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How to Use the Commodities MCP in LlamaIndex

Index real-time agricultural, energy, and metal prices directly into your LlamaIndex vector stores.

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LlamaIndex

Connect Commodities MCP to LlamaIndex

Create your Vinkius account to connect Commodities 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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Build RAG Pipelines Grounded in Live Commodities Data

The `list_all_commodities` tool retrieves a clean list of over 30 active asset codes and their respective exchanges. LlamaIndex indexes this structured metadata so your RAG application can map natural language queries to exact market tickers. Instead of relying on static documents, your index stays fresh. When a user queries your data store, the agent pulls live prices using this MCP Server to ground its answers in current market reality.

Feed Real-Time Energy Benchmarks into LlamaIndex

The `get_energy_commodities_prices` tool fetches live WTI, Brent crude, and natural gas prices to update your vector index. Your LlamaIndex agent combines this fresh pricing data with historical PDFs to produce context-aware energy market summaries. By using `get_brent_crude_oil_price` alongside your document indexes, you prevent the model from hallucinating old oil prices. The agent queries the tool, writes the result to memory, and synthesizes the final response.

Track Industrial and Precious Metal Trends

The `get_copper_price` tool delivers current futures data for copper directly to your LlamaIndex query engine. Your agent can compare these industrial metal trends against precious metal data retrieved from `get_precious_metals_prices` to spot macroeconomic shifts. LlamaIndex converts these tool outputs into document nodes on the fly. This lets you run semantic search queries across both live metal prices and your internal research archives.

Setup guide

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

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

You use the McpToolSpec to load tools like get_gold_price into LlamaIndex using the MCP protocol. The agent executes the tool, and you can write the returned price data directly into your index as document nodes.
Yes. Your LlamaIndex agent can query historical PDFs in your vector store and combine that context with live prices retrieved from get_energy_commodities_prices in a single query cycle.
Install llama-index-tools-mcp and initialize the client with your Vinkius endpoint. Pass the tools to your FunctionAgent to start querying agricultural and metal prices immediately.
Yes. You can filter the tools list to only include get_precious_metals_prices and get_copper_price when initializing your LlamaIndex tool specification.
The Commodities server runs in a zero-trust, ephemeral V8 sandbox. Your specific asset ticker queries and pricing payloads are never cached or stored on our servers, ensuring your trading strategies remain confidential.

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