Imagine AI Benchmark
LinkedIn content benchmark for 900+ B2B companies and their teams, with an open scoring method.
Connect it
Settings → Connectors → Add custom connector
URL: https://benchmark.useimagine.ai/api/mcpSettings → Apps & Connectors → Advanced → Developer mode
Create connector with URL: https://benchmark.useimagine.ai/api/mcp{
"mcpServers": {
"benchmark": {
"url": "https://benchmark.useimagine.ai/api/mcp",
"headers": {
"Authorization": "<YOUR_AUTHORIZATION>"
}
}
}
}claude mcp add --transport http benchmark https://benchmark.useimagine.ai/api/mcp --header "Authorization: <value>"{
"servers": {
"benchmark": {
"type": "http",
"url": "https://benchmark.useimagine.ai/api/mcp",
"headers": {
"Authorization": "<YOUR_AUTHORIZATION>"
}
}
}
}5 tools, verified live
list_companiesread-onlyList 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_summaryread-onlyA 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 score = median of its 5 most active fitted people (by original posts in the last 90 days) plus the company page. With exactly one fitted account (a person or the page) the company ranks on that account's own fit, flagged "1 account"; it is held
industry_landscaperead-onlyEvery 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 vs the research baseline, and category lift with the author effect removed (which post types beat each author's own typica
methodologyread-onlyImagine AI research rules (log-normal engagement, geometric means, research baseline 49/77/130). Call once before interpreting any numbers.
category_breakdownread-onlyPost counts and engagement per content category (product update, hiring, personal story, industry insight, ...) for companies or people.
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