Imagine AI Benchmark

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

Marketing & SEO

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https://benchmark.useimagine.ai/api/mcp

Authorization (optional)

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

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Tool list from our last check. Connect live to refresh it.

category_breakdown Read-only

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

dateTostring

Inclusive end date YYYY-MM-DD (post_date).

sourcestring

'company' = the company page only, 'people' = its tracked people only, 'all' = both. Default varies per tool.

dateFromstring

Inclusive start date YYYY-MM-DD (post_date).

personIdsarray

Person UUIDs (narrows to these people).

companyIdsarray

Company UUIDs. Workspace keys: omit = the live dashboard set (own company + current competitors, see the workspace tool).

workspaceIdstring

Internal callers only: default the set from this workspace.

includeRepostsboolean

Include reposts. Default false.

Tools (5)

category_breakdown

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

read-only

Argument	Type	Description
dateTo	string	Inclusive end date YYYY-MM-DD (post_date).
source	string	'company' = the company page only, 'people' = its tracked people only, 'all' = both. Default varies per tool.
dateFrom	string	Inclusive start date YYYY-MM-DD (post_date).
personIds	array	Person UUIDs (narrows to these people).
companyIds	array	Company UUIDs. Workspace keys: omit = the live dashboard set (own company + current competitors, see the workspace tool).
workspaceId	string	Internal callers only: default the set from this workspace.
includeReposts	boolean	Include reposts. Default false.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "dateTo": {
      "type": "string",
      "description": "Inclusive end date YYYY-MM-DD (post_date)."
    },
    "source": {
      "enum": [
        "company",
        "people",
        "all"
      ],
      "type": "string",
      "description": "'company' = the company page only, 'people' = its tracked people only, 'all' = both. Default varies per tool."
    },
    "dateFrom": {
      "type": "string",
      "description": "Inclusive start date YYYY-MM-DD (post_date)."
    },
    "personIds": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Person UUIDs (narrows to these people)."
    },
    "companyIds": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Company UUIDs. Workspace keys: omit = the live dashboard set (own company + current competitors, see the workspace tool)."
    },
    "workspaceId": {
      "type": "string",
      "description": "Internal callers only: default the set from this workspace."
    },
    "includeReposts": {
      "type": "boolean",
      "description": "Include reposts. Default false."
    }
  },
  "additionalProperties": false
}

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 last 90 days first, then the most active fitted people (by original posts in that window). 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 back while teammates still await their history pull. people.counted / countedPersonIds say who is in. Use for 'how is X doing on LinkedIn'.

read-only

Argument	Type	Description
dateTo	string	Inclusive end date YYYY-MM-DD (post_date).
company	string	Company name or dashboard slug, if no id.
dateFrom	string	Inclusive start date YYYY-MM-DD (post_date).
companyId	string	Company UUID. Workspace keys: omit = your own company.
workspaceId	string	Internal callers only: default to this workspace's own company.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "dateTo": {
      "type": "string",
      "description": "Inclusive end date YYYY-MM-DD (post_date)."
    },
    "company": {
      "type": "string",
      "description": "Company name or dashboard slug, if no id."
    },
    "dateFrom": {
      "type": "string",
      "description": "Inclusive start date YYYY-MM-DD (post_date)."
    },
    "companyId": {
      "type": "string",
      "description": "Company UUID. Workspace keys: omit = your own company."
    },
    "workspaceId": {
      "type": "string",
      "description": "Internal callers only: default to this workspace's own company."
    }
  },
  "additionalProperties": false
}

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 vs the research baseline, and category lift with the author effect removed (which post types beat each author's own typical post). Public callers get bands and pooled lifts, the same as Discover. Use for "what works in fintech" or "where does X sit in its market".

read-only

Argument	Type	Description
limit	integer	Max accounts listed, default 40, max 300.
dateTo	string	Inclusive end date YYYY-MM-DD (post_date).
dateFrom	string	Inclusive start date YYYY-MM-DD (post_date).
industry	string	Industry label, e.g. "Sales & Marketing Tech". Omit with companyIds for a custom set; omit both = the live dashboard set for workspace keys, the whole catalog for operators.
companyIds	array	Custom company set (e.g. a customer + its competitors). Workspace keys: omit (with no industry) = own company + current competitors from the dashboard.
workspaceId	string	Internal callers only: default the set from this workspace.

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.

read-only

Argument	Type	Description
limit	integer	Max rows, default 200, max 500.
query	string	Case-insensitive name substring, e.g. "rho".
industry	string	Exact industry label, e.g. "Sales & Marketing Tech", "AI Infrastructure", "Fintech". Omit to see all industries.
trackingOnly	boolean	Only companies in the scheduled scrapes (tracking_enabled). Default false.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 500,
      "minimum": 1,
      "description": "Max rows, default 200, max 500."
    },
    "query": {
      "type": "string",
      "description": "Case-insensitive name substring, e.g. \"rho\"."
    },
    "industry": {
      "type": "string",
      "description": "Exact industry label, e.g. \"Sales & Marketing Tech\", \"AI Infrastructure\", \"Fintech\". Omit to see all industries."
    },
    "trackingOnly": {
      "type": "boolean",
      "description": "Only companies in the scheduled scrapes (tracking_enabled). Default false."
    }
  },
  "additionalProperties": false
}

methodology

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

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {},
  "additionalProperties": false
}