EximAgent

Enrich a company from website

exim__enrich__company

Reads a company's website and returns its description, products with HS codes, certificates, trade markers, ports, branches and contact emails/phones. Pass a URL, or a name to resolve.

Input Schema

Name	Required	Description
`url`	No	Company website URL (https://...). Validated for reachability + that the host is a real business site (not a blog / news / social / aggregator).
`strict`	No	When set, ambiguous company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick.
`address`	No	Street address or city, recorded as resolution context when the name alone is ambiguous.
`compact`	No	Return a slim profile (drop images, evidence snippets, store list, product descriptions) — the core website/products/contacts/trade fields only, for agents that need a compact result.
`company`	No	Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with url).
`country`	No	Country the company is in — narrows the web search to that market. Supply it whenever the name carries its own country or is common across markets, or resolution is biased toward the default region.
`product`	No	What the company trades, recorded as resolution context to separate same-named firms.

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 / value31 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value31 / anyOf

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

addedOutput schema / $defs / value31 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value33"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value32"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value34"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value37"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value31 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value32 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value32 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value33"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value32 / 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 / value32 / 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 / value32 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value33 / properties / address

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

addedOutput schema / $defs / value33 / properties / base_url

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

addedOutput schema / $defs / value33 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value33 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value33 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value33 / properties / country

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

addedOutput schema / $defs / value33 / properties / description

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

addedOutput schema / $defs / value33 / properties / id

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

addedOutput schema / $defs / value33 / properties / industry

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

removedOutput schema / $defs / value33 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value33 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value33 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value33 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value33 / properties / trade_potential

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

addedOutput schema / $defs / value33 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value33 / properties / updated_at

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

addedOutput schema / $defs / value33 / properties / url

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

changedOutput schema / $defs / value33 / 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 / value34 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value34 / anyOf

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

addedOutput schema / $defs / value34 / properties

Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value36"
+  },
+  "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/value35"
+  },
+  "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 / value34 / 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 / value34 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value35 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value36"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value36 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value36 / anyOf

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

removedOutput schema / $defs / value36 / properties

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

removedOutput schema / $defs / value36 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value36 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value37 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value37 / anyOf

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

addedOutput schema / $defs / value37 / properties

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

addedOutput schema / $defs / value37 / required

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

addedOutput schema / $defs / value37 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value38

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

addedOutput schema / $defs / value39

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

addedOutput schema / $defs / value40

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value41"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value41

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 / value42

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

addedOutput schema / $defs / value43

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value44"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value44

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

addedOutput schema / $defs / value45

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value37"New value: +"#/$defs/value45"

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

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value38"
+      },
+      "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/value31"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value32"New value: +"#/$defs/value40"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value34"New value: +"#/$defs/value42"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value35"New value: +"#/$defs/value43"

Changed139 schema fields changedOct 25, 2026

changedOutput schema / $defs / value0 / properties / contacts / $ref
```
Previous value: -"#/$defs/value2"New value: +"#/$defs/value8"
```
changedOutput schema / $defs / value0 / properties / keyFacts / $ref
```
Previous value: -"#/$defs/value7"New value: +"#/$defs/value13"
```

addedOutput schema / $defs / value0 / properties / wikidata

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

changedOutput schema / $defs / value11 / anyOf

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

addedOutput schema / $defs / value12 / properties

Added value: +{
+  "assessmentLabel": {
+    "type": "string"
+  },
+  "confidence": {
+    "type": "number"
+  },
+  "email": {
+    "type": "string"
+  },
+  "linkedin": {
+    "type": "string"
+  },
+  "modelInferred": {
+    "type": "boolean"
+  },
+  "name": {
+    "type": "string"
+  },
+  "title": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value12 / required

Added value: +[
+  "assessmentLabel",
+  "confidence",
+  "modelInferred",
+  "name",
+  "title"
+]

