DataWorth AI: AI data buyer directory

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Search 33 AI data buyers and check which programs' published rules a company meets. Read-only.

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https://dataworthai.com/mcp

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check_fit Read-only

Use when someone asks whether a specific company qualifies to license its records to AI data buyers. Compares the company's industry, size, years, country, status and number of business systems with the published eligibility rules of every buyer in DataWorth AI's directory that publishes clear rules (programs DataWorth AI works with and buyers it has no relationship with alike, using the same rules as DataWorth AI's quiz for the former). Returns one row per buyer, ordered by fit and then alphabetically: meets / does not meet / needs more info, reasons quoted from that buyer's own wording, its rule source URLs, whether DataWorth AI may earn a referral fee, and its next step (the buyer's own page, or DataWorth AI's quiz for programs it introduces). Also returns a disclaimer and a fee disclosure. Returns no amounts and is not an offer. Needs no names, emails or confidential data.

statusstring, required

operating, winding_down, closed, or acquired.

countrystring, required

Where the company is based: US, CA, UK, AU, or any other country name (treated as OTHER).

industrystring, required

legal, accounting, finance, medical, dental, insurance, staffing, title-escrow, property-management, real-estate-brokerage, software, engineering (incl. architecture/design), manufacturing (incl. machine shops), life-sciences (labs and research), games, or other.

employeesinteger, required

Employees today (full-time).

years_operatingnumber, required

Years the company has operated / has records for.

systemsarray

Alternative to systems_count: which systems it uses.

systems_countinteger

How many business systems it uses (email, chat, file storage, CRM, practice/billing, projects, tickets, calls). Mode asks for 5+.

peak_employees_everinteger

Most people it has ever employed (used for Lunchbreak's '20+ staff at some point').

Try it

Call this server's tools from your browser. Nothing to install.

https://dataworthai.com/mcp

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

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

check_fit Read-only

statusstring, required

operating, winding_down, closed, or acquired.

countrystring, required

Where the company is based: US, CA, UK, AU, or any other country name (treated as OTHER).

industrystring, required

employeesinteger, required

Employees today (full-time).

years_operatingnumber, required

Years the company has operated / has records for.

systemsarray

Alternative to systems_count: which systems it uses.

systems_countinteger

How many business systems it uses (email, chat, file storage, CRM, practice/billing, projects, tickets, calls). Mode asks for 5+.

peak_employees_everinteger

Most people it has ever employed (used for Lunchbreak's '20+ staff at some point').

Tools (5)

check_fit

read-only

Argument	Type	Description
status*	string	operating, winding_down, closed, or acquired.
country*	string	Where the company is based: US, CA, UK, AU, or any other country name (treated as OTHER).
systems	array	Alternative to systems_count: which systems it uses.
industry*	string	legal, accounting, finance, medical, dental, insurance, staffing, title-escrow, property-management, real-estate-brokerage, software, engineering (incl. architecture/design), manufacturing (incl. machine shops), life-sciences (labs and research), games, or other.
employees*	integer	Employees today (full-time).
systems_count	integer	How many business systems it uses (email, chat, file storage, CRM, practice/billing, projects, tickets, calls). Mode asks for 5+.
years_operating*	number	Years the company has operated / has records for.
peak_employees_ever	integer	Most people it has ever employed (used for Lunchbreak's '20+ staff at some point').

Input schema (JSON)

