EximAgent

Fastest-growing importers

exim__market__growth

Read-onlyIdempotent

Lists importers whose recent import value grew past a minimum ratio versus the prior period, by country and HS code. Use it to find expanding buyers.

Input Schema

Name	Required	Description
`limit`	No	max rows (1-1000, default 100)
`hsCode`	No	HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).
`country`	No	reporting country (ISO 2) to scope the directory
`minGrowth`	No	min growth ratio (def 0.25)
`sinceMonths`	No	Lookback window in months, 1 to 120 (default 12).

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.

Changed58 schema fields changedOct 28, 2026

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

removedOutput schema / $defs / value12 / anyOf

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

addedOutput schema / $defs / value12 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value14"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value13"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value15"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value18"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

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

removedOutput schema / $defs / value13 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value14"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value13 / properties

Added value: +{
+  "company_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "created_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "discovery_source": {
+    "type": "string"
+  },
+  "evidence_tier": {
+    "type": "integer"
+  },
+  "id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "match_reasons": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "priority": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "reasoning": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "score": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "target_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "target_kind": {
+    "type": "string"
+  },
+  "updated_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "user_id": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value13 / required

Added value: +[
+  "company_id",
+  "created_at",
+  "discovery_source",
+  "evidence_tier",
+  "id",
+  "match_reasons",
+  "priority",
+  "reasoning",
+  "score",
+  "target_id",
+  "target_kind",
+  "updated_at",
+  "user_id"
+]

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

addedOutput schema / $defs / value14 / properties / address

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

addedOutput schema / $defs / value14 / properties / base_url

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

addedOutput schema / $defs / value14 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value14 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value14 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value14 / properties / country

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

addedOutput schema / $defs / value14 / properties / description

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

addedOutput schema / $defs / value14 / properties / id

Added value: +{
+  "anyOf": [
+    {
+      "format": "uuid",
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value14 / properties / industry

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

removedOutput schema / $defs / value14 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value14 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value14 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value14 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value14 / properties / trade_potential

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

addedOutput schema / $defs / value14 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value14 / properties / updated_at

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

addedOutput schema / $defs / value14 / properties / url

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

changedOutput schema / $defs / value14 / required

Previous value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]New value: +[
+  "address",
+  "base_url",
+  "canonical_url",
+  "country",
+  "description",
+  "id",
+  "industry",
+  "name",
+  "resolution_source",
+  "trade_potential",
+  "trade_potential_reasoning",
+  "updated_at",
+  "url"
+]

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

removedOutput schema / $defs / value15 / anyOf

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

addedOutput schema / $defs / value15 / properties

Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value17"
+  },
+  "canonical_url": {
+    "type": "string"
+  },
+  "collection_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_country": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "company_name": {
+    "type": "string"
+  },
+  "company_url": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "created_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "discovery_source": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "id": {
+    "anyOf": [
+      {
+        "format": "uuid",
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "keywords": {
+    "$ref": "#/$defs/value16"
+  },
+  "match_reasons": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "outreach_stage": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "priority": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "reasoning": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "score": {
+    "anyOf": [
+      {
+        "type": "number"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "updated_at": {
+    "anyOf": [
+      {
+        "type": "string"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value15 / required

Added value: +[
+  "ai_column_meta",
+  "ai_column_values",
+  "canonical_url",
+  "collection_id",
+  "company_country",
+  "company_id",
+  "company_name",
+  "company_url",
+  "created_at",
+  "discovery_source",
+  "id",
+  "keywords",
+  "match_reasons",
+  "outreach_stage",
+  "priority",
+  "reasoning",
+  "score",
+  "updated_at"
+]

addedOutput schema / $defs / value15 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value16 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value17"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value17 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value17 / anyOf

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

removedOutput schema / $defs / value17 / properties

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

removedOutput schema / $defs / value17 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value17 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value18 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value18 / anyOf

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

addedOutput schema / $defs / value18 / properties

Added value: +{
+  "displayName": {
+    "type": "string"
+  },
+  "message": {
+    "type": "string"
+  },
+  "pendingId": {
+    "type": "string"
+  },
+  "reportingCountry": {
+    "type": "string"
+  },
+  "status": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value18 / required

Added value: +[
+  "displayName",
+  "message",
+  "pendingId",
+  "reportingCountry",
+  "status"
+]

addedOutput schema / $defs / value18 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value19

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "id": {
+      "type": "string"
+    },
+    "url": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "id",
+    "url"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value20

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

addedOutput schema / $defs / value21

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value22"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value22

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "command": {
+      "type": "string"
+    },
+    "cost": {
+      "type": "string"
+    },
+    "label": {
+      "type": "string"
+    },
+    "rationale": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "command",
+    "cost",
+    "label",
+    "rationale"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value23

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

addedOutput schema / $defs / value24

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value25"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value25