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

removedOutput schema / $defs / value13 / anyOf

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

addedOutput schema / $defs / value13 / properties

Added value: +{
+  "adverseMedia": {
+    "type": "string"
+  },
+  "analysisConfidence": {
+    "type": "number"
+  },
+  "assessmentLabel": {
+    "type": "string"
+  },
+  "buyingProducts": {
+    "$ref": "#/$defs/value14"
+  },
+  "certificates": {
+    "$ref": "#/$defs/value17"
+  },
+  "contactPageUrl": {
+    "type": "string"
+  },
+  "evidenceSnippets": {
+    "$ref": "#/$defs/value18"
+  },
+  "evidenceUrls": {
+    "$ref": "#/$defs/value19"
+  },
+  "exposAttended": {
+    "$ref": "#/$defs/value20"
+  },
+  "hqCountry": {
+    "type": "string"
+  },
+  "images": {
+    "$ref": "#/$defs/value21"
+  },
+  "industries": {
+    "$ref": "#/$defs/value23"
+  },
+  "internationalTrade": {
+    "$ref": "#/$defs/value24"
+  },
+  "modelInferred": {
+    "type": "boolean"
+  },
+  "nearestPort": {
+    "type": "string"
+  },
+  "riskFlags": {
+    "$ref": "#/$defs/value25"
+  },
+  "sellingProducts": {
+    "$ref": "#/$defs/value26"
+  },
+  "storesBranchesOffices": {
+    "$ref": "#/$defs/value29"
+  },
+  "tradePotential": {
+    "type": "number"
+  },
+  "tradePotentialReasoning": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value13 / required

Added value: +[
+  "adverseMedia",
+  "analysisConfidence",
+  "assessmentLabel",
+  "buyingProducts",
+  "certificates",
+  "contactPageUrl",
+  "evidenceSnippets",
+  "evidenceUrls",
+  "exposAttended",
+  "hqCountry",
+  "images",
+  "industries",
+  "internationalTrade",
+  "modelInferred",
+  "nearestPort",
+  "riskFlags",
+  "sellingProducts",
+  "storesBranchesOffices",
+  "tradePotential",
+  "tradePotentialReasoning"
+]

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

changedOutput schema / $defs / value14 / anyOf

Previous value: -[
-  {
-    "items": {
-      "type": "string"
-    },
-    "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: +{
+  "description": {
+    "type": "string"
+  },
+  "hsCode": {
+    "type": "string"
+  },
+  "imageUrls": {
+    "$ref": "#/$defs/value16"
+  },
+  "name": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value15 / required

Added value: +[
+  "description",
+  "hsCode",
+  "imageUrls",
+  "name"
+]

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

addedOutput schema / $defs / value16 / anyOf

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

removedOutput schema / $defs / value16 / properties

Removed value: -{
-  "alt": {
-    "type": "string"
-  },
-  "hint": {
-    "type": "string"
-  },
-  "url": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value16 / required

Removed value: -[
-  "alt",
-  "hint",
-  "url"
-]

removedOutput schema / $defs / value16 / type
```
Removed value: -"object"
```
removedOutput schema / $defs / value2 / properties / dropped
```
Removed value: -{
-  "type": "integer"
-}
```

addedOutput schema / $defs / value2 / properties / employees

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value4"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value2 / properties / founded

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

addedOutput schema / $defs / value2 / properties / headquarters

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value3"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

removedOutput schema / $defs / value2 / properties / incomplete
```
Removed value: -{
-  "type": "boolean"
-}
```
addedOutput schema / $defs / value2 / properties / linkedinUrl
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value2 / properties / mails
```
Removed value: -{
-  "$ref": "#/$defs/value3"
-}
```
addedOutput schema / $defs / value2 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value2 / properties / people
```
Removed value: -{
-  "$ref": "#/$defs/value5"
-}
```
removedOutput schema / $defs / value2 / properties / phones
```
Removed value: -{
-  "$ref": "#/$defs/value4"
-}
```

addedOutput schema / $defs / value2 / properties / revenue

Added value: +{
+  "anyOf": [
+    {
+      "$ref": "#/$defs/value5"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value2 / properties / source
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / sourceUrl
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / properties / tickers
```
Added value: +{
+  "$ref": "#/$defs/value6"
+}
```
removedOutput schema / $defs / value2 / properties / truncated
```
Removed value: -{
-  "type": "boolean"
-}
```

changedOutput schema / $defs / value2 / required

Previous value: -[
-  "incomplete",
-  "mails",
-  "phones"
-]New value: +[
+  "name",
+  "source",
+  "sourceUrl"
+]

changedOutput schema / $defs / value20 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value21"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value21 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value21 / anyOf

