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Mode Analytics MCP Server for OpenAI Agents SDK 10 tools — connect in under 2 minutes

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The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Mode Analytics through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Vinkius supports streamable HTTP and SSE.

python
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Mode Analytics Assistant",
            instructions=(
                "You help users interact with Mode Analytics. "
                "You have access to 10 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Mode Analytics"
        )
        print(result.final_output)

asyncio.run(main())
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About Mode Analytics MCP Server

Connect your Mode Analytics workspace to any AI agent and take full control of your data science and business intelligence workflows through natural conversation.

The OpenAI Agents SDK auto-discovers all 10 tools from Mode Analytics through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Mode Analytics, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

  • Workspace Oversight — List all spaces and members to maintain visibility over your analytical environment.
  • Report Discovery — List and retrieve detailed metadata for reports across different spaces.
  • Live Execution — Trigger new report runs directly through the agent, including support for custom parameters.
  • Query Auditing — List the underlying SQL queries for any report to understand data lineage and logic.
  • Definition Tracking — List calculated field definitions to ensure consistency in your metrics.

The Mode Analytics MCP Server exposes 10 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Mode Analytics to OpenAI Agents SDK via MCP

Follow these steps to integrate the Mode Analytics MCP Server with OpenAI Agents SDK.

01

Install the SDK

Run pip install openai-agents in your Python environment

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

03

Run the script

Save the code above and run it: python agent.py

04

Explore tools

The agent will automatically discover 10 tools from Mode Analytics

Why Use OpenAI Agents SDK with the Mode Analytics MCP Server

OpenAI Agents SDK provides unique advantages when paired with Mode Analytics through the Model Context Protocol.

01

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

02

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

03

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

04

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Mode Analytics + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Mode Analytics MCP Server delivers measurable value.

01

Automated workflows: build agents that query Mode Analytics, process the data, and trigger follow-up actions autonomously

02

Multi-agent orchestration: create specialist agents. one queries Mode Analytics, another analyzes results, a third generates reports

03

Data enrichment pipelines: stream data through Mode Analytics tools and transform it with OpenAI models in a single async loop

04

Customer support bots: agents query Mode Analytics to resolve tickets, look up records, and update statuses without human intervention

Mode Analytics MCP Tools for OpenAI Agents SDK (10)

These 10 tools become available when you connect Mode Analytics to OpenAI Agents SDK via MCP:

01

get_mode_account

Get authenticated account details

02

get_mode_report

Get details for a specific report

03

get_mode_report_run

Get details for a report run

04

list_mode_definitions

List calculated field definitions

05

list_mode_members

List workspace members

06

list_mode_queries

List SQL queries in a report

07

list_mode_report_runs

List runs for a report

08

list_mode_reports

List reports in a space

09

list_mode_spaces

List Mode Analytics spaces

10

run_mode_report

Trigger a new run for a report

Example Prompts for Mode Analytics in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Mode Analytics immediately.

01

"List all reports in the 'Marketing Analytics' space."

02

"Run the report with token 'rep_12345' and check its latest status."

03

"Show me the SQL query used in the 'Churn Analysis' report."

Troubleshooting Mode Analytics MCP Server with OpenAI Agents SDK

Common issues when connecting Mode Analytics to OpenAI Agents SDK through the Vinkius, and how to resolve them.

01

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents
02

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Mode Analytics + OpenAI Agents SDK FAQ

Common questions about integrating Mode Analytics MCP Server with OpenAI Agents SDK.

01

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.
02

Can I use multiple MCP servers in one agent?

Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.
03

Does the SDK support streaming responses?

Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.

Connect Mode Analytics to OpenAI Agents SDK

Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.