Cleotic

Get AI traffic

get_ai_traffic

Read-onlyIdempotent

AI crawler visits and AI referrals to the brand's site, from its tracking; connected is false when tracking is not set up. view summary: totals, providers, crawlers, referral sources, pages to improve, by week. view pages: per-page traffic. view evidence: individual visits. Only pages and evidence are paged.

Input Schema

TableJSON Schema

Name	Required	Description
`to`	No	End date, YYYY-MM-DD, inclusive; from equal to to is a single day. Defaults to today; a later date is treated as today.
`from`	No	Start date, YYYY-MM-DD. Defaults to 30 days before to. Windows are at most 180 days and a from after today is refused; a plan with limited history serves only the days it keeps and says so in retention.
`path`	No	Optional exact page path, for example /pricing.
`view`	No	Defaults to summary.
`brand`	Yes	Brand or study: its ID from list_brands, or its name (exact or a unique prefix).
`limit`	No	Rows per page. Defaults to 25, max 100. A page may hold fewer rows to stay within the response size; follow next_cursor.
`cursor`	No	next_cursor from the previous page. Leave out for the first page.
`provider`	No	Optional AI provider, as the summary's systems name it, for example OpenAI; capitalisation does not matter. A provider with no traffic in the period is refused as unknown.
`traffic_type`	No	Optional filter.

Output Schema

TableJSON Schema

Name	Required	Description
`data`	Yes
`generated_at`	Yes	RFC 3339 time the response was made.
`schema_version`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed4 schema fields changedOct 1, 2026

changedInput schema / properties / from / description

Previous value: -"Start date, YYYY-MM-DD. Defaults to 30 days before to; plan retention may shorten it."New value: +"Start date, YYYY-MM-DD. Defaults to 30 days before to. Windows are at most 180 days and a from after today is refused; a plan with limited history serves only the days it keeps and says so in retention."

changedInput schema / properties / provider / description

Previous value: -"Optional AI provider, as the summary's systems name it, for example OpenAI."New value: +"Optional AI provider, as the summary's systems name it, for example OpenAI; capitalisation does not matter. A provider with no traffic in the period is refused as unknown."

changedInput schema / properties / to / description

Previous value: -"End date, YYYY-MM-DD. Defaults to today."New value: +"End date, YYYY-MM-DD, inclusive; from equal to to is a single day. Defaults to today; a later date is treated as today."

