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Imagine AI Benchmark

ai.useimagine/benchmark · v0.1.0

LinkedIn content benchmark for 900+ B2B companies and their teams, with an open scoring method.

Connect Remote server

Terminal
claude mcp add --transport http benchmark https://benchmark.useimagine.ai/api/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "benchmark": {
      "url": "https://benchmark.useimagine.ai/api/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "benchmark": {
      "type": "http",
      "url": "https://benchmark.useimagine.ai/api/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://benchmark.useimagine.ai/api/mcp

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 5 found in our last check

  • list_companies

    List companies in the benchmark catalog (customers, competitors, industry peers). Filter by name substring, industry, or tracking. Returns ids you pass to every other tool.

  • company_fit_summary

    A company's page fit plus the distribution of its people's geometric means (median, baseline band), top people and who is under the 18-post floor. Company typical post = median over up to 5 counted fitted people plus the company page: founders, CEO and C-suite who posted in the…

  • industry_landscape

    Every account in an industry (or a custom company set): per-company rollup (page fit + people median over the 5 most active fitted people (peopleCounted), preliminary = "Few posts" under 40 team posts, solo = "1 account" when one fitted account carries the company), population v…

  • methodology

    Imagine AI research rules (log-normal engagement, geometric means, research baseline 49/77/130). Call once before interpreting any numbers.

  • category_breakdown

    Post counts and engagement per content category (product update, hiring, personal story, industry insight, ...) for companies or people.

Headers

NameDescription
Authorization
Optional, secret
Optional. Bearer <workspace agent key> for post-level data. Public aggregate tools work without it.

Details

Endpointhttps://benchmark.useimagine.ai/api/mcp (Streamable HTTP)
First published10 Oct 2026
Last updated10 Oct 2026
Registry nameai.useimagine/benchmark

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