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "message": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "message"
+  ],
+  "type": "object"
+}

addedOutput schema / $defs / value26

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value18"New value: +"#/$defs/value26"

addedOutput schema / properties / data / properties / context / anyOf

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value19"
+      },
+      "sourceObservation": {
+        "type": [
+          "null",
+          "boolean",
+          "number",
+          "string",
+          "array",
+          "object"
+        ]
+      }
+    },
+    "required": [
+      "sourceObservation"
+    ],
+    "type": "object"
+  }
+]

removedOutput schema / properties / data / properties / context / type

Removed value: -[
-  "null",
-  "boolean",
-  "number",
-  "string",
-  "array",
-  "object"
-]

changedOutput schema / properties / data / properties / items / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value0"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "anyOf": [
+        {
+          "$ref": "#/$defs/value0"
+        },
+        {
+          "$ref": "#/$defs/value12"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value13"New value: +"#/$defs/value21"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value23"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value16"New value: +"#/$defs/value24"

Changed73 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs6": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs6"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]

removedInput schema / properties / hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / since

Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}

addedInput schema / properties / sinceMonths

Added value: +{
+  "description": "Lookback window in months, 1 to 120 (default 12).",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}

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

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 / value11 / anyOf

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

changedOutput schema / $defs / value12 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value13"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value13 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value13 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value14"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value13 / properties

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

removedOutput schema / $defs / value13 / required

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

removedOutput schema / $defs / value13 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value14 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value14 / anyOf

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

addedOutput schema / $defs / value14 / properties

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

addedOutput schema / $defs / value14 / required

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

addedOutput schema / $defs / value14 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value15 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value16 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value17"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / properties

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

removedOutput schema / $defs / value16 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value16 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value17 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value17 / anyOf

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

addedOutput schema / $defs / value17 / properties

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

addedOutput schema / $defs / value17 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value17 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value18

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

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

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value12"New value: +"#/$defs/value13"

changedOutput schema / properties / stats / $ref

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

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value16"

Changed73 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hsCode": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hsCode"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hs6": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hs6"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]

addedInput schema / properties / hs6

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / hsCode

Removed value: -{
-  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / since

Added value: +{
+  "description": "number of lookback months, 1 to 120 (default 12)",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}

removedInput schema / properties / sinceMonths

Removed value: -{
-  "description": "Lookback window in months, 1 to 120 (default 12).",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}

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

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 / value11 / anyOf

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

changedOutput schema / $defs / value12 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": [
-        "null",
-        "boolean",
-        "number",
-        "string",
-        "array",
-        "object"
-      ]
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value13"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value13 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value13 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value14"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value13 / properties

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

addedOutput schema / $defs / value13 / required

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

addedOutput schema / $defs / value13 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value14 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value14 / anyOf

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

removedOutput schema / $defs / value14 / properties

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

removedOutput schema / $defs / value14 / required

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

removedOutput schema / $defs / value14 / type
```
Removed value: -"object"
```

changedOutput schema / $defs / value15 / anyOf

Previous value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value16"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

addedOutput schema / $defs / value16 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value16 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value17"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value16 / properties

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

addedOutput schema / $defs / value16 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value16 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value17 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value17 / anyOf

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

removedOutput schema / $defs / value17 / properties

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

removedOutput schema / $defs / value17 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value17 / type
```
Removed value: -"object"
```

removedOutput schema / $defs / value18

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

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

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value13"New value: +"#/$defs/value12"

changedOutput schema / properties / stats / $ref

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

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value16"New value: +"#/$defs/value15"

Changed73 schema fields changedOct 14, 2026

changedInput schema / not / anyOf

Previous value: -[
-  {
-    "not": {
-      "anyOf": [
-        {
-          "properties": {
-            "hs6": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "hs6"
-          ]
-        },
-        {
-          "properties": {
-            "country": {
-              "minLength": 1,
-              "type": "string"
-            }
-          },
-          "required": [
-            "country"
-          ]
-        }
-      ]
-    }
-  }
-]New value: +[
+  {
+    "not": {
+      "anyOf": [
+        {
+          "properties": {
+            "hsCode": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "hsCode"
+          ]
+        },
+        {
+          "properties": {
+            "country": {
+              "minLength": 1,
+              "type": "string"
+            }
+          },
+          "required": [
+            "country"
+          ]
+        }
+      ]
+    }
+  }
+]

removedInput schema / properties / hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / since

Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "maximum": 120,
-  "minimum": 1,
-  "type": "integer"
-}

addedInput schema / properties / sinceMonths

Added value: +{
+  "description": "Lookback window in months, 1 to 120 (default 12).",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}

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

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 / value11 / anyOf

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

changedOutput schema / $defs / value12 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value13"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value13 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value13 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value14"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value13 / properties

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

removedOutput schema / $defs / value13 / required

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

removedOutput schema / $defs / value13 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value14 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value14 / anyOf

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

addedOutput schema / $defs / value14 / properties

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

addedOutput schema / $defs / value14 / required

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

addedOutput schema / $defs / value14 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value15 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value16"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value16 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value17"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value16 / properties