changedOutput schema / properties / data / anyOf

Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "ai_referrals": {
-        "type": "integer"
-      },
-      "ai_share": {
-        "description": "AI visits as a percentage of all visits.",
-        "type": "number"
-      },
-      "ai_visits": {
-        "type": "integer"
-      },
-      "brand": {
-        "additionalProperties": false,
-        "properties": {
-          "id": {
-            "type": "string"
-          },
-          "name": {
-            "type": "string"
-          },
-          "url": {
-            "description": "The brand's website, or empty when none is set.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "id",
-          "name",
-          "url"
-        ],
-        "type": "object"
-      },
-      "connected": {
-        "description": "Whether site tracking is set up; when false nothing is measured.",
-        "type": "boolean"
-      },
-      "crawler_visits": {
-        "type": "integer"
-      },
-      "crawlers": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "name": {
-              "type": "string"
-            },
-            "pages": {
-              "type": "integer"
-            },
-            "provider": {
-              "type": "string"
-            },
-            "visits": {
-              "type": "integer"
-            }
-          },
-          "required": [
-            "name",
-            "provider",
-            "visits",
-            "pages"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "latest_visit_at": {
-        "type": "string"
-      },
-      "pages_reached": {
-        "type": "integer"
-      },
-      "pages_to_improve": {
-        "description": "Pages AI crawlers read but people rarely reach from AI answers.",
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "ai_referrals": {
-              "type": "integer"
-            },
-            "ai_visits": {
-              "type": "integer"
-            },
-            "change": {
-              "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
-              "type": [
-                "null",
-                "number"
-              ]
-            },
-            "crawler_visits": {
-              "type": "integer"
-            },
-            "path": {
-              "type": "string"
-            },
-            "providers": {
-              "items": {
-                "type": "string"
-              },
-              "type": "array"
-            },
-            "total_visits": {
-              "type": "integer"
-            },
-            "url": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "path",
-            "url",
-            "total_visits",
-            "ai_visits",
-            "crawler_visits",
-            "ai_referrals",
-            "providers",
-            "change"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "period": {
-        "additionalProperties": false,
-        "properties": {
-          "from": {
-            "description": "First day, YYYY-MM-DD.",
-            "type": "string"
-          },
-          "to": {
-            "description": "Last day, YYYY-MM-DD.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "from",
-          "to"
-        ],
-        "type": "object"
-      },
-      "referral_sources": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "name": {
-              "type": "string"
-            },
-            "pages": {
-              "type": "integer"
-            },
-            "provider": {
-              "type": "string"
-            },
-            "referrals": {
-              "type": "integer"
-            },
-            "source": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "source",
-            "name",
-            "provider",
-            "referrals",
-            "pages"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "systems": {
-        "description": "AI providers, by visits.",
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "ai_referrals": {
-              "type": "integer"
-            },
-            "crawler_visits": {
-              "type": "integer"
-            },
-            "pages": {
-              "type": "integer"
-            },
-            "provider": {
-              "description": "Pass as provider to filter.",
-              "type": "string"
-            }
-          },
-          "required": [
-            "provider",
-            "crawler_visits",
-            "ai_referrals",
-            "pages"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "total_visits": {
-        "type": "integer"
-      },
-      "view": {
-        "type": "string"
-      },
-      "weekly": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "ai_referrals": {
-              "type": "integer"
-            },
-            "crawler_visits": {
-              "type": "integer"
-            },
-            "week_start": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "week_start",
-            "crawler_visits",
-            "ai_referrals"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "brand",
-      "view",
-      "period",
-      "connected",
-      "total_visits",
-      "ai_visits",
-      "ai_share",
-      "crawler_visits",
-      "ai_referrals",
-      "pages_reached",
-      "latest_visit_at",
-      "systems",
-      "crawlers",
-      "referral_sources",
-      "pages_to_improve",
-      "weekly"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "brand": {
-        "additionalProperties": false,
-        "properties": {
-          "id": {
-            "type": "string"
-          },
-          "name": {
-            "type": "string"
-          },
-          "url": {
-            "description": "The brand's website, or empty when none is set.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "id",
-          "name",
-          "url"
-        ],
-        "type": "object"
-      },
-      "connected": {
-        "type": "boolean"
-      },
-      "pages": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "ai_referrals": {
-              "type": "integer"
-            },
-            "ai_visits": {
-              "type": "integer"
-            },
-            "change": {
-              "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
-              "type": [
-                "null",
-                "number"
-              ]
-            },
-            "crawler_visits": {
-              "type": "integer"
-            },
-            "path": {
-              "type": "string"
-            },
-            "providers": {
-              "items": {
-                "type": "string"
-              },
-              "type": "array"
-            },
-            "total_visits": {
-              "type": "integer"
-            },
-            "url": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "path",
-            "url",
-            "total_visits",
-            "ai_visits",
-            "crawler_visits",
-            "ai_referrals",
-            "providers",
-            "change"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "pagination": {
-        "additionalProperties": false,
