How to Use the Harvard Art Museums MCP in LlamaIndex
Index the Harvard Art Museums collection into searchable vector stores using LlamaIndex.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Harvard Art Museums MCP to LlamaIndex
Create your Vinkius account to connect Harvard Art Museums 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.
Embed museum artifacts into vector stores
The `search_museum_objects` tool pulls raw artifact metadata so LlamaIndex can embed it into a vector store. You are not just making isolated API calls. Your application ingests thousands of museum records and transforms them into a unified, queryable knowledge base. When you need deep context on a specific piece, the agent triggers `get_object_details`. LlamaIndex takes that rich provenance data and indexes it alongside your local art history documents. You get semantic search across both live API responses and your own files.
Ground LlamaIndex queries with MCP Server data
The `search_exhibitions` tool feeds historical event data directly into your RAG pipeline. Instead of hallucinating curation histories, your agent retrieves actual exhibition dates and themes from the museum. It grounds every answer in real institutional records. You can cross-reference these events by indexing the output of `search_museum_people`. LlamaIndex maps the relationships between artists and the shows they featured in. The framework turns flat JSON responses into a highly connected semantic graph.
Index physical gallery layouts
The `list_museum_galleries` tool retrieves the physical floor plans and room assignments of the Harvard Art Museums. Your LlamaIndex application indexes these locations to answer spatial queries. Users can ask which rooms contain specific art movements, and the agent searches the vector store to find the match. We included `check_api_status` to ensure your indexing jobs do not fail silently. Your script verifies the endpoint is alive before attempting to pull and embed thousands of gallery records. You save compute costs by catching downtime early.
Set up Harvard Art Museums 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 Harvard Art Museums 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 Harvard Art Museums tools.",
)
response = await agent.run("List recent Harvard Art Museums data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Harvard Art Museums. 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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