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How to Use the Listmonk MCP in LlamaIndex

Index your Listmonk campaign data and query subscriber metrics directly from your LlamaIndex MCP Server.

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LlamaIndex

Connect Listmonk MCP to LlamaIndex

Create your Vinkius account to connect Listmonk 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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LlamaIndex Grounded Campaign RAG

The `list_campaigns` tool retrieves historical email metrics and copy to feed your LlamaIndex vector store. This lets your agent query past campaign performance using semantic search rather than guessing SQL parameters. By indexing output from `get_campaign` via the MCP, your agent answers questions about subscriber engagement with facts. It prevents hallucinations by grounding its analysis in actual open rates and click data.

Semantic Subscriber Segmentation

The `list_subscribers` tool extracts subscriber profiles and metadata for semantic indexing. LlamaIndex groups these subscribers based on their actual behavior and interests rather than static database tags. Once grouped, the agent uses `update_subscriber` to apply new tags or move users to targeted lists. This keeps your database clean and aligned with real-time user intent.

Automated Template Audits

The `list_templates` tool pulls all active HTML layouts into your index for design and copy reviews. The agent checks every template against deliverability guidelines and updates them using `update_template`. If a template fails the audit, the agent uses `delete_template` to retire old layouts. This keeps your brand identity consistent across all automated transactional emails.

Setup guide

Set up Listmonk 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 Listmonk 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 Listmonk tools.",
)
response = await agent.run("List recent Listmonk data")

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Listmonk. 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 Listmonk MCP in LlamaIndex

Use BasicMCPClient to connect to the Vinkius endpoint and wrap the tools with McpToolSpec. The agent runs list_campaigns to pull raw text and embeds it directly into your vector index.
Yes. The agent queries your vector database to find target profiles, then calls patch_subscriber to update list memberships or custom attributes based on semantic matches.
The agent searches your index for the correct template ID, then triggers send_transactional_message with the recipient's details. This ensures the correct layout is used every time.
Use get_import_status to watch the progress of active CSV uploads. If the error rate spikes, the agent calls stop_import to prevent list contamination.
Yes. Vinkius processes all tool calls like get_subscriber in ephemeral, zero-trust sandboxes. Your subscriber email addresses are never cached or used to train models.

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