intermediate⏱️ 14-24 minutes📅 Updated June 2026

Step-by-step guide to integrate Apache Pinot MCP server with Microsoft Copilot Studio. Includes table management and segment management.

Apache Pinot + Microsoft Copilot Studio: Complete MCP Integration

Apache Pinot is a MCP server that MCP server for Apache Pinot real-time analytics database with SQL query capabilities and metadata access.

When integrated with Microsoft Copilot Studio, you can:

  • List and inspect Apache Pinot tables
  • View and analyze table segments
  • Retrieve and analyze table schemas

This guide provides step-by-step instructions to set up Apache Pinot in Microsoft Copilot Studio, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • Apache Pinot will be fully integrated and operational
  • You can use Apache Pinot tools directly in Microsoft Copilot Studio
  • All Apache Pinot capabilities will be available for your workflows
  • Access to 5 different tools

Prerequisites

Before starting, ensure you have:

  • Apache Pinot broker hostname
  • Apache Pinot broker port
  • Microsoft Copilot Studio installed and configured
  • Compatible operating system (Web Browser, Microsoft 365)

Installation

Step 1: Install Apache Pinot

Configuration

Step 2: Configure Microsoft Copilot Studio

  1. Enable Generative Orchestration

Generative Orchestration must be enabled in your Copilot Studio environment to use MCP

Visit: https://learn.microsoft.com/en-us/microsoft-copilot-studio/agent-extend-action-mcp

Note: This is a prerequisite - MCP will not work without it

  1. Access Copilot Studio

Log in to Microsoft Copilot Studio with appropriate permissions to create and configure agents

Visit: https://copilotstudio.microsoft.com

Note: Requires organizational access or trial subscription

  1. Navigate to Connectors

In Copilot Studio, go to the Connectors section where you can add new integrations

Note: Location may vary based on interface updates

  1. Create MCP Connector

Click "Add Connector" and select "Model Context Protocol (MCP)" from the available connector types

Note: Use the YAML schema template provided by Copilot Studio

  1. Configure {server_name} Connection

Fill in the YAML schema with {server_name} server details including command, arguments, and environment variables

apache pinot

Note: Copilot Studio dynamically reflects changes as tools and resources are updated on the MCP server

  1. Add Tools to Agent

Once connected, add the MCP server tools and resources to your specific agent through the Copilot Studio UI

Note: Currently supports Tools and Resources (Prompts not yet supported)

  1. Test Agent Capabilities

Test your agent to verify it can access and use the {server_name} tools correctly

Configuration Details

Connect MCP server to Microsoft Copilot Studio:

Step 1: Create YAML Connector Schema

In Copilot Studio, navigate to the connectors section and create a new MCP connector using the YAML schema template:

# MCP Connector Configuration for Apache Pinot
name: Apache Pinot-mcp-connector
description: MCP server for Apache Pinot real-time analytics database with SQL query capabilities and metadata access

mcp_server:
  command: apache pinot
  args: "/path/to/mcp-pinot-repo"
  env: "PINOT_BROKER_HOST": "localhost",
        "PINOT_BROKER_PORT": "9000"

Step 2: Add to Agent

Once connected, add the MCP server's tools and resources to your Copilot Studio agent through the UI.

Examples

Once configured, you can use Apache Pinot in Microsoft Copilot Studio:

List All Tables

Get overview of available Pinot tables

Ask Microsoft Copilot Studio: "Show me all the tables available in the Pinot cluster"

Expected Result: List of table names with basic metadata and schema information

Execute Analytics Query

Run SQL query for real-time analytics

Ask Microsoft Copilot Studio: "SELECT COUNT(*) FROM events WHERE timestamp > now() - 3600000"

Expected Result: Query results showing event count for last hour

Analyze Table Structure

Get detailed schema information for a table

Ask Microsoft Copilot Studio: "Show me the schema and structure of the user_events table"

Expected Result: Table schema with column names, types, and index information

Generate Data Visualization

Create histogram plots from query results

Ask Microsoft Copilot Studio: "Create a histogram showing user activity distribution by hour"

Expected Result: Histogram visualization with data aggregated by time buckets

Testing Your Setup

  1. Launch Microsoft Copilot Studio
  2. Verify Apache Pinot is available in the tools list
  3. Test basic Apache Pinot functionality

Troubleshooting

Common Issues

uv Command Not Found

Symptoms: Command not found error, uv: command not found

Cause: uv package manager not installed

Solution:

Pinot Connection Failed

Symptoms: Connection refused, Broker unreachable, Network timeout

Cause: Invalid Pinot broker configuration or cluster not running

Solution:

  • Verify PINOT_BROKER_HOST and PINOT_BROKER_PORT in .env file
  • Check Pinot cluster is running and accessible
  • Test connection: telnet <broker_host> <broker_port>
  • Ensure firewall allows connections to Pinot broker

Environment Variables Not Loaded

Symptoms: Config missing errors, Default values being used

Cause: .env file not found or incorrectly formatted

Solution:

  • Create .env file in repository root directory
  • Copy from .env.example and modify values
  • Ensure no spaces around = in variable assignments
  • Restart MCP server after configuration changes

Claude Desktop Not Recognizing Server

Symptoms: Server not appearing, Connection errors in Claude

Cause: Incorrect claude_desktop_config.json configuration

Solution:

  • Verify path to uv binary in command field
  • Ensure correct path to mcp-pinot repository
  • Restart Claude Desktop after configuration changes
  • Check Claude Desktop logs for error messages

Generative Orchestration Not Available

Symptoms: MCP option not visible, Cannot add MCP connectors

Cause: Generative Orchestration is not enabled for your environment

Solution:

  • Contact your Microsoft 365 administrator
  • Enable Generative Orchestration in tenant settings
  • Verify your subscription includes Copilot Studio with MCP support
  • Check Microsoft Learn documentation for enablement steps

MCP Connector Connection Failed

Symptoms: Connector shows "Disconnected" status, Tools not available to agent

Cause: MCP server not accessible or configuration error

Solution:

  • Verify the MCP server command is correct and accessible
  • Check all required environment variables are set
  • Test the MCP server independently outside Copilot Studio
  • Review YAML schema for syntax errors
  • Check network connectivity and firewall rules

Tools Not Appearing in Agent

Symptoms: Connector connected but tools missing, Agent cannot invoke MCP tools

Cause: Tools not added to agent or synchronization issue

Solution:

  • Manually add tools to agent through Copilot Studio UI
  • Refresh connector to sync latest tools from MCP server
  • Verify tools are published on the MCP server
  • Check agent configuration includes the MCP connector

MCP Server Tools Update Not Reflected

Symptoms: New tools not appearing, Old tools still visible after removal

Cause: Copilot Studio cache or sync delay

Solution:

  • Disconnect and reconnect the MCP connector
  • Wait a few minutes for dynamic sync to occur
  • Manually refresh the connector in Copilot Studio
  • Restart the MCP server if possible

Apache Pinot not appearing in Microsoft Copilot Studio

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check Apache Pinot installation
  • Restart Microsoft Copilot Studio
  • Check logs for error messages

Next Steps

Now that Apache Pinot is integrated with Microsoft Copilot Studio:

  • Explore all Apache Pinot capabilities through Microsoft Copilot Studio
  • Check out other MCP servers that work with Microsoft Copilot Studio
  • Join the MCP community for tips and support
  • Consider contributing to Apache Pinot development

Need Help?

Related Resources

More Integrations

Explore other MCP servers that work with Microsoft Copilot Studio

Need Help?

Join the MCP community for support and discussions

Apache Pinot + Microsoft Copilot Studio: MCP Setup Guide (2026)