How to Use the Commodities MCP in LlamaIndex
Index real-time agricultural, energy, and metal prices directly into your LlamaIndex vector stores.
Works with every AI agent you already use
…and any MCP-compatible client
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.
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.
Set up Commodities MCP in LlamaIndex
Prerequisites
- Python 3.10+ installed
-
llama-index-tools-mcppackage - Active Vinkius subscription with a valid endpoint token
- 1
Install dependencies
Run
pip install llama-index-tools-mcp llama-index-llms-openai. The MCP tools package providesBasicMCPClientandMcpToolSpec. - 2
Connect with BasicMCPClient
Point
BasicMCPClientto your Vinkius endpoint URL. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. Supports SSE and Streamable HTTP transports. - 3
Convert to LlamaIndex tools
Call
mcp_tool_spec.to_tool_list_async()to convert all Commodities MCP tools into nativeFunctionToolobjects that any LlamaIndex agent can use. - 4
Run with any LLM
Create a
FunctionAgentwith the tools and your preferred LLM. SwapOpenAIforAnthropic,Gemini, or any LlamaIndex-supported provider.
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
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