AirMatch Pro MCP Server for LlamaIndexGive LlamaIndex instant access to 10 tools to Check Airmatch Status, Create Proposal, Get Lead, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add AirMatch Pro as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
Ask AI about this App Connector for LlamaIndex
The AirMatch Pro app connector for LlamaIndex is a standout in the Productivity category — giving your AI agent 10 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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 AirMatch Pro. "
"You have 10 tools available."
),
)
response = await agent.run(
"What tools are available in AirMatch Pro?"
)
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 AirMatch Pro MCP Server
Connect your AirMatch Pro account to any AI agent and take full control of your HVAC sales engineering and automated proposal workflows through natural conversation.
LlamaIndex agents combine AirMatch Pro tool responses with indexed documents for comprehensive, grounded answers. Connect 10 tools through 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
- Lead & Proposal Orchestration — List and manage your entire HVAC sales pipeline programmatically, retrieving detailed technical proposals and customer status
- Financial Intelligence Sync — Programmatically monitor and sync sales data with QuickBooks to maintain a perfectly coordinated audit trail for your HVAC business
- Project Architecture — Access your complete directory of HVAC installations and maintenance projects to oversee your organizational resource allocation in real-time
- Engagement Monitoring — Access real-time lead interaction metadata and track proposal acceptance directly through your agent for instant operational reporting
- Operational Monitoring — Verify account-level API connectivity and monitor sales volume directly through your agent for perfectly coordinated firm scaling
The AirMatch Pro MCP Server exposes 10 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.
All 10 AirMatch Pro tools available for LlamaIndex
When LlamaIndex connects to AirMatch Pro through Vinkius, your AI agent gets direct access to every tool listed below — spanning airmatch-pro, hvac-sales-api, proposal-automation, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.
Verify AirMatch Pro API connectivity
Optionally link to an existing customer. Create a new proposal
Get lead details
Get your AirMatch Pro profile
Get proposal details
List all customers
List all estimates
List all jobs
List all leads
List all proposals
Connect AirMatch Pro to LlamaIndex via MCP
Follow these steps to wire AirMatch Pro into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the AirMatch Pro MCP Server
LlamaIndex provides unique advantages when paired with AirMatch Pro through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine AirMatch Pro tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain AirMatch Pro tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query AirMatch Pro, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what AirMatch Pro tools were called, what data was returned, and how it influenced the final answer
AirMatch Pro + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the AirMatch Pro MCP Server delivers measurable value.
Hybrid search: combine AirMatch Pro real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query AirMatch Pro 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 AirMatch Pro for fresh data
Analytical workflows: chain AirMatch Pro queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for AirMatch Pro in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with AirMatch Pro immediately.
"List all active proposals for 'John Smith'."
"Check the QuickBooks sync status for yesterday's sales."
"Retrieve the last 5 leads captured in AirMatch Pro."
Troubleshooting AirMatch Pro MCP Server with LlamaIndex
Common issues when connecting AirMatch Pro to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpAirMatch Pro + LlamaIndex FAQ
Common questions about integrating AirMatch Pro MCP Server with LlamaIndex.