EximAgent

LinkedIn company lookup

exim__linkedin__lookup

Read-onlyIdempotent

Resolves company names, websites or LinkedIn URLs to canonical LinkedIn company pages and returns structured profiles.

Input Schema

Name	Required	Description	Default
`urls`	No	Comma-separated LinkedIn company URLs (canonical, e.g. https://linkedin.com/company/<slug>)
`queries`	No	Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with urls to include both in one request.

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 / value10

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

addedOutput schema / $defs / value11

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

addedOutput schema / $defs / value12

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

addedOutput schema / $defs / value13

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 / value14

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

addedOutput schema / $defs / value15

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

addedOutput schema / $defs / value16

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

addedOutput schema / $defs / value17

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

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

removedOutput schema / $defs / value3 / anyOf

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

addedOutput schema / $defs / value3 / properties

Added value: +{
+  "company": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value5"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "fit": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value4"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "membership": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value6"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  },
+  "pending": {
+    "anyOf": [
+      {
+        "$ref": "#/$defs/value9"
+      },
+      {
+        "type": "null"
+      }
+    ]
+  }
+}

addedOutput schema / $defs / value3 / type
```
Added value: +"object"
```
addedOutput schema / $defs / value4 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value4 / anyOf

Removed value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value5"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]

addedOutput schema / $defs / value4 / 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 / value4 / 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 / value4 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value5 / properties / address

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

addedOutput schema / $defs / value5 / properties / base_url

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

addedOutput schema / $defs / value5 / properties / canonical_url
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value5 / properties / command
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / $defs / value5 / properties / cost
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / $defs / value5 / properties / country

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

addedOutput schema / $defs / value5 / properties / description

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

addedOutput schema / $defs / value5 / properties / id

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

addedOutput schema / $defs / value5 / properties / industry

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

removedOutput schema / $defs / value5 / properties / label
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value5 / properties / name
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / $defs / value5 / properties / rationale
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / $defs / value5 / properties / resolution_source
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value5 / properties / trade_potential

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

addedOutput schema / $defs / value5 / properties / trade_potential_reasoning

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

addedOutput schema / $defs / value5 / properties / updated_at

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

addedOutput schema / $defs / value5 / properties / url

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

changedOutput schema / $defs / value5 / 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 / value6 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value6 / anyOf

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

addedOutput schema / $defs / value6 / properties

Added value: +{
+  "ai_column_meta": {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  "ai_column_values": {
+    "$ref": "#/$defs/value8"
+  },
+  "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/value7"
+  },
+  "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 / value6 / 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 / value6 / 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: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value8 / properties

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

removedOutput schema / $defs / value8 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value8 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value9 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value9 / anyOf

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

addedOutput schema / $defs / value9 / properties

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

addedOutput schema / $defs / value9 / required

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

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value9"New value: +"#/$defs/value17"

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

Added value: +[
+  {
+    "type": [
+      "null",
+      "boolean",
+      "number",
+      "string",
+      "array",
+      "object"
+    ]
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "collection": {
+        "$ref": "#/$defs/value10"
+      },
+      "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/value3"
+        }
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value4"New value: +"#/$defs/value12"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value6"New value: +"#/$defs/value14"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value7"New value: +"#/$defs/value15"

Changed37 schema fields changedOct 25, 2026

addedOutput schema / $defs / value1 / properties / companySize
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value1 / properties / employeesOnLinkedin
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / $defs / value1 / properties / founded
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / $defs / value1 / properties / headquarters

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

addedOutput schema / $defs / value1 / properties / industry
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value1 / properties / type
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / $defs / value2 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value2 / anyOf

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

addedOutput schema / $defs / value2 / properties

Added value: +{
+  "city": {
+    "type": "string"
+  },
+  "country": {
+    "type": "string"
+  },
+  "region": {
+    "type": "string"
+  }
+}

addedOutput schema / $defs / value2 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value3 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value4"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "type": [
+        "null",
+        "boolean",
+        "number",
+        "string",
+        "array",
+        "object"
+      ]
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value4 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value4 / anyOf

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

removedOutput schema / $defs / value4 / properties

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

removedOutput schema / $defs / value4 / required

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

removedOutput schema / $defs / value4 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value5 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value5 / anyOf