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

removedOutput schema / $defs / value21 / properties

Removed value: -{
-  "description": {
-    "type": "string"
-  },
-  "hsCode": {
-    "type": "string"
-  },
-  "imageUrls": {
-    "$ref": "#/$defs/value22"
-  },
-  "name": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value21 / required

Removed value: -[
-  "description",
-  "hsCode",
-  "imageUrls",
-  "name"
-]

removedOutput schema / $defs / value21 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value22 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value22 / anyOf

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

addedOutput schema / $defs / value22 / properties

Added value: +{
+  "alt": {
+    "type": "string"
+  },
+  "hint": {
+    "type": "string"
+  },
+  "url": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value22 / required

Added value: +[
+  "alt",
+  "hint",
+  "url"
+]

addedOutput schema / $defs / value22 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value23 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value24"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value24 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value24 / anyOf

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

removedOutput schema / $defs / value24 / properties

Removed value: -{
-  "address": {
-    "type": "string"
-  },
-  "country": {
-    "type": "string"
-  },
-  "name": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value24 / required

Removed value: -[
-  "address",
-  "country",
-  "name"
-]

removedOutput schema / $defs / value24 / type
```
Removed value: -"object"
```

changedOutput schema / $defs / value25 / anyOf

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

removedOutput schema / $defs / value27 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value27 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value27 / properties / description
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value27 / properties / hsCode
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value27 / properties / imageUrls
```
Added value: +{
+  "$ref": "#/$defs/value28"
+}
```
removedOutput schema / $defs / value27 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value27 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value27 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```

changedOutput schema / $defs / value27 / required

Previous value: -[
-  "command",
-  "cost",
-  "label",
-  "rationale"
-]New value: +[
+  "description",
+  "hsCode",
+  "imageUrls",
+  "name"
+]

changedOutput schema / $defs / value28 / anyOf

Previous value: -[
-  {
-    "additionalProperties": {
-      "type": "number"
-    },
-    "type": "object"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  {
+    "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: +{
+  "city": {
+    "type": "string"
+  },
+  "country": {
+    "type": "string"
+  },
+  "region": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value3 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value30 / properties / address
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value30 / properties / code
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value30 / properties / country
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value30 / properties / message
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value30 / properties / name
```
Added value: +{
+  "type": "string"
+}
```

changedOutput schema / $defs / value30 / required

Previous value: -[
-  "code",
-  "message"
-]New value: +[
+  "address",
+  "country",
+  "name"
+]

changedOutput schema / $defs / value31 / anyOf

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

addedOutput schema / $defs / value32

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value33"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value33

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 / value34

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

addedOutput schema / $defs / value35

Added value: +{
+  "anyOf": [
+    {
+      "items": {
+        "$ref": "#/$defs/value36"
+      },
+      "type": "array"
+    },
+    {
+      "type": "null"
+    }
+  ]
+}

addedOutput schema / $defs / value36

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

addedOutput schema / $defs / value37

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

addedOutput schema / $defs / value4 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value4 / anyOf

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

addedOutput schema / $defs / value4 / properties

Added value: +{
+  "asOf": {
+    "type": "string"
+  },
+  "currency": {
+    "type": "string"
+  },
+  "value": {
+    "type": "number"
+  }
+}

addedOutput schema / $defs / value4 / required
```
Added value: +[
+  "value"
+]
```
addedOutput schema / $defs / value4 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value5 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value5 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value6"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value5 / properties

