LinkedIn content benchmark for 900+ B2B companies and their teams, with an open scoring method.
Connect Remote server
claude mcp add --transport http benchmark https://benchmark.useimagine.ai/api/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
{
"mcpServers": {
"benchmark": {
"url": "https://benchmark.useimagine.ai/api/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
{
"servers": {
"benchmark": {
"type": "http",
"url": "https://benchmark.useimagine.ai/api/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
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_companiesList 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_summaryA 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_landscapeEvery 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…
methodologyImagine AI research rules (log-normal engagement, geometric means, research baseline 49/77/130). Call once before interpreting any numbers.
category_breakdownPost counts and engagement per content category (product update, hiring, personal story, industry insight, ...) for companies or people.
Headers
| Name | Description |
|---|---|
AuthorizationOptional, secret | Optional. Bearer <workspace agent key> for post-level data. Public aggregate tools work without it. |
Details
| Endpoint | https://benchmark.useimagine.ai/api/mcp (Streamable HTTP) |
| First published | 10 Oct 2026 |
| Last updated | 10 Oct 2026 |
| Registry name | ai.useimagine/benchmark |
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