EximAgent

Company trade over time

exim__companies__trajectory

Read-onlyIdempotent

Returns one company's value and shipment series by month or quarter, with trend and peak months.

Input Schema

Name	Required	Description
`name`	No	company name (used with country when no tax id)
`taxId`	No	company tax id (RUC/NIT/RUT) — the strong identity key
`bucket`	No	month\|quarter (def month)
`country`	No	reporting country (ISO 2) to scope the directory

Output Schema

Name	Required	Description	Default
`data`	Yes
`stats`	No
`_debug`	No
`summary`	Yes
`warnings`	No
`nextActions`	Yes
`correlationId`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed81 schema fields changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"company name (used with --country when no tax id)"New value: +"company name (used with country when no tax id)"

changedOutput schema / $defs / value0 / properties / peakMonths / $ref
```
Previous value: -"#/$defs/value10"New value: +"#/$defs/value11"
```

changedOutput schema / $defs / value0 / properties / series / $ref

Previous value: -"#/$defs/value11"New value: +"#/$defs/value12"

changedOutput schema / $defs / value1 / properties / scope / $ref

Previous value: -"#/$defs/value2"New value: +"#/$defs/value3"

addedOutput schema / $defs / value1 / properties / valueEvidence

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value2"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

changedOutput schema / $defs / value10 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "integer"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / $defs / value11 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value12"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "integer"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value12 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value12 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value13"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value12 / properties

Removed value: -{
-  "monthOfYear": {
-    "type": "integer"
-  },
-  "period": {
-    "type": "string"
-  },
-  "shipmentCount": {
-    "type": "integer"
-  },
-  "valueUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "weightKg": {
-    "type": "number"
-  }
-}

removedOutput schema / $defs / value12 / required

Removed value: -[
-  "monthOfYear",
-  "period",
-  "shipmentCount",
-  "valueUsd",
-  "weightKg"
-]

removedOutput schema / $defs / value12 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value13 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value13 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value13 / properties

Added value: +{
+  "monthOfYear": {
+    "type": "integer"
+  },
+  "period": {
+    "type": "string"
+  },
+  "shipmentCount": {
+    "type": "integer"
+  },
+  "valueUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "weightKg": {
+    "type": "number"
+  }
+}

addedOutput schema / $defs / value13 / required

Added value: +[
+  "monthOfYear",
+  "period",
+  "shipmentCount",
+  "valueUsd",
+  "weightKg"
+]

addedOutput schema / $defs / value13 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value14 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value15"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value15 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value15 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value16"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value15 / properties

Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value15 / required

Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]

removedOutput schema / $defs / value15 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value16 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value16 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value16 / properties

Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value16 / required

Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]

addedOutput schema / $defs / value16 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value17 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value18"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value18 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value18 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value19"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value18 / properties

Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value18 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value18 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value19 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value19 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value19 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value19 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value19 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value2 / properties / CompanyKeys
```
Removed value: -{
-  "$ref": "#/$defs/value3"
-}
```
removedOutput schema / $defs / value2 / properties / Destination
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Empty
```
Removed value: -{
-  "type": "boolean"
-}
```

removedOutput schema / $defs / value2 / properties / From

Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}

removedOutput schema / $defs / value2 / properties / GroupBy
```
Removed value: -{
-  "$ref": "#/$defs/value5"
-}
```
removedOutput schema / $defs / value2 / properties / HS2
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / HS6
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / NormalizedNames
```
Removed value: -{
-  "$ref": "#/$defs/value4"
-}
```
removedOutput schema / $defs / value2 / properties / Origin
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Population
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / ReportingCountry
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / RetainedFilters
```
Removed value: -{
-  "$ref": "#/$defs/value7"
-}
```
removedOutput schema / $defs / value2 / properties / Role
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Source
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / $defs / value2 / properties / To

Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}

removedOutput schema / $defs / value2 / properties / Transport
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Unsupported
```
Removed value: -{
-  "$ref": "#/$defs/value6"
-}
```
addedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value2 / properties / shipmentsUsed
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value2 / properties / weightKg
```
Added value: +{
+  "type": "number"
+}
```

changedOutput schema / $defs / value2 / required

Previous value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]New value: +[
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "weightKg"
+]

addedOutput schema / $defs / value20

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value3 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value3 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value3 / properties