Added value: +{
+  "asOf": {
+    "type": "string"
+  },
+  "currency": {
+    "type": "string"
+  },
+  "value": {
+    "type": "number"
+  }
+}

addedOutput schema / $defs / value5 / required
```
Added value: +[
+  "value"
+]
```
addedOutput schema / $defs / value5 / type
```
Added value: +"object"
```
removedOutput schema / $defs / value6 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value6 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value7"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value6 / properties

Removed value: -{
-  "assessmentLabel": {
-    "type": "string"
-  },
-  "confidence": {
-    "type": "number"
-  },
-  "email": {
-    "type": "string"
-  },
-  "linkedin": {
-    "type": "string"
-  },
-  "modelInferred": {
-    "type": "boolean"
-  },
-  "name": {
-    "type": "string"
-  },
-  "title": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value6 / required

Removed value: -[
-  "assessmentLabel",
-  "confidence",
-  "modelInferred",
-  "name",
-  "title"
-]

removedOutput schema / $defs / value6 / type
```
Removed value: -"object"
```
removedOutput schema / $defs / value7 / properties / adverseMedia
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value7 / properties / analysisConfidence
```
Removed value: -{
-  "type": "number"
-}
```
removedOutput schema / $defs / value7 / properties / assessmentLabel
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value7 / properties / buyingProducts
```
Removed value: -{
-  "$ref": "#/$defs/value8"
-}
```
removedOutput schema / $defs / value7 / properties / certificates
```
Removed value: -{
-  "$ref": "#/$defs/value11"
-}
```
removedOutput schema / $defs / value7 / properties / contactPageUrl
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value7 / properties / evidenceSnippets
```
Removed value: -{
-  "$ref": "#/$defs/value12"
-}
```
removedOutput schema / $defs / value7 / properties / evidenceUrls
```
Removed value: -{
-  "$ref": "#/$defs/value13"
-}
```
addedOutput schema / $defs / value7 / properties / exchange
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value7 / properties / exposAttended
```
Removed value: -{
-  "$ref": "#/$defs/value14"
-}
```
removedOutput schema / $defs / value7 / properties / hqCountry
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value7 / properties / images
```
Removed value: -{
-  "$ref": "#/$defs/value15"
-}
```
removedOutput schema / $defs / value7 / properties / industries
```
Removed value: -{
-  "$ref": "#/$defs/value17"
-}
```
removedOutput schema / $defs / value7 / properties / internationalTrade
```
Removed value: -{
-  "$ref": "#/$defs/value18"
-}
```
addedOutput schema / $defs / value7 / properties / mic
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value7 / properties / modelInferred
```
Removed value: -{
-  "type": "boolean"
-}
```
removedOutput schema / $defs / value7 / properties / nearestPort
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value7 / properties / riskFlags
```
Removed value: -{
-  "$ref": "#/$defs/value19"
-}
```
removedOutput schema / $defs / value7 / properties / sellingProducts
```
Removed value: -{
-  "$ref": "#/$defs/value20"
-}
```
removedOutput schema / $defs / value7 / properties / storesBranchesOffices
```
Removed value: -{
-  "$ref": "#/$defs/value23"
-}
```
addedOutput schema / $defs / value7 / properties / symbol
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value7 / properties / tradePotential
```
Removed value: -{
-  "type": "number"
-}
```
removedOutput schema / $defs / value7 / properties / tradePotentialReasoning
```
Removed value: -{
-  "type": "string"
-}
```

changedOutput schema / $defs / value7 / required

Previous value: -[
-  "adverseMedia",
-  "analysisConfidence",
-  "assessmentLabel",
-  "buyingProducts",
-  "certificates",
-  "contactPageUrl",
-  "evidenceSnippets",
-  "evidenceUrls",
-  "exposAttended",
-  "hqCountry",
-  "images",
-  "industries",
-  "internationalTrade",
-  "modelInferred",
-  "nearestPort",
-  "riskFlags",
-  "sellingProducts",
-  "storesBranchesOffices",
-  "tradePotential",
-  "tradePotentialReasoning"
-]New value: +[
+  "exchange",
+  "mic",
+  "symbol"
+]

