Mariana Tek MCP Server for LangChain 10 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Mariana Tek 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
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({
"mariana-tek": {
"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 Mariana Tek, 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 Mariana Tek MCP Server
Connect your Mariana Tek studio to any AI agent and manage your premium boutique fitness business through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with Mariana Tek 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
- Classes — View scheduled sessions, class types, capacity, and waitlists
- Instructors — List star instructors with bios, specialties, and schedules
- Members — Search customers, view credits, attendance streaks, and engagement
- Reservations — Track bookings, spot assignments, and check-in status
- Memberships — Browse unlimited plans, class packs, and corporate packages
- Pricing — View all pricing tiers and promotional offers
- Locations — Manage multiple studio locations and room configurations
The Mariana Tek 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 Mariana Tek to LangChain via MCP
Follow these steps to integrate the Mariana Tek 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 Mariana Tek via MCP
Why Use LangChain with the Mariana Tek MCP Server
LangChain provides unique advantages when paired with Mariana Tek through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Mariana Tek 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 Mariana Tek queries for multi-turn workflows
Mariana Tek + LangChain Use Cases
Practical scenarios where LangChain combined with the Mariana Tek MCP Server delivers measurable value.
RAG with live data: combine Mariana Tek tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Mariana Tek, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Mariana Tek tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Mariana Tek tool call, measure latency, and optimize your agent's performance
Mariana Tek MCP Tools for LangChain (10)
These 10 tools become available when you connect Mariana Tek to LangChain via MCP:
get_class_detail
Get full class session details
get_customer
Get member profile
list_class_types
Includes description, duration, and intensity. List class types
list_classes
Used by SoulCycle, Barry's, Rumble, and premium boutique studios worldwide. List studio class sessions
list_instructors
Boutique fitness revolves around star instructors. List instructors
list_locations
List studio locations
list_memberships
Shows pricing and terms. List membership plans
list_pricing
Includes promotional and corporate rates. List pricing options
list_reservations
List class reservations
search_customers
Returns profile, credits, visit count, and membership status. Search members
Example Prompts for Mariana Tek in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Mariana Tek immediately.
"How full are tomorrow's classes?"
"Which instructors had the highest attendance last month?"
"Show me the revenue generated by class packs this week."
Troubleshooting Mariana Tek MCP Server with LangChain
Common issues when connecting Mariana Tek to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersMariana Tek + LangChain FAQ
Common questions about integrating Mariana Tek 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 Mariana Tek 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 Mariana Tek to LangChain
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.