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How to Use the Billplz MCP in LlamaIndex

Index your Billplz transaction data directly into LlamaIndex vector stores for smart financial RAG.

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LlamaIndex

Connect Billplz MCP to LlamaIndex

Create your Vinkius account to connect Billplz to LlamaIndex and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Turn Billplz transaction histories into a searchable index

Stop writing complex SQL queries to find Billplz transaction anomalies in LlamaIndex. Your LlamaIndex agent runs `list_transactions` and indexes the raw Billplz output directly into your vector store. You can then run semantic queries over your Billplz payment history using LlamaIndex search. The LlamaIndex system queries the vector index to find matching Billplz records instead of hitting the live API.

Build LlamaIndex RAG pipelines on Billplz collections

Combine your static invoice PDFs with live Billplz payment states in LlamaIndex. The LlamaIndex agent calls `get_collection` to pull current Billplz payment statuses and merges them with your local documentation. This MCP Server gives you an agent that answers LlamaIndex billing queries based on actual live Billplz data. No hallucinations, just grounded Billplz financial facts indexed in LlamaIndex.

Query active Billplz payment collections via LlamaIndex

Give your LlamaIndex agent the ability to inspect your entire Billplz billing structure. By calling `list_collections`, LlamaIndex builds a semantic map of your active Billplz payment funnels. When a user asks about active Billplz campaigns, the LlamaIndex agent retrieves the right collection details using `get_collection`. This eliminates the need for hardcoded Billplz IDs in your LlamaIndex application.

Setup guide

Set up Billplz MCP in LlamaIndex

Prerequisites

  • Python 3.10+ installed
  • llama-index-tools-mcp package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install dependencies

    Run pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package provides BasicMCPClient and McpToolSpec.

  2. 2

    Connect with BasicMCPClient

    Point BasicMCPClient to your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports.

  3. 3

    Convert to LlamaIndex tools

    Call mcp_tool_spec.to_tool_list_async() to convert all Billplz MCP tools into native FunctionTool objects that any LlamaIndex agent can use.

  4. 4

    Run with any LLM

    Create a FunctionAgent with the tools and your preferred LLM. Swap OpenAI for Anthropic, Gemini, or any LlamaIndex-supported provider.

agent.py
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

# Connect to the MCP
mcp_client = BasicMCPClient(
    "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)
mcp_tool_spec = McpToolSpec(client=mcp_client)

# Convert MCP tools to LlamaIndex tools
tools = await mcp_tool_spec.to_tool_list_async()

# Create and run the agent
agent = FunctionAgent(
    tools=tools,
    llm=OpenAI(model="gpt-4o"),
    system_prompt="You have access to Billplz tools.",
)
response = await agent.run("List recent Billplz data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Billplz. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Billplz MCP in LlamaIndex

Yes, the LlamaIndex agent pulls history using `list_transactions` and indexes the Billplz data. This lets you run semantic queries over your Billplz payment records inside your LlamaIndex app.
Use the basic LlamaIndex client to connect to your Vinkius Billplz server URL. Convert those Billplz endpoints to LlamaIndex tools and hand them to your function agent.
Yes, your LlamaIndex agent can execute `create_collection` when it detects a need for a new Billplz payment channel. It immediately indexes the new Billplz collection metadata into the LlamaIndex store for future queries.
It provides real-time context to LlamaIndex. By calling `get_bill` on demand, the LlamaIndex agent injects live Billplz payment statuses into the prompt, ensuring your LlamaIndex financial answers are always accurate to the actual Billplz state.
Vinkius runs the Billplz server in an isolated sandbox, keeping LlamaIndex queries separate. Your sensitive Billplz financial payloads and collection IDs are processed strictly in memory during LlamaIndex runs.

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