-        "properties": {
-          "next_cursor": {
-            "description": "Pass as cursor to get the next page; empty on the last page.",
-            "type": "string"
-          },
-          "total": {
-            "description": "Items across all pages; null when not counted.",
-            "type": [
-              "null",
-              "integer"
-            ]
-          }
-        },
-        "required": [
-          "next_cursor",
-          "total"
-        ],
-        "type": "object"
-      },
-      "period": {
-        "additionalProperties": false,
-        "properties": {
-          "from": {
-            "description": "First day, YYYY-MM-DD.",
-            "type": "string"
-          },
-          "to": {
-            "description": "Last day, YYYY-MM-DD.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "from",
-          "to"
-        ],
-        "type": "object"
-      },
-      "view": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "brand",
-      "view",
-      "period",
-      "connected",
-      "pages",
-      "pagination"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "brand": {
-        "additionalProperties": false,
-        "properties": {
-          "id": {
-            "type": "string"
-          },
-          "name": {
-            "type": "string"
-          },
-          "url": {
-            "description": "The brand's website, or empty when none is set.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "id",
-          "name",
-          "url"
-        ],
-        "type": "object"
-      },
-      "connected": {
-        "type": "boolean"
-      },
-      "pagination": {
-        "additionalProperties": false,
-        "properties": {
-          "next_cursor": {
-            "description": "Pass as cursor to get the next page; empty on the last page.",
-            "type": "string"
-          },
-          "total": {
-            "description": "Items across all pages; null when not counted.",
-            "type": [
-              "null",
-              "integer"
-            ]
-          }
-        },
-        "required": [
-          "next_cursor",
-          "total"
-        ],
-        "type": "object"
-      },
-      "period": {
-        "additionalProperties": false,
-        "properties": {
-          "from": {
-            "description": "First day, YYYY-MM-DD.",
-            "type": "string"
-          },
-          "to": {
-            "description": "Last day, YYYY-MM-DD.",
-            "type": "string"
-          }
-        },
-        "required": [
-          "from",
-          "to"
-        ],
-        "type": "object"
-      },
-      "view": {
-        "type": "string"
-      },
-      "visits": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "captured_at": {
-              "type": "string"
-            },
-            "name": {
-              "description": "The crawler or referring AI product.",
-              "type": "string"
-            },
-            "path": {
-              "type": "string"
-            },
-            "provider": {
-              "type": "string"
-            },
-            "type": {
-              "description": "crawler or referral.",
-              "type": "string"
-            },
-            "url": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "type",
-            "path",
-            "url",
-            "provider",
-            "name",
-            "captured_at"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "brand",
-      "view",
-      "period",
-      "connected",
-      "visits",
-      "pagination"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "ai_referrals": {
+        "type": "integer"
+      },
+      "ai_share": {
+        "description": "AI visits as a percentage of all visits.",
+        "type": "number"
+      },
+      "ai_visits": {
+        "type": "integer"
+      },
+      "brand": {
+        "additionalProperties": false,
+        "properties": {
+          "id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          },
+          "url": {
+            "description": "The brand's website, or empty when none is set.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "name",
+          "url"
+        ],
+        "type": "object"
+      },
+      "connected": {
+        "description": "Whether site tracking is set up; when false nothing is measured.",
+        "type": "boolean"
+      },
+      "crawler_visits": {
+        "type": "integer"
+      },
+      "crawlers": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "name": {
+              "type": "string"
+            },
+            "pages": {
+              "type": "integer"
+            },
+            "provider": {
+              "type": "string"
+            },
+            "visits": {
+              "type": "integer"
+            }
+          },
+          "required": [
+            "name",
+            "provider",
+            "visits",
+            "pages"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "latest_visit_at": {
+        "type": "string"
+      },
+      "pages_reached": {
+        "description": "Distinct pages an AI crawler or AI referral reached.",
+        "type": "integer"
+      },
+      "pages_to_improve": {
+        "description": "Pages AI crawlers read but people rarely reach from AI answers.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "ai_referrals": {
+              "type": "integer"
+            },
+            "ai_visits": {
+              "type": "integer"
+            },
+            "change": {
+              "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
+              "type": [
+                "null",
+                "number"
+              ]
+            },
+            "crawler_visits": {
+              "type": "integer"
+            },
+            "path": {
+              "type": "string"
+            },
+            "providers": {
+              "items": {
+                "type": "string"
+              },
+              "type": "array"
+            },
+            "total_visits": {
+              "type": "integer"
+            },
+            "url": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "path",
+            "url",
+            "total_visits",
+            "ai_visits",
+            "crawler_visits",
+            "ai_referrals",
+            "providers",
+            "change"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "period": {
+        "additionalProperties": false,
+        "properties": {
+          "from": {
+            "description": "First day, YYYY-MM-DD.",
+            "type": "string"
+          },
+          "to": {
+            "description": "Last day, YYYY-MM-DD.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "from",
+          "to"
+        ],
+        "type": "object"
+      },
+      "referral_sources": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "name": {
+              "type": "string"
+            },
+            "pages": {
+              "type": "integer"
+            },
+            "provider": {
+              "type": "string"
+            },