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: +{
+  "dropped": {
+    "type": "integer"
+  },
+  "incomplete": {
+    "type": "boolean"
+  },
+  "mails": {
+    "$ref": "#/$defs/value9"
+  },
+  "people": {
+    "$ref": "#/$defs/value11"
+  },
+  "phones": {
+    "$ref": "#/$defs/value10"
+  },
+  "truncated": {
+    "type": "boolean"
+  }
+}

addedOutput schema / $defs / value8 / required

Added value: +[
+  "incomplete",
+  "mails",
+  "phones"
+]

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: -{
-  "description": {
-    "type": "string"
-  },
-  "hsCode": {
-    "type": "string"
-  },
-  "imageUrls": {
-    "$ref": "#/$defs/value10"
-  },
-  "name": {
-    "type": "string"
-  }
-}

removedOutput schema / $defs / value9 / required

Removed value: -[
-  "description",
-  "hsCode",
-  "imageUrls",
-  "name"
-]

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value31"New value: +"#/$defs/value37"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value26"New value: +"#/$defs/value32"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value28"New value: +"#/$defs/value34"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value29"New value: +"#/$defs/value35"

Changed2 schema fields changedOct 14, 2026

changedInput schema / properties / company / description

Previous value: -"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with --url)."New value: +"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with url)."

changedInput schema / properties / strict / description

Previous value: -"When set, ambiguous --company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."New value: +"When set, ambiguous company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."

Changed2 schema fields changedOct 14, 2026

changedInput schema / properties / company / description

Previous value: -"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with url)."New value: +"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with --url)."

changedInput schema / properties / strict / description

Previous value: -"When set, ambiguous company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."New value: +"When set, ambiguous --company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."

Changed2 schema fields changedOct 14, 2026

changedInput schema / properties / company / description

Previous value: -"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with --url)."New value: +"Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with url)."

changedInput schema / properties / strict / description

Previous value: -"When set, ambiguous --company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."New value: +"When set, ambiguous company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick."

Changed16 schema fields changedOct 13, 2026

addedInput schema / not

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

removedInput schema / properties / --address

Removed value: -{
-  "description": "Street address or city, recorded as resolution context when the name alone is ambiguous.",
-  "type": "string"
-}

removedInput schema / properties / --compact

Removed value: -{
-  "description": "Return a slim profile (drop images, evidence snippets, store list, product descriptions) — the core website/products/contacts/trade fields only, for agents that need a compact result.",
-  "type": "boolean"
-}

removedInput schema / properties / --company

Removed value: -{
-  "description": "Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with --url).",
-  "type": "string"
-}

removedInput schema / properties / --country

Removed value: -{
-  "description": "Country the company is in — narrows the web search to that market. Supply it whenever the name carries its own country or is common across markets, or resolution is biased toward the default region.",
-  "type": "string"
-}

removedInput schema / properties / --product

Removed value: -{
-  "description": "What the company trades, recorded as resolution context to separate same-named firms.",
-  "type": "string"
-}

removedInput schema / properties / --strict

Removed value: -{
-  "description": "When set, ambiguous --company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick.",
-  "type": "boolean"
-}

removedInput schema / properties / --url

Removed value: -{
-  "description": "Company website URL (https://...). Validated for reachability + that the host is a real business site (not a blog / news / social / aggregator).",
-  "type": "string"
-}

addedInput schema / properties / address

Added value: +{
+  "description": "Street address or city, recorded as resolution context when the name alone is ambiguous.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / compact

Added value: +{
+  "description": "Return a slim profile (drop images, evidence snippets, store list, product descriptions) — the core website/products/contacts/trade fields only, for agents that need a compact result.",
+  "type": "boolean"
+}

addedInput schema / properties / company

Added value: +{
+  "description": "Company name — we resolve a likely website via web search. Ambiguous names return a candidates list to disambiguate (ask the user to pick, then re-run with --url).",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / country

