangChain with the Booking Manager MCP Server
LangChain provides unique advantages when paired with Booking Manager through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Booking Manager 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 Booking Manager queries for multi-turn workflows
Booking Manager + LangChain Use Cases
Practical scenarios where LangChain combined with the Booking Manager MCP Server delivers measurable value.
RAG with live data: combine Booking Manager tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Booking Manager, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Booking Manager tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Booking Manager tool call, measure latency, and optimize your agent's performance
Booking Manager MCP Tools for LangChain (10)
These 10 tools become available when you connect Booking Manager to LangChain via MCP:
check_availability
Check yacht availability for specific dates
create_booking
Create a new reservation or option
get_extras
List available extras for a yacht
get_offers
Get automated price offers
get_prices
Calculate prices and quotes for a yacht
get_yacht
Get details of a specific yacht
list_bases
List all charter bases (marinas)
list_bookings
List all reservations and options
list_companies
List yacht charter companies/operators
list_yachts
List all available yachts
Example Prompts for Booking Manager in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Booking Manager immediately.
"List all yachts available in Croatia for June 2024."
"Show the full equipment list for yacht 102."
"Calculate a quote for yacht 105 from 2024-07-06 to 2024-07-13."
Troubleshooting Booking Manager MCP Server with LangChain
Common issues when connecting Booking Manager to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersBooking Manager + LangChain FAQ
Common questions about integrating Booking Manager 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?
Connect Booking Manager with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Booking Manager to LangChain
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.