+            "referrals": {
+              "type": "integer"
+            },
+            "source": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "source",
+            "name",
+            "provider",
+            "referrals",
+            "pages"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "systems": {
+        "description": "AI providers, by visits.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "ai_referrals": {
+              "type": "integer"
+            },
+            "crawler_visits": {
+              "type": "integer"
+            },
+            "pages": {
+              "type": "integer"
+            },
+            "provider": {
+              "description": "Pass as provider to filter.",
+              "type": "string"
+            }
+          },
+          "required": [
+            "provider",
+            "crawler_visits",
+            "ai_referrals",
+            "pages"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "total_visits": {
+        "type": "integer"
+      },
+      "view": {
+        "type": "string"
+      },
+      "weekly": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "ai_referrals": {
+              "type": "integer"
+            },
+            "crawler_visits": {
+              "type": "integer"
+            },
+            "week_start": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "week_start",
+            "crawler_visits",
+            "ai_referrals"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "brand",
+      "view",
+      "period",
+      "connected",
+      "total_visits",
+      "ai_visits",
+      "ai_share",
+      "crawler_visits",
+      "ai_referrals",
+      "pages_reached",
+      "latest_visit_at",
+      "systems",
+      "crawlers",
+      "referral_sources",
+      "pages_to_improve",
+      "weekly"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "brand": {
+        "additionalProperties": false,
+        "properties": {
+          "id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          },
+          "url": {
+            "description": "The brand's website, or empty when none is set.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "name",
+          "url"
+        ],
+        "type": "object"
+      },
+      "connected": {
+        "type": "boolean"
+      },
+      "pages": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "ai_referrals": {
+              "type": "integer"
+            },
+            "ai_visits": {
+              "type": "integer"
+            },
+            "change": {
+              "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
+              "type": [
+                "null",
+                "number"
+              ]
+            },
+            "crawler_visits": {
+              "type": "integer"
+            },
+            "path": {
+              "type": "string"
+            },
+            "providers": {
+              "items": {
+                "type": "string"
+              },
+              "type": "array"
+            },
+            "total_visits": {
+              "type": "integer"
+            },
+            "url": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "path",
+            "url",
+            "total_visits",
+            "ai_visits",
+            "crawler_visits",
+            "ai_referrals",
+            "providers",
+            "change"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "pagination": {
+        "additionalProperties": false,
+        "properties": {
+          "next_cursor": {
+            "description": "Pass as cursor to get the next page; empty on the last page.",
+            "type": "string"
+          },
+          "total": {
+            "description": "Items across all pages; null when not counted.",
+            "type": [
+              "null",
+              "integer"
+            ]
+          }
+        },
+        "required": [
+          "next_cursor",
+          "total"
+        ],
+        "type": "object"
+      },
+      "period": {
+        "additionalProperties": false,
+        "properties": {
+          "from": {
+            "description": "First day, YYYY-MM-DD.",
+            "type": "string"
+          },
+          "to": {
+            "description": "Last day, YYYY-MM-DD.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "from",
+          "to"
+        ],
+        "type": "object"
+      },
+      "view": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "brand",
+      "view",
+      "period",
+      "connected",
+      "pages",
+      "pagination"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "brand": {
+        "additionalProperties": false,
+        "properties": {
+          "id": {
+            "type": "string"
+          },
+          "name": {
+            "type": "string"
+          },
+          "url": {
+            "description": "The brand's website, or empty when none is set.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "id",
+          "name",
+          "url"
+        ],
+        "type": "object"
+      },
+      "connected": {
+        "type": "boolean"
+      },
+      "pagination": {
+        "additionalProperties": false,
+        "properties": {
+          "next_cursor": {
+            "description": "Pass as cursor to get the next page; empty on the last page.",
+            "type": "string"
+          },
+          "total": {
+            "description": "Items across all pages; null when not counted.",
+            "type": [
+              "null",
+              "integer"
+            ]
+          }
+        },
+        "required": [
+          "next_cursor",
+          "total"
+        ],
+        "type": "object"
+      },
+      "period": {
+        "additionalProperties": false,
+        "properties": {
+          "from": {
+            "description": "First day, YYYY-MM-DD.",
+            "type": "string"
+          },
+          "to": {
+            "description": "Last day, YYYY-MM-DD.",
+            "type": "string"
+          }
+        },
+        "required": [
+          "from",
+          "to"
+        ],
+        "type": "object"
+      },
+      "view": {
+        "type": "string"
+      },
+      "visits": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "captured_at": {
+              "type": "string"
+            },
+            "name": {
+              "description": "The crawler or referring AI product.",
+              "type": "string"
+            },
+            "path": {
+              "type": "string"
+            },
+            "provider": {
+              "type": "string"
+            },
+            "type": {
+              "description": "crawler or referral.",
+              "type": "string"
+            },
+            "url": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "type",
+            "path",
+            "url",
+            "provider",
+            "name",
+            "captured_at"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "brand",
+      "view",
+      "period",
+      "connected",
+      "visits",
+      "pagination"
+    ],
+    "type": "object"
+  }
+]

