Instagram Engagement

v1.0.0Marketing & SEOstable

Provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.

instagram-engagement-mcpmcpai-integration
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What is Instagram Engagement?

Instagram Engagement is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to provides tools for analyzing instagram engagement metrics, extracting demographic insights, and identifying potential leads from instagram posts and accounts.

Provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.

This server falls under the Marketing & SEO category on MCPgee, the world's largest MCP server directory with 33,000+ servers.

Features

  • Provides tools for analyzing Instagram engagement metrics, e

Use Cases

Analyze Instagram engagement metrics and demographics
Identify leads from Instagram posts and accounts
Bob-lance

Maintainer

LicenseMIT License
Languagejavascript
Versionv1.0.0
UpdatedApr 23, 2026
Statushealthy
Maintenanceactive

Works with

ClaudeOpenAIwindowsmacoslinux

Installation

Manual Installation

npx instagram-engagement-mcp

Configuration

Configuration Details

Config File

claude_desktop_config.json

Performance

Response Metrics

Response Time< 200ms
ThroughputMedium

Resource Usage

Memory UsageLow
CPU UsageLow

How to Set Up and Use Instagram Engagement

Instagram Engagement MCP is a server that connects AI assistants to Instagram via the private Instagram API, enabling automated analysis of post comments, demographic extraction, lead identification, and cross-account engagement comparisons. It bridges Instagram data with your AI workflow so marketers and growth teams can surface actionable insights without manual data collection. Because it uses Instagram's private API, it is best suited for research and marketing analysis on accounts you own or have permission to access.

Prerequisites

  • Node.js 16 or higher installed
  • Valid Instagram account username and password
  • npm or npx available on your system
  • An MCP client such as Claude Desktop
1

Install the package globally

Install instagram-engagement-mcp from npm so it is available as a command on your PATH.

npm install -g instagram-engagement-mcp
2

Prepare your Instagram credentials

The server requires your Instagram username and password passed as environment variables. Do not commit these to source control.

export INSTAGRAM_USERNAME=your_instagram_username
export INSTAGRAM_PASSWORD=your_instagram_password
3

Add the server to your MCP client configuration

Edit your claude_desktop_config.json to register the server with your Instagram credentials passed as environment variables.

{
  "mcpServers": {
    "instagram-engagement": {
      "command": "npx",
      "args": ["instagram-engagement-mcp"],
      "env": {
        "INSTAGRAM_USERNAME": "your_instagram_username",
        "INSTAGRAM_PASSWORD": "your_instagram_password"
      }
    }
  }
}
4

Restart Claude Desktop

Fully quit and relaunch Claude Desktop to load the new server configuration.

Instagram Engagement Examples

Client configuration

Complete claude_desktop_config.json snippet for the Instagram Engagement MCP server.

{
  "mcpServers": {
    "instagram-engagement": {
      "command": "npx",
      "args": ["instagram-engagement-mcp"],
      "env": {
        "INSTAGRAM_USERNAME": "your_instagram_username",
        "INSTAGRAM_PASSWORD": "your_instagram_password"
      }
    }
  }
}

Prompts to try

Example prompts that exercise the engagement analysis, lead identification, and reporting tools.

- "Analyze comments on this Instagram post URL and identify potential leads"
- "Compare engagement metrics between @brand_a and @brand_b"
- "Extract demographic insights from the last 50 commenters on @mybrand"
- "Generate a full engagement report for @mybrand including sentiment breakdown"

Troubleshooting Instagram Engagement

Login fails with 'Checkpoint required' or two-factor authentication error

Instagram may require device verification. Log in from a regular browser on the same network first to clear the checkpoint, then retry the MCP server.

Rate limit or 'Please wait a few minutes' error

The private Instagram API has rate limits. Reduce the maxComments or sampleSize parameters in your tool calls and add delays between requests.

Server process exits immediately after starting

Verify INSTAGRAM_USERNAME and INSTAGRAM_PASSWORD are correctly set in your environment or config. Run 'npx instagram-engagement-mcp' directly in a terminal to see the error output.

Frequently Asked Questions about Instagram Engagement

What is Instagram Engagement?

Instagram Engagement is a Model Context Protocol (MCP) server that provides tools for analyzing instagram engagement metrics, extracting demographic insights, and identifying potential leads from instagram posts and accounts. It connects AI assistants to external tools and data sources through a standardized interface.

How do I install Instagram Engagement?

Follow the installation instructions on the Instagram Engagement GitHub repository. Clone the repo, install dependencies, and add the server config to your AI client.

Which AI clients work with Instagram Engagement?

Instagram Engagement works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.

Is Instagram Engagement free to use?

Yes, Instagram Engagement is open source and available under the MIT License license. You can use it freely in both personal and commercial projects.

Browse More Marketing & SEO MCP Servers

Explore all marketing & seo servers available in the MCPgee directory. Each server includes setup guides for Claude, Cursor, and VS Code.

Quick Config Preview

{ "mcpServers": { "instagram-engagement-mcp": { "command": "npx", "args": ["-y", "instagram-engagement-mcp"] } } }

Add this to your claude_desktop_config.json or .cursor/mcp.json

Read the full setup guide →

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