Added value: +{
+  "description": "Country the company is in — narrows the web search to that market. Supply it whenever the name carries its own country or is common across markets, or resolution is biased toward the default region.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / product

Added value: +{
+  "description": "What the company trades, recorded as resolution context to separate same-named firms.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / strict

Added value: +{
+  "description": "When set, ambiguous --company names return a blocking candidates list instead of auto-picking the top match. Single-input only; bulk runs always auto-pick.",
+  "type": "boolean"
+}

addedInput schema / properties / url

Added value: +{
+  "description": "Company website URL (https://...). Validated for reachability + that the host is a real business site (not a blog / news / social / aggregator).",
+  "format": "url",
+  "maxLength": 8000,
+  "type": "string"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "canonicalUrl": {
+          "type": "string"
+        },
+        "contacts": {
+          "$ref": "#/$defs/value2"
+        },
+        "description": {
+          "type": "string"
+        },
+        "keyFacts": {
+          "$ref": "#/$defs/value7"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "name": {
+          "type": "string"
+        },
+        "pagesCrawled": {
+          "type": "integer"
+        },
+        "producedAt": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/value1"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "snippet": {
+          "type": "string"
+        },
+        "status": {
+          "type": "string"
+        },
+        "title": {
+          "type": "string"
+        },
+        "url": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "canonicalUrl",
+        "contacts",
+        "description",
+        "keyFacts",
+        "modelInferred",
+        "name",
+        "pagesCrawled",
+        "status"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "at": {
+          "format": "date-time",
+          "type": "string"
+        },
+        "precision": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "at",
+        "precision"
+      ],
+      "type": "object"
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value13": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value14": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value15": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value16"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value16": {
+      "additionalProperties": false,
+      "properties": {
+        "alt": {
+          "type": "string"
+        },
+        "hint": {
+          "type": "string"
+        },
+        "url": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "alt",
+        "hint",
+        "url"
+      ],
+      "type": "object"
+    },
+    "value17": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value18": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value19": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "additionalProperties": false,
+      "properties": {
+        "dropped": {
+          "type": "integer"
+        },
+        "incomplete": {
+          "type": "boolean"
+        },
+        "mails": {
+          "$ref": "#/$defs/value3"
+        },
+        "people": {
+          "$ref": "#/$defs/value5"
+        },
+        "phones": {
+          "$ref": "#/$defs/value4"
+        },
+        "truncated": {
+          "type": "boolean"
+        }
+      },
+      "required": [
+        "incomplete",
+        "mails",
+        "phones"
+      ],
+      "type": "object"
+    },
+    "value20": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value21"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value21": {
+      "additionalProperties": false,
+      "properties": {
+        "description": {
+          "type": "string"
+        },
+        "hsCode": {
+          "type": "string"
+        },
+        "imageUrls": {
+          "$ref": "#/$defs/value22"
+        },
+        "name": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "description",
+        "hsCode",
+        "imageUrls",
+        "name"
+      ],
+      "type": "object"
+    },
+    "value22": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value23": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value24"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value24": {
+      "additionalProperties": false,
+      "properties": {
+        "address": {
+          "type": "string"
+        },
+        "country": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "address",
+        "country",
+        "name"
+      ],
+      "type": "object"
+    },
+    "value25": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value26": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value27"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value27": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value28": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value29": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value30"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value30": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value31": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value6"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "additionalProperties": false,
+      "properties": {
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "confidence": {
+          "type": "number"
+        },
+        "email": {
+          "type": "string"
+        },
+        "linkedin": {
+          "type": "string"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "name": {
+          "type": "string"
+        },
+        "title": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "assessmentLabel",
+        "confidence",
+        "modelInferred",
+        "name",
+        "title"
+      ],
+      "type": "object"
+    },
+    "value7": {
+      "additionalProperties": false,
+      "properties": {
+        "adverseMedia": {
+          "type": "string"
+        },
+        "analysisConfidence": {
+          "type": "number"
+        },
+        "assessmentLabel": {
+          "type": "string"
+        },
+        "buyingProducts": {
+          "$ref": "#/$defs/value8"
+        },
+        "certificates": {
+          "$ref": "#/$defs/value11"
+        },
+        "contactPageUrl": {
+          "type": "string"
+        },
+        "evidenceSnippets": {
+          "$ref": "#/$defs/value12"
+        },
+        "evidenceUrls": {
+          "$ref": "#/$defs/value13"
+        },
+        "exposAttended": {
+          "$ref": "#/$defs/value14"
+        },
+        "hqCountry": {
+          "type": "string"
+        },
+        "images": {
+          "$ref": "#/$defs/value15"
+        },
+        "industries": {
+          "$ref": "#/$defs/value17"
+        },
+        "internationalTrade": {
+          "$ref": "#/$defs/value18"
+        },
+        "modelInferred": {
+          "type": "boolean"
+        },
+        "nearestPort": {
+          "type": "string"
+        },
+        "riskFlags": {
+          "$ref": "#/$defs/value19"
+        },
+        "sellingProducts": {
+          "$ref": "#/$defs/value20"
+        },
+        "storesBranchesOffices": {
+          "$ref": "#/$defs/value23"
+        },
+        "tradePotential": {
+          "type": "number"
+        },
+        "tradePotentialReasoning": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "adverseMedia",
+        "analysisConfidence",
+        "assessmentLabel",
+        "buyingProducts",
+        "certificates",
+        "contactPageUrl",
+        "evidenceSnippets",
+        "evidenceUrls",
+        "exposAttended",
+        "hqCountry",
+        "images",
+        "industries",
+        "internationalTrade",
+        "modelInferred",
+        "nearestPort",
+        "riskFlags",
+        "sellingProducts",
+        "storesBranchesOffices",
+        "tradePotential",
+        "tradePotentialReasoning"
+      ],
+      "type": "object"
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value9"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value9": {
+      "additionalProperties": false,
+      "properties": {
+        "description": {
+          "type": "string"
+        },
+        "hsCode": {
+          "type": "string"
+        },
+        "imageUrls": {
+          "$ref": "#/$defs/value10"
+        },
+        "name": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "description",
+        "hsCode",
+        "imageUrls",
+        "name"
+      ],
+      "type": "object"
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value31"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value26"
+    },
+    "stats": {
+      "$ref": "#/$defs/value28"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value29"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

