How to Use the HubSpot CRM (Full) MCP in LlamaIndex
Index live HubSpot CRM data into your LlamaIndex vector stores and build RAG applications grounded in actual sales records.
Works with every AI agent you already use
…and any MCP-compatible client
Connect HubSpot CRM (Full) MCP to LlamaIndex
Create your Vinkius account to connect HubSpot CRM (Full) 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.
Vectorizing deal histories
The `hs_search_deals` tool pulls live pipeline stages, monetary amounts, and expected close dates directly into your LlamaIndex knowledge base. Your RAG application queries the actual CRM state instead of relying on stale exports. It indexes the exact deal names and owner assignments. Look, users need answers backed by hard data. When someone asks about Q3 revenue, the query engine searches the vector store containing the latest opportunity records. The system grounds its response in the specific numbers returned by the API.
RAG over LlamaIndex MCP Server tickets
Passing `hs_search_tickets` to your FunctionAgent allows it to index customer support requests by subject and priority. The framework ingests the HIGH, MEDIUM, and LOW status labels alongside the pipeline category. This creates a searchable semantic index of every open customer issue. Support managers can ask natural language questions about recurring bugs. The engine retrieves the relevant ticket IDs and creation dates from the index. If action is required, the agent can immediately trigger `hs_create_note` to log an update on the affected records.
Grounded company insights
Running `hs_search_companies` fetches annual revenue, employee counts, and website domains for semantic indexing. Your application builds a unified context window combining these hard CRM metrics with your internal documentation. The agent knows exactly which industry a target account belongs to. This kills hallucination during account research. The framework pulls the assigned owner from the tool output and adds it to the RAG context. Sales reps querying the system get accurate organizational details straight from the source.
Set up HubSpot CRM (Full) 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 HubSpot CRM (Full) 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 HubSpot CRM (Full) tools.",
)
response = await agent.run("List recent HubSpot CRM (Full) data") Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by HubSpot. 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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