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How to Use the TaskForce MCP in LlamaIndex

Ground your AI knowledge base with LlamaIndex and TaskForce data.

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…and any MCP-compatible client

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MCP Servers — Included with Plan
Vinkius runs on LlamaIndex

Connect TaskForce MCP to LlamaIndex

Create your Vinkius account to connect TaskForce to LlamaIndex — we handle the hosting, security, and runtime updates so you don't have to. No server setup required.

GDPR Included with Plan

Key Capabilities

Building Searchable Sales Records

The `get_taskforce_customer` tool fetches raw customer details. By indexing this output, you create a searchable knowledge base that goes far beyond simple API calls. Your RAG application can now answer questions like, 'What were the primary concerns raised about Customer X last quarter?' using historical data from `list_taskforce_cases`, not just current records.

Querying Past Lead Generation Efforts

Don't rely on memory. Use `list_taskforce_leads` to pull recent lead lists, then index them. Your LlamaIndex agent can query this data semantically—for example, asking for 'all leads who showed interest in enterprise pricing last month.' This grounds the AI response entirely in verifiable data from the MCP Server.

Tracking Financial History and Quoting

Indexing financial tools is powerful. When you run `list_taskforce_invoices` or generate a quote with `list_taskforce_quotes`, LlamaIndex incorporates those structured results into the knowledge index. Later, you can query the entire history: 'What was the typical invoice value for customers who received a specialized quote?'

Setup guide

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

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

You run `list_taskforce_leads` and pass the results to your indexer. This allows you to ask complex, natural language questions against the entire dataset of leads, getting answers grounded in API data.
Yes. You can combine `list_taskforce_customers` with historical case records from `list_taskforce_cases`. The index builds a profile, answering questions like 'When did this customer last open a support ticket?'
First, you use `get_taskforce_customer` to pull relevant context. Then, instead of just calling `list_taskforce_quotes`, you index that result alongside past quotes, allowing your AI client to suggest optimal pricing structures.
You use the MCP Server output as a resource for indexing. The live API data from tools like `list_taskforce_invoices` becomes just another document in your unified vector store.
It touches lead details, customer records, case information, invoices, and quotes. Indexing requires careful scope definition to ensure only necessary data is added to the knowledge base.

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