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

removedOutput schema / $defs / value16 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value16 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value17 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value17 / anyOf

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

addedOutput schema / $defs / value17 / properties

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

addedOutput schema / $defs / value17 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value17 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value18

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

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

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value12"New value: +"#/$defs/value13"

changedOutput schema / properties / stats / $ref

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

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value15"New value: +"#/$defs/value16"

Changed12 schema fields changedOct 13, 2026

addedInput schema / not

Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "properties": {
+              "hs6": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "hs6"
+            ]
+          },
+          {
+            "properties": {
+              "country": {
+                "minLength": 1,
+                "type": "string"
+              }
+            },
+            "required": [
+              "country"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}

removedInput schema / properties / --country

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

removedInput schema / properties / --hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "type": "string"
-}

removedInput schema / properties / --limit

Removed value: -{
-  "description": "max rows (1-1000, default 100)",
-  "type": "integer"
-}

removedInput schema / properties / --minGrowth

Removed value: -{
-  "description": "min growth ratio (def 0.25)",
-  "type": "number"
-}

removedInput schema / properties / --since

Removed value: -{
-  "description": "number of lookback months, 1 to 120 (default 12)",
-  "type": "integer"
-}

addedInput schema / properties / country

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

addedInput schema / properties / hs6

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / limit

Added value: +{
+  "description": "max rows (1-1000, default 100)",
+  "maximum": 1000,
+  "minimum": 1,
+  "type": "integer"
+}

addedInput schema / properties / minGrowth

Added value: +{
+  "description": "min growth ratio (def 0.25)",
+  "type": "number"
+}

addedInput schema / properties / since

Added value: +{
+  "description": "number of lookback months, 1 to 120 (default 12)",
+  "maximum": 120,
+  "minimum": 1,
+  "type": "integer"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "companyKey": {
+          "type": "string"
+        },
+        "country": {
+          "type": "string"
+        },
+        "declining": {
+          "type": "boolean"
+        },
+        "firstSeen": {
+          "type": "string"
+        },
+        "growthRatio": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "history": {
+          "$ref": "#/$defs/value1"
+        },
+        "lastSeen": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "priorShipments": {
+          "type": "integer"
+        },
+        "priorValueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "recentShipments": {
+          "type": "integer"
+        },
+        "recentValueUsd": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "shipmentCount": {
+          "type": "integer"
+        },
+        "suppliers": {
+          "$ref": "#/$defs/value10"
+        },
+        "taxId": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "companyKey",
+        "country",
+        "declining",
+        "firstSeen",
+        "growthRatio",
+        "history",
+        "lastSeen",
+        "name",
+        "priorShipments",
+        "priorValueUsd",
+        "recentShipments",
+        "recentValueUsd",
+        "shipmentCount",
+        "suppliers",
+        "taxId"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "action": {
+          "type": "string"
+        },
+        "builtAt": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "correctionsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "factsThrough": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "reason": {
+          "type": "string"
+        },
+        "scope": {
+          "$ref": "#/$defs/value2"
+        },
+        "state": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "action",
+        "builtAt",
+        "correctionsThrough",
+        "factsThrough",
+        "reason",
+        "scope",
+        "state"
+      ],
+      "type": "object"
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value13"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value13": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value16"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value16": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value17": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "additionalProperties": false,
+      "properties": {
+        "CompanyKeys": {
+          "$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": "#/$defs/value17"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value12"
+    },
+    "stats": {
+      "$ref": "#/$defs/value14"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value15"
+    }
+  },
+  "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 readOnly, idempotent, non-destructive, and closed-world, so the safety profile needs no repetition. The description contributes one useful behavioral fact — that growth is measured against the prior period — but does not state that results are ranked by growth rate (implied only by the title), nor how the comparison windows relate to sinceMonths.

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?

Two sentences, zero filler, with the operational definition front-loaded and the use case second. Nothing is repeated from the schema or the annotations.

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?

With five optional parameters, full schema coverage, an output schema, and rich annotations, the description carries what it needs to. The one residual ambiguity is that the 'prior period' length is undefined relative to sinceMonths, which matters for interpreting the growth ratio.

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% and the schema already documents hsCode granularity, limit bounds, minGrowth default 0.25, and the sinceMonths window. The description echoes the minGrowth concept ("minimum ratio") and the country/HS scoping but adds no syntax or interpretation 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?

States a specific verb+resource (lists importers) with the defining condition (import value growth past a minimum ratio vs. the prior period) and the scoping dimensions (country, HS code). It is clear what the tool returns, but it never distinguishes itself from close siblings such as exim__market__momentum, exim__market__entrants, or exim__market__churned.

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?

"Use it to find expanding buyers" gives one positive use case, but there are no exclusions and no named alternatives, despite several sibling market tools that plausibly overlap. An agent must infer which of the market__* family to pick.

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

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