Instagram Engagement MCP
Provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.
Bob-lance
README
Instagram Engagement MCP
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
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
- Copy the
.env.example
file to.env
and add your Instagram credentials:cp .env.example .env
- 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 analyzemaxComments
(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 comparemetrics
(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 analyzesampleSize
(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 analyzecriteria
(optional): Criteria for identifying leads
generate_engagement_report
Generate a comprehensive engagement report for an Instagram account.
Parameters:
account
(required): Instagram account handlestartDate
(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
Recommended Servers
Crypto Price & Market Analysis MCP Server
A Model Context Protocol (MCP) server that provides comprehensive cryptocurrency analysis using the CoinCap API. This server offers real-time price data, market analysis, and historical trends through an easy-to-use interface.
MCP PubMed Search
Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
dbt Semantic Layer MCP Server
A server that enables querying the dbt Semantic Layer through natural language conversations with Claude Desktop and other AI assistants, allowing users to discover metrics, create queries, analyze data, and visualize results.
mixpanel
Connect to your Mixpanel data. Query events, retention, and funnel data from Mixpanel analytics.

Sequential Thinking MCP Server
This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.

Nefino MCP Server
Provides large language models with access to news and information about renewable energy projects in Germany, allowing filtering by location, topic (solar, wind, hydrogen), and date range.
Vectorize
Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Mathematica Documentation MCP server
A server that provides access to Mathematica documentation through FastMCP, enabling users to retrieve function documentation and list package symbols from Wolfram Mathematica.
kb-mcp-server
An MCP server aimed to be portable, local, easy and convenient to support semantic/graph based retrieval of txtai "all in one" embeddings database. Any txtai embeddings db in tar.gz form can be loaded
Research MCP Server
The server functions as an MCP server to interact with Notion for retrieving and creating survey data, integrating with the Claude Desktop Client for conducting and reviewing surveys.