A4/5.0

Behavior3/5

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

The description adds the return shape, which is beyond what the annotations declare, and it is consistent with openWorldHint=true (it fetches a live website). However, the annotations set readOnlyHint=false and idempotentHint=false while the description only says it 'reads' — it discloses neither what side effect occurs (e.g., a persisted/stored enriched profile) nor that repeated runs may differ. With annotations present the bar is lower, but the non-read-only behavior is unaddressed.

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 return surface front-loaded before the input note. Nothing repeats the title or restates structured fields unnecessarily.

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?

A return-value schema exists, so the description needn't enumerate outputs in depth, yet it does helpfully. For a 7-parameter, non-read-only, open-world enrichment tool, the remaining gap is routing guidance against the many nearby company/profile tools; otherwise an agent has enough to call it correctly.

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

Parameters4/5

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

Schema coverage is 100% and each parameter carries a rich description, so the schema does the heavy lifting. The description still adds value by collapsing the convoluted not/anyOf 'exactly one of url|company' construct into the plain sentence 'Pass a URL, or a name to resolve,' which an agent can act on without parsing the JSON logic.

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

Purpose5/5

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

States a specific verb+resource ('reads a company's website') and enumerates the returned artifacts (description, products with HS codes, certificates, trade markers, ports, branches, contacts), which no sibling tool's name implies. An agent can distinguish this enrichment tool from exim__enrich__contact or exim__companies__profile based on the stated output surface.

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?

'Pass a URL, or a name to resolve' gives the two input modes but never says when to prefer this over exim__company__resolve, exim__profile__extract, or exim__companies__profile. Prerequisites (does a resolved company need to exist first? when to use name+country vs url) are left implicit.

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.

Enrich a company from website

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

Resources