Mindbody MCP Server for LlamaIndex 15 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Mindbody as an MCP tool provider through the Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token — get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Mindbody. "
"You have 15 tools available."
),
)
response = await agent.run(
"What tools are available in Mindbody?"
)
print(response)
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 Mindbody MCP Server
Connect your Mindbody business to any AI agent and run your fitness studio, spa, or wellness center through natural conversation.
LlamaIndex agents combine Mindbody tool responses with indexed documents for comprehensive, grounded answers. Connect 15 tools through the Vinkius and query live data alongside vector stores and SQL databases in a single turn — ideal for hybrid search, data enrichment, and analytical workflows.
What you can do
- Classes — View schedules, class types, upcoming sessions, and instructor assignments
- Appointments — Browse booked appointments, check staff availability, and manage private sessions
- Clients — Search members, view visit history, check memberships, and track attendance patterns
- Staff — List instructors and therapists with bios, certifications, and assigned services
- Sales — Track revenue, view transactions, browse retail products, and check pricing options
- Site — Access business details, multiple locations, and session types
- Enrollments — Monitor multi-week courses, workshops, and teacher training programs
The Mindbody MCP Server exposes 15 tools through the Vinkius. Connect it to LlamaIndex 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 Mindbody to LlamaIndex via MCP
Follow these steps to integrate the Mindbody MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 15 tools from Mindbody
Why Use LlamaIndex with the Mindbody MCP Server
LlamaIndex provides unique advantages when paired with Mindbody through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Mindbody tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Mindbody tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Mindbody, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Mindbody tools were called, what data was returned, and how it influenced the final answer
Mindbody + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Mindbody MCP Server delivers measurable value.
Hybrid search: combine Mindbody real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Mindbody to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Mindbody for fresh data
Analytical workflows: chain Mindbody queries with LlamaIndex's data connectors to build multi-source analytical reports
Mindbody MCP Tools for LlamaIndex (15)
These 15 tools become available when you connect Mindbody to LlamaIndex via MCP:
get_client_history
Shows attendance patterns, no-shows, and engagement over time. Critical for retention analysis. Get client visit history
get_client_memberships
Shows remaining visits, expiration dates, and auto-pay status. Get client memberships and packages
get_site_info
Get studio/business info
list_appointments
) with client name, staff, time, duration, and status. Filter by date range or staff member. List booked appointments
list_class_schedules
Useful for understanding the studio's regular weekly cadence. List recurring class schedules
list_class_types
g. Vinyasa Yoga, CrossFit WOD, Spin). Includes name, category, description, and duration. List all class types/descriptions
list_classes
Filter by date range or class type. Essential for seeing the studio schedule at a glance. List scheduled classes
list_enrollments
Includes dates, capacity, pricing, and enrolled clients. List course enrollments
list_locations
Includes address, phone, tax rates, and operating hours. List studio locations
list_products
Includes name, price, category, and inventory count. List retail products
list_sales
Includes amount, payment method, client, and date. Essential for revenue tracking. List sales transactions
list_services_pricing
Shows price, session count, and expiration policy. List services and pricing options
list_staff
Includes name, bio, photo URL, certifications, and assigned services. List all staff and instructors
list_staff_schedule
Useful for viewing availability, managing bookings, or planning coverage. Get a staff member's appointment schedule
search_clients
Returns demographics, contact info, account balance, and membership status. The core CRM tool for studio owners. Search studio clients/members
Example Prompts for Mindbody in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Mindbody immediately.
"What classes are available this week?"
"How much revenue did we make this month?"
"Show me clients who haven't visited in the last 30 days."
Troubleshooting Mindbody MCP Server with LlamaIndex
Common issues when connecting Mindbody to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpMindbody + LlamaIndex FAQ
Common questions about integrating Mindbody MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
Connect Mindbody 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 Mindbody to LlamaIndex
Get your token, paste the configuration, and start using 15 tools in under 2 minutes. No API key management needed.