Changed9 schema fields changedOct 1, 2026

addedInput schema / additionalProperties
```
Added value: +false
```
addedInput schema / properties / brand / minLength
```
Added value: +1
```

changedInput schema / properties / cursor / description

Previous value: -"next_cursor from the previous page."New value: +"next_cursor from the previous page. Leave out for the first page."

addedInput schema / properties / from / format
```
Added value: +"date"
```

changedInput schema / properties / limit / description

Previous value: -"Rows per page. Defaults to 25, max 100."New value: +"Rows per page. Defaults to 25, max 100. A page may hold fewer rows to stay within the response size; follow next_cursor."

changedInput schema / properties / path / description

Previous value: -"Optional page path filter."New value: +"Optional exact page path, for example /pricing."

changedInput schema / properties / provider / description

Previous value: -"Optional AI provider filter."New value: +"Optional AI provider, as the summary's systems name it, for example OpenAI."

addedInput schema / properties / to / format
```
Added value: +"date"
```

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "data": {
+      "anyOf": [
+        {
+          "additionalProperties": false,
+          "properties": {
+            "ai_referrals": {
+              "type": "integer"
+            },
+            "ai_share": {
+              "description": "AI visits as a percentage of all visits.",
+              "type": "number"
+            },
+            "ai_visits": {
+              "type": "integer"
+            },
+            "brand": {
+              "additionalProperties": false,
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                },
+                "url": {
+                  "description": "The brand's website, or empty when none is set.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "id",
+                "name",
+                "url"
+              ],
+              "type": "object"
+            },
+            "connected": {
+              "description": "Whether site tracking is set up; when false nothing is measured.",
+              "type": "boolean"
+            },
+            "crawler_visits": {
+              "type": "integer"
+            },
+            "crawlers": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "name": {
+                    "type": "string"
+                  },
+                  "pages": {
+                    "type": "integer"
+                  },
+                  "provider": {
+                    "type": "string"
+                  },
+                  "visits": {
+                    "type": "integer"
+                  }
+                },
+                "required": [
+                  "name",
+                  "provider",
+                  "visits",
+                  "pages"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "latest_visit_at": {
+              "type": "string"
+            },
+            "pages_reached": {
+              "type": "integer"
+            },
+            "pages_to_improve": {
+              "description": "Pages AI crawlers read but people rarely reach from AI answers.",
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "ai_referrals": {
+                    "type": "integer"
+                  },
+                  "ai_visits": {
+                    "type": "integer"
+                  },
+                  "change": {
+                    "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
+                    "type": [
+                      "null",
+                      "number"
+                    ]
+                  },
+                  "crawler_visits": {
+                    "type": "integer"
+                  },
+                  "path": {
+                    "type": "string"
+                  },
+                  "providers": {
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "total_visits": {
+                    "type": "integer"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "path",
+                  "url",
+                  "total_visits",
+                  "ai_visits",
+                  "crawler_visits",
+                  "ai_referrals",
+                  "providers",
+                  "change"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "period": {
+              "additionalProperties": false,
+              "properties": {
+                "from": {
+                  "description": "First day, YYYY-MM-DD.",
+                  "type": "string"
+                },
+                "to": {
+                  "description": "Last day, YYYY-MM-DD.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "from",
+                "to"
+              ],
+              "type": "object"
+            },
+            "referral_sources": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "name": {
+                    "type": "string"
+                  },
+                  "pages": {
+                    "type": "integer"
+                  },
+                  "provider": {
+                    "type": "string"
+                  },
+                  "referrals": {
+                    "type": "integer"
+                  },
+                  "source": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "source",
+                  "name",
+                  "provider",
