Curated Claude Code catalog
Updated 07.05.2026 · 19:39 CET
01 / Skill
Bob-lance

instagram-engagement-mcp

Quality
9.0

This MCP server provides a suite of tools for in-depth analysis of Instagram engagement, allowing users to extract sentiment from comments, compare account metrics, and gain demographic insights. It's ideal for marketers and businesses seeking to understand their audience better and identify potential leads directly from Instagram data.

USP

Unlike generic social media analytics, this MCP focuses specifically on Instagram, offering detailed comment sentiment analysis, demographic extraction, and lead identification directly within your Claude Code workflow.

Use cases

  • 01Analyzing Instagram post comments for sentiment and themes
  • 02Comparing engagement metrics across competitor accounts
  • 03Identifying potential sales leads from engaged users
  • 04Generating comprehensive Instagram engagement reports
  • 05Extracting demographic insights from Instagram audience

README

Instagram Engagement MCP

npm version License: MIT smithery badge

An MCP server that provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.

Features

  • Analyze Post Comments: Extract sentiment, themes, and potential leads from comments on Instagram posts
  • Compare Accounts: Compare engagement metrics across different Instagram accounts
  • Extract Demographics: Get demographic insights from users engaged with a post or account
  • Identify Leads: Find potential leads based on engagement patterns and criteria
  • Generate Engagement Reports: Create comprehensive reports with actionable insights

Installation

Installing via Smithery

To install Instagram Engagement Analysis for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @Bob-lance/instagram-engagement-mcp --client claude

Option 1: Install from npm

npm install -g instagram-engagement-mcp

Option 2: Clone from GitHub

git clone https://github.com/Bob-lance/instagram-engagement-mcp.git
cd instagram-engagement-mcp
npm install

Setup

  1. Copy the .env.example file to .env and add your Instagram credentials:
    cp .env.example .env
    
  2. Edit the .env file with your Instagram username and password

Building from Source

If you cloned the repository, build the project:

npm run build

Configuration

Add the server to your MCP settings file:

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

If you cloned the repository instead of installing from npm, use:

{
  "mcpServers": {
    "instagram-engagement": {
      "command": "node",
      "args": ["/path/to/instagram-engagement-mcp/build/index.js"],
      "env": {
        "INSTAGRAM_USERNAME": "your_instagram_username",
        "INSTAGRAM_PASSWORD": "your_instagram_password"
      },
      "disabled": false,
      "autoApprove": []
    }
  }
}

Available Tools

analyze_post_comments

Analyze comments on an Instagram post to identify sentiment, themes, and potential leads.

Parameters:

  • postUrl (required): URL of the Instagram post to analyze
  • maxComments (optional): Maximum number of comments to analyze (default: 100)

compare_accounts

Compare engagement metrics across different Instagram accounts.

Parameters:

  • accounts (required): List of Instagram account handles to compare
  • metrics (optional): Metrics to compare (default: all)

extract_demographics

Extract demographic insights from users engaged with a post or account.

Parameters:

  • accountOrPostUrl (required): Instagram account handle or post URL to analyze
  • sampleSize (optional): Number of users to sample for demographic analysis (default: 50)

identify_leads

Identify potential leads based on engagement patterns.

Parameters:

  • accountOrPostUrl (required): Instagram account handle or post URL to analyze
  • criteria (optional): Criteria for identifying leads

generate_engagement_report

Generate a comprehensive engagement report for an Instagram account.

Parameters:

  • account (required): Instagram account handle
  • startDate (optional): Start date for the report (YYYY-MM-DD)
  • endDate (optional): End date for the report (YYYY-MM-DD)

Notes

  • This server uses the Instagram Private API, which is not officially supported by Instagram
  • Use responsibly and in accordance with Instagram's terms of service
  • Be aware of rate limits to avoid being blocked by Instagram