Added value: +{
+  "CompanyKeys": {
+    "$ref": "#/$defs/value4"
+  },
+  "Destination": {
+    "type": "string"
+  },
+  "Empty": {
+    "type": "boolean"
+  },
+  "From": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "GroupBy": {
+    "$ref": "#/$defs/value6"
+  },
+  "HS2": {
+    "type": "string"
+  },
+  "HS6": {
+    "type": "string"
+  },
+  "NormalizedNames": {
+    "$ref": "#/$defs/value5"
+  },
+  "Origin": {
+    "type": "string"
+  },
+  "Population": {
+    "type": "string"
+  },
+  "ReportingCountry": {
+    "type": "string"
+  },
+  "RetainedFilters": {
+    "$ref": "#/$defs/value8"
+  },
+  "Role": {
+    "type": "string"
+  },
+  "Source": {
+    "type": "string"
+  },
+  "To": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "Transport": {
+    "type": "string"
+  },
+  "Unsupported": {
+    "$ref": "#/$defs/value7"
+  }
+}

addedOutput schema / $defs / value3 / required

Added value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]

addedOutput schema / $defs / value3 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value7 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value8"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value8 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value8 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value9"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value8 / properties

Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value9"
-  }
-}

removedOutput schema / $defs / value8 / required

Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]

removedOutput schema / $defs / value8 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value9 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value9 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value9 / properties

Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value10"
+  }
+}

addedOutput schema / $defs / value9 / required

Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]

addedOutput schema / $defs / value9 / type
```
Added value: +"object"
```

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value19"New value: +"#/$defs/value20"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value14"New value: +"#/$defs/value15"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value16"New value: +"#/$defs/value17"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value17"New value: +"#/$defs/value18"

Changed81 schema fields changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"company name (used with country when no tax id)"New value: +"company name (used with --country when no tax id)"

changedOutput schema / $defs / value0 / properties / peakMonths / $ref
```
Previous value: -"#/$defs/value11"New value: +"#/$defs/value10"
```

changedOutput schema / $defs / value0 / properties / series / $ref

Previous value: -"#/$defs/value12"New value: +"#/$defs/value11"

changedOutput schema / $defs / value1 / properties / scope / $ref

Previous value: -"#/$defs/value3"New value: +"#/$defs/value2"

removedOutput schema / $defs / value1 / properties / valueEvidence

Removed value: -{
-  "anyOf": [
-    {
-      "$ref": "#/$defs/value2"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

changedOutput schema / $defs / value10 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "integer"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / $defs / value11 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "integer"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value12"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value12 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value12 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value13"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value12 / properties

Added value: +{
+  "monthOfYear": {
+    "type": "integer"
+  },
+  "period": {
+    "type": "string"
+  },
+  "shipmentCount": {
+    "type": "integer"
+  },
+  "valueUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "weightKg": {
+    "type": "number"
+  }
+}

addedOutput schema / $defs / value12 / required

Added value: +[
+  "monthOfYear",
+  "period",
+  "shipmentCount",
+  "valueUsd",
+  "weightKg"
+]

addedOutput schema / $defs / value12 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value13 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value13 / anyOf

Added value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value13 / properties

Removed value: -{
-  "monthOfYear": {
-    "type": "integer"
-  },
-  "period": {
-    "type": "string"
-  },
-  "shipmentCount": {
-    "type": "integer"
-  },
-  "valueUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "weightKg": {
-    "type": "number"
-  }
-}

removedOutput schema / $defs / value13 / required

Removed value: -[
-  "monthOfYear",
-  "period",
-  "shipmentCount",
-  "valueUsd",
-  "weightKg"
-]

removedOutput schema / $defs / value13 / type
```
Removed value: -"object"
```

changedOutput schema / $defs / value14 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value15"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value15 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value15 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value15 / properties

Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value15 / required

Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]

addedOutput schema / $defs / value15 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value16 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value16 / anyOf

Added value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / properties

Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value16 / required

Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]

removedOutput schema / $defs / value16 / type
```
Removed value: -"object"
```

changedOutput schema / $defs / value17 / anyOf

Previous value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value18"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value18 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value18 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value19"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value18 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value18 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value18 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value19 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value19 / anyOf

Added value: +[
+  {
+    "additionalProperties": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value19 / properties

Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value19 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value19 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value2 / properties / CompanyKeys
```
Added value: +{
+  "$ref": "#/$defs/value3"
+}
```
addedOutput schema / $defs / value2 / properties / Destination
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / Empty
```
Added value: +{
+  "type": "boolean"
+}
```

addedOutput schema / $defs / value2 / properties / From

Added value: +{
+  "format": "date-time",
+  "type": "string"
+}

addedOutput schema / $defs / value2 / properties / GroupBy
```
Added value: +{
+  "$ref": "#/$defs/value5"
+}
```
addedOutput schema / $defs / value2 / properties / HS2
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / HS6
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / NormalizedNames
```
Added value: +{
+  "$ref": "#/$defs/value4"
+}
```
addedOutput schema / $defs / value2 / properties / Origin
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / Population
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / ReportingCountry
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / RetainedFilters
```
Added value: +{
+  "$ref": "#/$defs/value7"
+}
```
addedOutput schema / $defs / value2 / properties / Role
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / Source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value2 / properties / To

Added value: +{
+  "format": "date-time",
+  "type": "string"
+}

addedOutput schema / $defs / value2 / properties / Transport
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / Unsupported
```
Added value: +{
+  "$ref": "#/$defs/value6"
+}
```
removedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
```
Removed value: -{
-  "type": "integer"
-}
```
removedOutput schema / $defs / value2 / properties / shipmentsUsed
```
Removed value: -{
-  "type": "integer"
-}
```
removedOutput schema / $defs / value2 / properties / weightKg
```
Removed value: -{
-  "type": "number"
-}
```

changedOutput schema / $defs / value2 / required

Previous value: -[
-  "shipmentsExcludedImplausible",
-  "shipmentsUsed",
-  "weightKg"
-]New value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]

removedOutput schema / $defs / value20

Removed value: -{
-  "anyOf": [
-    {
-      "additionalProperties": {
-        "type": [
-          "null",
-          "boolean",
-          "number",
-          "string",
-          "array",
-          "object"
-        ]
-      },
-      "type": "object"
-    },
-    {
-      "type": "null"
-    }
-  ]
-}

removedOutput schema / $defs / value3 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value3 / anyOf

Added value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value3 / properties

Removed value: -{
-  "CompanyKeys": {
-    "$ref": "#/$defs/value4"
-  },
-  "Destination": {
-    "type": "string"
-  },
-  "Empty": {
-    "type": "boolean"
-  },
-  "From": {
-    "format": "date-time",
-    "type": "string"
-  },
-  "GroupBy": {
-    "$ref": "#/$defs/value6"
-  },
-  "HS2": {
-    "type": "string"
-  },
-  "HS6": {
-    "type": "string"
-  },
-  "NormalizedNames": {
-    "$ref": "#/$defs/value5"
-  },
-  "Origin": {
-    "type": "string"
-  },
-  "Population": {
-    "type": "string"
-  },
-  "ReportingCountry": {
-    "type": "string"
-  },
-  "RetainedFilters": {
-    "$ref": "#/$defs/value8"
-  },
-  "Role": {
-    "type": "string"
-  },
-  "Source": {
-    "type": "string"
-  },
-  "To": {
-    "format": "date-time",
-    "type": "string"
-  },
-  "Transport": {
-    "type": "string"
-  },
-  "Unsupported": {
-    "$ref": "#/$defs/value7"
-  }
-}

removedOutput schema / $defs / value3 / required

Removed value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]

removedOutput schema / $defs / value3 / type
```
Removed value: -"object"
```

changedOutput schema / $defs / value7 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value8"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value8 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value8 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value9"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value8 / properties

Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value9"
+  }
+}

addedOutput schema / $defs / value8 / required

Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]

addedOutput schema / $defs / value8 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value9 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value9 / anyOf

Added value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value9 / properties

Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value10"
-  }
-}

removedOutput schema / $defs / value9 / required

Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]

removedOutput schema / $defs / value9 / type
```
Removed value: -"object"
```

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value20"New value: +"#/$defs/value19"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value14"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value17"New value: +"#/$defs/value16"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value18"New value: +"#/$defs/value17"

Changed81 schema fields changedOct 14, 2026

changedInput schema / properties / name / description

Previous value: -"company name (used with --country when no tax id)"New value: +"company name (used with country when no tax id)"

changedOutput schema / $defs / value0 / properties / peakMonths / $ref
```
Previous value: -"#/$defs/value10"New value: +"#/$defs/value11"
```

changedOutput schema / $defs / value0 / properties / series / $ref

Previous value: -"#/$defs/value11"New value: +"#/$defs/value12"

changedOutput schema / $defs / value1 / properties / scope / $ref

Previous value: -"#/$defs/value2"New value: +"#/$defs/value3"

addedOutput schema / $defs / value1 / properties / valueEvidence

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value2"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

changedOutput schema / $defs / value10 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "integer"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / $defs / value11 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value12"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "integer"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value12 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value12 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value13"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value12 / properties

