MIL — Machine Intelligence Layer

Reliability

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "mil-machine-intelligence-layer": {
      "type": "http",
      "url": "https://www.milquery.com/api/mcp?src=registry"
    }
  }
}

9 tools

• get_company

  Retrieve machine-readable intelligence for a Swedish company by organisation number. Returns current attribute values, resolved knowledge, signals, events, provenance, and data freshness. All values include confidence and source evidence. Unknown or missing data is returned…

• get_company_history

  Retrieve the change history for a Swedish company — attribute_changed events showing when values were first observed and what changed. Optionally filter by attribute key. Returns temporal bounds (effective_from) and evidence for each event.

• find_distress_signals

  Find active warning signals for a company. Signals are deterministic rules over register facts and filed annual reports — no AI scores. Examples: vat_registration_lost, f_tax_lost, employee_band_decline, liquidation_in_progress, bankruptcy_proceeding, revenue_decline_yoy…

• search_company_events

  Search for company attribute change events across companies. Use this to find companies where a specific attribute recently changed, or to monitor for changes in a particular dimension (e.g. employee count drops). Returns events with company identifiers, previous/new values, and…

• search_companies

  Search and discover Swedish companies without knowing their organisation number. Filter by company name (partial match), industry code, or presence of active distress signals. Returns compact summary cards — each card includes the organisation_number needed to call get_company…

• find_related_companies

  Find companies related to the given company by evidence MIL holds: industry_cluster (same SNI classification) and address_cluster (same registered postal code). Relation types MIL has no source data for, such as board_member and ownership, are reported as unavailable with a…

• batch_get_companies

  Resolve up to 50 companies in one call. Every requested identifier appears in the result with an explicit status (resolved, not_found or invalid_organisation_number), so absence is never signalled by omission.

• search

  Search Swedish companies by name or organisationsnummer (10 or 12 digits, dashes allowed). Also accepts simple discovery such as 'restaurants in Trelleborg', 'construction companies in Malmö', 'IT companies in Lund', or 'companies in Trelleborg' (also Swedish 'restauranger i…

• fetch

  Fetch the register identity of one Swedish company by the id that search returned (its organisationsnummer): name, legal form, industry (SNI), registration date, municipality, status, sources and freshness. Free (Basic). Verified and Intelligence (VAT/F-tax, history, annual…

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