Instagram Engagement Analysis MCP Server for analyzing engagement metrics and identifying leads
Most developer tooling work still happens through a UI a human drives. Instagram MCP server moves it into the conversation instead. Instagram Engagement Analysis MCP Server for analyzing engagement metrics and identifying leads.
An MCP server that provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.
The server publishes 5 tools. What each one is for:
analyze_post_comments — Analyze comments on an Instagram post to identify sentiment, themes, and potential leadscompare_accounts — Compare engagement metrics across different Instagram accountsextract_demographics — Extract demographic insights from users engaged with a post or accountidentify_leads — The identify_leads tool exposed by this servergenerate_engagement_report — Generate a comprehensive engagement report for an Instagram accountConfiguration is passed through the environment: INSTAGRAM_USERNAME, INSTAGRAM_PASSWORD. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
@smithery/cli on npm is all you need. Most clients run it directly, so configuration is a few lines and a restart.
Plenty of developer tooling servers cover similar ground. The differences that matter in practice are scope of access and how much setup stands between you and a working tool call. Instagram's toolset — analyze_post_comments, compare_accounts, extract_demographics and 2 more — is a fair guide to whether it matches your workflow. It is maintained by bradenolmstead; worth a glance at recent repository activity before you build anything load-bearing on it.
SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.
| Tool | What it does |
|---|---|
| analyze_post_comments | Analyze comments on an Instagram post to identify sentiment, themes, and potential leads. |
| compare_accounts | Compare engagement metrics across different Instagram accounts. |
| extract_demographics | Extract demographic insights from users engaged with a post or account. |
| identify_leads | The identify_leads tool exposed by this server. |
| generate_engagement_report | Generate a comprehensive engagement report for an Instagram account. |
{
"mcpServers": {
"instagram-engagement": {
"command": "npx",
"args": ["-y", "@smithery/cli"],
"env": {
"INSTAGRAM_USERNAME": "your-value",
"INSTAGRAM_PASSWORD": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| INSTAGRAM_USERNAME | Configuration value read at startup. | Optional |
| INSTAGRAM_PASSWORD | Configuration value read at startup. | Optional |
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