Removed value: -{
-  "monthOfYear": {
-    "type": "integer"
-  },
-  "period": {
-    "type": "string"
-  },
-  "shipmentCount": {
-    "type": "integer"
-  },
-  "valueUsd": {
-    "anyOf": [
-      {
-        "type": "number"
-      },
-      {
-        "type": "null"
-      }
-    ]
-  },
-  "weightKg": {
-    "type": "number"
-  }
-}

removedOutput schema / $defs / value12 / required

Removed value: -[
-  "monthOfYear",
-  "period",
-  "shipmentCount",
-  "valueUsd",
-  "weightKg"
-]

removedOutput schema / $defs / value12 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value13 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value13 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value13 / properties

Added value: +{
+  "monthOfYear": {
+    "type": "integer"
+  },
+  "period": {
+    "type": "string"
+  },
+  "shipmentCount": {
+    "type": "integer"
+  },
+  "valueUsd": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "weightKg": {
+    "type": "number"
+  }
+}

addedOutput schema / $defs / value13 / required

Added value: +[
+  "monthOfYear",
+  "period",
+  "shipmentCount",
+  "valueUsd",
+  "weightKg"
+]

addedOutput schema / $defs / value13 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value14 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value15"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value15 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value15 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value16"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value15 / properties

Removed value: -{
-  "command": {
-    "type": "string"
-  },
-  "cost": {
-    "type": "string"
-  },
-  "label": {
-    "type": "string"
-  },
-  "rationale": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value15 / required

Removed value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]

removedOutput schema / $defs / value15 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value16 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value16 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value16 / properties

Added value: +{
+  "command": {
+    "type": "string"
+  },
+  "cost": {
+    "type": "string"
+  },
+  "label": {
+    "type": "string"
+  },
+  "rationale": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value16 / required

Added value: +[
+  "command",
+  "cost",
+  "label",
+  "rationale"
+]

addedOutput schema / $defs / value16 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value17 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value18"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value18 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value18 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value19"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value18 / properties

Removed value: -{
-  "code": {
-    "type": "string"
-  },
-  "message": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value18 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value18 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value19 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value19 / anyOf

Removed value: -[
-  {
-    "additionalProperties": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value19 / properties

Added value: +{
+  "code": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value19 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value19 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value2 / properties / CompanyKeys
```
Removed value: -{
-  "$ref": "#/$defs/value3"
-}
```
removedOutput schema / $defs / value2 / properties / Destination
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Empty
```
Removed value: -{
-  "type": "boolean"
-}
```

removedOutput schema / $defs / value2 / properties / From

Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}

removedOutput schema / $defs / value2 / properties / GroupBy
```
Removed value: -{
-  "$ref": "#/$defs/value5"
-}
```
removedOutput schema / $defs / value2 / properties / HS2
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / HS6
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / NormalizedNames
```
Removed value: -{
-  "$ref": "#/$defs/value4"
-}
```
removedOutput schema / $defs / value2 / properties / Origin
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Population
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / ReportingCountry
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / RetainedFilters
```
Removed value: -{
-  "$ref": "#/$defs/value7"
-}
```
removedOutput schema / $defs / value2 / properties / Role
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Source
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / $defs / value2 / properties / To

Removed value: -{
-  "format": "date-time",
-  "type": "string"
-}

removedOutput schema / $defs / value2 / properties / Transport
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value2 / properties / Unsupported
```
Removed value: -{
-  "$ref": "#/$defs/value6"
-}
```
addedOutput schema / $defs / value2 / properties / shipmentsExcludedImplausible
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value2 / properties / shipmentsUsed
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value2 / properties / weightKg
```
Added value: +{
+  "type": "number"
+}
```

changedOutput schema / $defs / value2 / required

Previous value: -[
-  "CompanyKeys",
-  "Destination",
-  "Empty",
-  "From",
-  "GroupBy",
-  "HS2",
-  "HS6",
-  "NormalizedNames",
-  "Origin",
-  "Population",
-  "ReportingCountry",
-  "RetainedFilters",
-  "Role",
-  "Source",
-  "To",
-  "Transport",
-  "Unsupported"
-]New value: +[
+  "shipmentsExcludedImplausible",
+  "shipmentsUsed",
+  "weightKg"
+]

addedOutput schema / $defs / value20

Added value: +{
+  "anyOf": [
+    {
+      "additionalProperties": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      },
+      "type": "object"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value3 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value3 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value3 / properties