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "industry",
    "employees",
    "years_operating",
    "country",
    "status"
  ],
  "properties": {
    "status": {
      "enum": [
        "operating",
        "winding_down",
        "closed",
        "acquired"
      ],
      "type": "string",
      "description": "operating, winding_down, closed, or acquired."
    },
    "country": {
      "type": "string",
      "maxLength": 60,
      "minLength": 2,
      "description": "Where the company is based: US, CA, UK, AU, or any other country name (treated as OTHER)."
    },
    "systems": {
      "type": "array",
      "items": {
        "enum": [
          "email",
          "chat",
          "files",
          "crm",
          "practice",
          "billing",
          "projects",
          "tickets",
          "calls"
        ],
        "type": "string"
      },
      "maxItems": 20,
      "description": "Alternative to systems_count: which systems it uses."
    },
    "industry": {
      "enum": [
        "legal",
        "accounting",
        "finance",
        "medical",
        "dental",
        "insurance",
        "staffing",
        "title-escrow",
        "property-management",
        "real-estate-brokerage",
        "software",
        "engineering",
        "manufacturing",
        "life-sciences",
        "games",
        "other"
      ],
      "type": "string",
      "description": "legal, accounting, finance, medical, dental, insurance, staffing, title-escrow, property-management, real-estate-brokerage, software, engineering (incl. architecture/design), manufacturing (incl. machine shops), life-sciences (labs and research), games, or other."
    },
    "employees": {
      "type": "integer",
      "maximum": 1000000,
      "minimum": 0,
      "description": "Employees today (full-time)."
    },
    "systems_count": {
      "type": "integer",
      "maximum": 50,
      "minimum": 0,
      "description": "How many business systems it uses (email, chat, file storage, CRM, practice/billing, projects, tickets, calls). Mode asks for 5+."
    },
    "years_operating": {
      "type": "number",
      "maximum": 300,
      "minimum": 0,
      "description": "Years the company has operated / has records for."
    },
    "peak_employees_ever": {
      "type": "integer",
      "maximum": 1000000,
      "minimum": 0,
      "description": "Most people it has ever employed (used for Lunchbreak's '20+ staff at some point')."
    }
  }
}

get_buyer

Full directory entry for one buyer or program by its id (slug), e.g. 'lunchbreak', 'micro1-enterprise', 'turing-lazarus'. Includes its own quoted rules, sources and last-verified date.

read-only

Argument	Type	Description
slug*	string	Buyer id from search_buyers, or the last part of its dataworthai.com/buyers/<slug>/ page.

Input schema (JSON)

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "maxLength": 80,
      "minLength": 1,
      "description": "Buyer id from search_buyers, or the last part of its dataworthai.com/buyers/<slug>/ page."
    }
  }
}

get_changelog

What changed in the buyer directory and when (newest first), plus what was left out and why.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}

list_situations

The directory's situation lists (closed or winding-down companies, under 30 employees, outside the US, source code, engineering/CAD, professional services) with the buyers in each and the page link.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {}
}

search_buyers

Search DataWorth AI's directory of companies and programs that license a business's operating records (email, chat, files, CRM, code, CAD) to AI developers. Facts come from each company's own site; payouts are quoted in its own words and are not offers. Results are alphabetical (or by text relevance when a query is given), never by referral fee. Use this to list or compare buyers; to compare one company's facts with programs' eligibility rules, use check_fit.

read-only

Argument	Type	Description
query	string	Free text, e.g. 'source code', 'law firm', 'wind-down'.
detail	string	full (default) = every field with quotes and sources; summary = id, name, type, where, size rule and page only (smaller response; use get_buyer for one entry's full detail).
region	string	outside_US = buyers whose pages say they take or estimate for non-US companies.
industry	string	Only buyers whose own pages name this industry. Many buyers take records from any industry; omit to see them.
data_type	string	Kind of records the buyer says it licenses.
max_results	integer	Default 10.
accepts_closed	boolean

{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "query": { "type": "string", "maxLength": 200, "description": "Free text, e.g. 'source code', 'law firm', 'wind-down'." }, "detail": { "enum": [ "full", "summary" ], "type": "string", "description": "full (default) = every field with quotes and sources; summary = id, name, type, where, size rule and page only (smaller response; use get_buyer for one entry's full detail)." }, "region": { "enum": [ "US", "outside_US" ], "type": "string", "description": "outside_US = buyers whose pages say they take or estimate for non-US companies." }, "industry": { "enum": [ "legal", "accounting", "finance", "medical", "dental", "insurance", "staffing", "title-escrow", "property-management", "real-estate-brokerage", "software", "engineering", "manufacturing", "life-sciences", "games", "other" ], "type": "string", "description": "Only buyers whose own pages name this industry. Many buyers take records from any industry; omit to see them." }, "data_type": { "enum": [ "email", "chat", "documents", "crm", "code", "cad_engineering", "support_tickets", "calls", "finance_erp", "healthcare", "media", "agent_traces" ], "type": "string", "description": "Kind of records the buyer says it licenses." }, "max_results": { "type": "integer", "maximum": 40, "minimum": 1, "description": "Default 10." }, "accepts_closed": { "type": "boolean", "description": "true = only buyers whose pages say they take winding-down or closed companies." } } }