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How to Use the NCREIF Custom Query MCP in AutoGen

Enable multi-agent debates on real estate benchmarks with NCREIF Custom Query.

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AutoGen

Connect NCREIF Custom Query MCP to AutoGen

Create your Vinkius account to connect NCREIF Custom Query to AutoGen 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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Debate market trends using `execute_query`

Assign one agent to run `execute_query` while another reviews the findings for data anomalies. This allows your team to debate the validity of specific regional benchmarks. Your agents will negotiate based on the actual SQL results returned from the NCREIF database. It turns data gathering into a collaborative and critical process.

Cross-reference `get_historical_npi` in agent discussions

Have your performance agent pull historical data while the strategy agent critiques the trend lines. They can challenge each other until they agree on the interpretation of the NPI data. This prevents individual agents from making assumptions based on incomplete figures. The conversation stays focused on the hard numbers pulled from the source.

Validate decisions with `get_predefined_kpi`

Use this tool to provide a baseline for your multi-agent system. One agent can pull the KPI, and another can verify it against current portfolio targets. This creates a system of checks and balances where every performance metric is vetted before it reaches your final report. It ensures consensus is based on verified institutional data.

Setup guide

Set up NCREIF Custom Query MCP in AutoGen

Prerequisites

  • Python 3.10+ installed
  • autogen-ext[mcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install AutoGen with MCP

    Run pip install "autogen-ext[mcp]" autogen-agentchat. The MCP extension includes mcp_server_tools for stateless tool access.

  2. 2

    Fetch tools from the MCP

    Call mcp_server_tools(SseServerParams(url=...)) with your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Run your agent

    Pass the tools to AssistantAgent and call agent.run(). The agent invokes NCREIF Custom Query tools and returns structured results.

agent.py
from autogen_ext.tools.mcp import SseServerParams, mcp_server_tools
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.models.openai import OpenAIChatCompletionClient

server_params = SseServerParams(
    url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)

tools = await mcp_server_tools(server_params)

agent = AssistantAgent(
    name="NCREIF Custom Query_assistant",
    model_client=OpenAIChatCompletionClient(model="gpt-4o"),
    tools=tools,
)

result = await agent.run("List recent NCREIF Custom Query data")
print(result.messages[-1].content)

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Common questions about NCREIF Custom Query MCP in AutoGen

The McpToolAdapter maps the tools into the agent's available actions. Agents then decide collectively when to call the server based on their assigned roles and the discussion progress.
Yes, you can define separate assistant agents with access to the same server. They will manage their own calls, allowing for parallel data collection or comparison.
The adapter handles all schema conversions, so you just pass the tool list to your agents. It removes the need for manual configuration of the interaction between the agents and the server.
You design a critic agent to oversee the debate. It can force the other agents to re-run queries or justify their conclusions based on the output of the tools.
You control access by assigning specific tools to specific agents. The Vinkius endpoint ensures that only authorized calls can touch the underlying NPI database.

Start using the NCREIF Custom Query MCP today

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We've already built the connector for NCREIF Custom Query. Just plug in your AI agents and start using Vinkius.

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