Added value: +{
+  "CompanyKeys": {
+    "$ref": "#/$defs/value4"
+  },
+  "Destination": {
+    "type": "string"
+  },
+  "Empty": {
+    "type": "boolean"
+  },
+  "From": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "GroupBy": {
+    "$ref": "#/$defs/value6"
+  },
+  "HS2": {
+    "type": "string"
+  },
+  "HS6": {
+    "type": "string"
+  },
+  "NormalizedNames": {
+    "$ref": "#/$defs/value5"
+  },
+  "Origin": {
+    "type": "string"
+  },
+  "Population": {
+    "type": "string"
+  },
+  "ReportingCountry": {
+    "type": "string"
+  },
+  "RetainedFilters": {
+    "$ref": "#/$defs/value8"
+  },
+  "Role": {
+    "type": "string"
+  },
+  "Source": {
+    "type": "string"
+  },
+  "To": {
+    "format": "date-time",
+    "type": "string"
+  },
+  "Transport": {
+    "type": "string"
+  },
+  "Unsupported": {
+    "$ref": "#/$defs/value7"
+  }
+}

addedOutput schema / $defs / value3 / required

Added value: +[
+  "CompanyKeys",
+  "Destination",
+  "Empty",
+  "From",
+  "GroupBy",
+  "HS2",
+  "HS6",
+  "NormalizedNames",
+  "Origin",
+  "Population",
+  "ReportingCountry",
+  "RetainedFilters",
+  "Role",
+  "Source",
+  "To",
+  "Transport",
+  "Unsupported"
+]

addedOutput schema / $defs / value3 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value7 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value8"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value8 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value8 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value9"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value8 / properties

Removed value: -{
-  "Column": {
-    "type": "string"
-  },
-  "Prefix": {
-    "type": "boolean"
-  },
-  "Values": {
-    "$ref": "#/$defs/value9"
-  }
-}

removedOutput schema / $defs / value8 / required

Removed value: -[
-  "Column",
-  "Prefix",
-  "Values"
-]

removedOutput schema / $defs / value8 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value9 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value9 / anyOf

Removed value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value9 / properties

Added value: +{
+  "Column": {
+    "type": "string"
+  },
+  "Prefix": {
+    "type": "boolean"
+  },
+  "Values": {
+    "$ref": "#/$defs/value10"
+  }
+}

addedOutput schema / $defs / value9 / required

Added value: +[
+  "Column",
+  "Prefix",
+  "Values"
+]

addedOutput schema / $defs / value9 / type
```
Added value: +"object"
```

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value19"New value: +"#/$defs/value20"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value14"New value: +"#/$defs/value15"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value16"New value: +"#/$defs/value17"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value17"New value: +"#/$defs/value18"

Changed10 schema fields changedOct 13, 2026

addedInput schema / not

Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "properties": {
+              "taxId": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "taxId"
+            ]
+          },
+          {
+            "properties": {
+              "name": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "name"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}

removedInput schema / properties / --bucket

Removed value: -{
-  "description": "month|quarter (def month)",
-  "type": "string"
-}

removedInput schema / properties / --country

Removed value: -{
-  "description": "reporting country (ISO 2) to scope the directory",
-  "type": "string"
-}

removedInput schema / properties / --name

Removed value: -{
-  "description": "company name (used with --country when no tax id)",
-  "type": "string"
-}

removedInput schema / properties / --taxId

Removed value: -{
-  "description": "company tax id (RUC/NIT/RUT) — the strong identity key",
-  "type": "string"
-}

addedInput schema / properties / bucket

Added value: +{
+  "description": "month|quarter (def month)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / country

Added value: +{
+  "description": "reporting country (ISO 2) to scope the directory",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / name

Added value: +{
+  "description": "company name (used with --country when no tax id)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / taxId