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

addedOutput schema / $defs / value5 / properties

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

addedOutput schema / $defs / value5 / required

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

addedOutput schema / $defs / value5 / type
```
Added value: +"object"
```

changedOutput schema / $defs / value6 / anyOf

Previous value: -[
-  {
-    "items": {
-      "$ref": "#/$defs/value7"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "additionalProperties": {
+      "type": "number"
+    },
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value7 / additionalProperties
```
Removed value: -false
```

addedOutput schema / $defs / value7 / anyOf

Added value: +[
+  {
+    "items": {
+      "$ref": "#/$defs/value8"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

removedOutput schema / $defs / value7 / properties

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

removedOutput schema / $defs / value7 / required
```
Removed value: -[
-  "code",
-  "message"
-]
```
removedOutput schema / $defs / value7 / type
```
Removed value: -"object"
```
addedOutput schema / $defs / value8 / additionalProperties
```
Added value: +false
```

removedOutput schema / $defs / value8 / anyOf

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

addedOutput schema / $defs / value8 / properties

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

addedOutput schema / $defs / value8 / required
```
Added value: +[
+  "code",
+  "message"
+]
```
addedOutput schema / $defs / value8 / type
```
Added value: +"object"
```

addedOutput schema / $defs / value9

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

changedOutput schema / properties / _debug / $ref

Previous value: -"#/$defs/value8"New value: +"#/$defs/value9"

changedOutput schema / properties / nextActions / $ref

Previous value: -"#/$defs/value3"New value: +"#/$defs/value4"

changedOutput schema / properties / stats / $ref

Previous value: -"#/$defs/value5"New value: +"#/$defs/value6"

changedOutput schema / properties / warnings / $ref

Previous value: -"#/$defs/value6"New value: +"#/$defs/value7"

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / queries / description

Previous value: -"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with --urls to include both in one request."New value: +"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with urls to include both in one request."

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / queries / description

Previous value: -"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with urls to include both in one request."New value: +"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with --urls to include both in one request."

Changed1 schema field changedOct 14, 2026

changedInput schema / properties / queries / description

Previous value: -"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with --urls to include both in one request."New value: +"Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with urls to include both in one request."

Changed6 schema fields changedOct 13, 2026

addedInput schema / not

Added value: +{
+  "anyOf": [
+    {
+      "not": {
+        "anyOf": [
+          {
+            "properties": {
+              "urls": {
+                "pattern": "[^,\\s]",
+                "type": "string"
+              }
+            },
+            "required": [
+              "urls"
+            ]
+          },
+          {
+            "properties": {
+              "queries": {
+                "pattern": "[^,\\s]",
+                "type": "string"
+              }
+            },
+            "required": [
+              "queries"
+            ]
+          }
+        ]
+      }
+    }
+  ]
+}

removedInput schema / properties / --queries

Removed value: -{
-  "description": "Comma-separated company names OR website URLs OR LinkedIn URLs. Each input is auto-resolved to a canonical linkedin.com/company URL via web search before scraping. Mix freely with --urls; both feed the same batch.",
-  "type": "string"
-}

removedInput schema / properties / --urls

Removed value: -{
-  "description": "Comma-separated LinkedIn company URLs (canonical, e.g. https://linkedin.com/company/<slug>)",
-  "type": "string"
-}

addedInput schema / properties / queries

Added value: +{
+  "description": "Comma-separated company names OR website URLs OR LinkedIn URLs. Canonical linkedin.com/company URLs work best. Mix freely with --urls to include both in one request.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / urls

Added value: +{
+  "description": "Comma-separated LinkedIn company URLs (canonical, e.g. https://linkedin.com/company/<slug>)",
+  "maxLength": 8000,
+  "type": "string"
+}

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "profile": {
+          "$ref": "#/$defs/value1"
+        },
+        "url": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "profile",
+        "url"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "additionalProperties": false,
+      "properties": {
+        "description": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "sameAs": {
+          "type": "string"
+        },
+        "url": {
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
+    "value2": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value4"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value4": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value7"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value7": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value8"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value3"
+    },
+    "stats": {
+      "$ref": "#/$defs/value5"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value6"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

A3.8/5.0

Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=true, and destructiveHint=false, covering the main safety profile. The description adds that results are canonical LinkedIn company pages with structured profiles, but it does not disclose rate limits, ambiguity handling, or other behavioral details beyond the annotations.

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?

The definition is a single front-loaded sentence with no filler. It states the core transformation and output type efficiently.

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?

The tool is simple, has rich annotations, an output schema, and full parameter descriptions, so the short description is nearly sufficient. The main remaining gap is routing guidance versus sibling company-resolution tools.

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%, so the two parameters are already fully documented in the input schema. The description mentions the kinds of inputs accepted but does not add syntax, formatting, or precedence details beyond what the schema provides.

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?

The description uses a specific verb/resource pair: it resolves company names, websites, or LinkedIn URLs to canonical LinkedIn company pages. The LinkedIn-specific canonical-page framing distinguishes it from broader company resolution/enrichment siblings such as exim__company__resolve or exim__enrich__company.

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

Usage Guidelines3/5

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

The accepted input forms imply the use case, but the description does not explicitly state when to choose this tool over alternatives like exim__company__resolve or exim__companies__profile. There are no exclusions or routing conditions, so usage is only implied.

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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LinkedIn company lookup

Input Schema

Output Schema

Schema Changelog

TDQS

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