Added value: +{
+  "description": "company tax id (RUC/NIT/RUT) — the strong identity key",
+  "maxLength": 8000,
+  "type": "string"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "bucket": {
+          "type": "string"
+        },
+        "companyKey": {
+          "type": "string"
+        },
+        "firstSeen": {
+          "type": "string"
+        },
+        "history": {
+          "$ref": "#/$defs/value1"
+        },
+        "lastSeen": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "peakMonths": {
+          "$ref": "#/$defs/value10"
+        },
+        "series": {
+          "$ref": "#/$defs/value11"
+        },
+        "totalValueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "trend": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "bucket",
+        "companyKey",
+        "firstSeen",
+        "history",
+        "lastSeen",
+        "name",
+        "peakMonths",
+        "series",
+        "totalValueUsd",
+        "trend"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "action": {
+          "type": "string"
+        },
+        "builtAt": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "correctionsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "factsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "reason": {
+          "type": "string"
+        },
+        "scope": {
+          "$ref": "#/$defs/value2"
+        },
+        "state": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "action",
+        "builtAt",
+        "correctionsThrough",
+        "factsThrough",
+        "reason",
+        "scope",
+        "state"
+      ],
+      "type": "object"
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "integer"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value12"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "additionalProperties": false,
+      "properties": {
+        "monthOfYear": {
+          "type": "integer"
+        },
+        "period": {
+          "type": "string"
+        },
+        "shipmentCount": {
+          "type": "integer"
+        },
+        "valueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "weightKg": {
+          "type": "number"
+        }
+      },
+      "required": [
+        "monthOfYear",
+        "period",
+        "shipmentCount",
+        "valueUsd",
+        "weightKg"
+      ],
+      "type": "object"
+    },
+    "value13": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value15"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value16": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value17": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value18"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value18": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value19": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "additionalProperties": false,
+      "properties": {
+        "CompanyKeys": {
+          "$ref": "#/$defs/value3"
+        },
+        "Destination": {
+          "type": "string"
+        },
+        "Empty": {
+          "type": "boolean"
+        },
+        "From": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "GroupBy": {
+          "$ref": "#/$defs/value5"
+        },
+        "HS2": {
+          "type": "string"
+        },
+        "HS6": {
+          "type": "string"
+        },
+        "NormalizedNames": {
+          "$ref": "#/$defs/value4"
+        },
+        "Origin": {
+          "type": "string"
+        },
+        "Population": {
+          "type": "string"
+        },
+        "ReportingCountry": {
+          "type": "string"
+        },
+        "RetainedFilters": {
+          "$ref": "#/$defs/value7"
+        },
+        "Role": {
+          "type": "string"
+        },
+        "Source": {
+          "type": "string"
+        },
+        "To": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "Transport": {
+          "type": "string"
+        },
+        "Unsupported": {
+          "$ref": "#/$defs/value6"
+        }
+      },
+      "required": [
+        "CompanyKeys",
+        "Destination",
+        "Empty",
+        "From",
+        "GroupBy",
+        "HS2",
+        "HS6",
+        "NormalizedNames",
+        "Origin",
+        "Population",
+        "ReportingCountry",
+        "RetainedFilters",
+        "Role",
+        "Source",
+        "To",
+        "Transport",
+        "Unsupported"
+      ],
+      "type": "object"
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value8"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value8": {
+      "additionalProperties": false,
+      "properties": {
+        "Column": {
+          "type": "string"
+        },
+        "Prefix": {
+          "type": "boolean"
+        },
+        "Values": {
+          "$ref": "#/$defs/value9"
+        }
+      },
+      "required": [
+        "Column",
+        "Prefix",
+        "Values"
+      ],
+      "type": "object"
+    },
+    "value9": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value19"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value14"
+    },
+    "stats": {
+      "$ref": "#/$defs/value16"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value17"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

A3.6/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so safety and repeatability are covered structurally. The description adds that output includes a derived trend and peak months, which is mildly informative behavioral context, but omits anything about data range, latency, or behavior on missing/unknown company identity. An output schema exists, so return-value detail is largely redundant here.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence that names the resource, the granularity options, and the key derived outputs with no filler. Every clause earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only, annotated tool with a full output schema and fully described parameters, the description covers what is returned and at what granularity. It does not mention the identity-resolution requirement (taxId as the strong key, or name + country) or the extent of history covered, leaving minor gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, with taxId, name, bucket, and country all documented in the schema itself. The description only restates the month/quarter bucketing already covered by the bucket parameter, so it adds no syntax or format detail beyond the schema. Baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

"Returns one company's value and shipment series by month or quarter, with trend and peak months" states a concrete verb (returns) plus the exact resource and granularity, so the agent knows this is a per-company time series, not a market-level one. It distinguishes itself implicitly from trend-oriented siblings, but never names an alternative tool to disambiguate from exim__market__trend or exim__shipments__price-trend.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The scope phrase "one company's" implies the use case (single-company historical trade analysis), but there is no explicit when-to-use, when-not-to-use, or named alternative. The agent must infer that market/route-wide trends belong to other tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All EximAgent tools Inspect

Try in Browser

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Company trade over time

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

Resources