+                  "referrals",
+                  "pages"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "systems": {
+              "description": "AI providers, by visits.",
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "ai_referrals": {
+                    "type": "integer"
+                  },
+                  "crawler_visits": {
+                    "type": "integer"
+                  },
+                  "pages": {
+                    "type": "integer"
+                  },
+                  "provider": {
+                    "description": "Pass as provider to filter.",
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "provider",
+                  "crawler_visits",
+                  "ai_referrals",
+                  "pages"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "total_visits": {
+              "type": "integer"
+            },
+            "view": {
+              "type": "string"
+            },
+            "weekly": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "ai_referrals": {
+                    "type": "integer"
+                  },
+                  "crawler_visits": {
+                    "type": "integer"
+                  },
+                  "week_start": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "week_start",
+                  "crawler_visits",
+                  "ai_referrals"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            }
+          },
+          "required": [
+            "brand",
+            "view",
+            "period",
+            "connected",
+            "total_visits",
+            "ai_visits",
+            "ai_share",
+            "crawler_visits",
+            "ai_referrals",
+            "pages_reached",
+            "latest_visit_at",
+            "systems",
+            "crawlers",
+            "referral_sources",
+            "pages_to_improve",
+            "weekly"
+          ],
+          "type": "object"
+        },
+        {
+          "additionalProperties": false,
+          "properties": {
+            "brand": {
+              "additionalProperties": false,
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                },
+                "url": {
+                  "description": "The brand's website, or empty when none is set.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "id",
+                "name",
+                "url"
+              ],
+              "type": "object"
+            },
+            "connected": {
+              "type": "boolean"
+            },
+            "pages": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "ai_referrals": {
+                    "type": "integer"
+                  },
+                  "ai_visits": {
+                    "type": "integer"
+                  },
+                  "change": {
+                    "description": "Change in the AI share of the page's visits on the previous period, in percentage points; null when new.",
+                    "type": [
+                      "null",
+                      "number"
+                    ]
+                  },
+                  "crawler_visits": {
+                    "type": "integer"
+                  },
+                  "path": {
+                    "type": "string"
+                  },
+                  "providers": {
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "total_visits": {
+                    "type": "integer"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "path",
+                  "url",
+                  "total_visits",
+                  "ai_visits",
+                  "crawler_visits",
+                  "ai_referrals",
+                  "providers",
+                  "change"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "pagination": {
+              "additionalProperties": false,
+              "properties": {
+                "next_cursor": {
+                  "description": "Pass as cursor to get the next page; empty on the last page.",
+                  "type": "string"
+                },
+                "total": {
+                  "description": "Items across all pages; null when not counted.",
+                  "type": [
+                    "null",
+                    "integer"
+                  ]
+                }
+              },
+              "required": [
+                "next_cursor",
+                "total"
+              ],
+              "type": "object"
+            },
+            "period": {
+              "additionalProperties": false,
+              "properties": {
+                "from": {
+                  "description": "First day, YYYY-MM-DD.",
+                  "type": "string"
+                },
+                "to": {
+                  "description": "Last day, YYYY-MM-DD.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "from",
+                "to"
+              ],
+              "type": "object"
+            },
+            "view": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "brand",
+            "view",
+            "period",
+            "connected",
+            "pages",
+            "pagination"
+          ],
+          "type": "object"
+        },
+        {
+          "additionalProperties": false,
+          "properties": {
+            "brand": {
+              "additionalProperties": false,
+              "properties": {
+                "id": {
+                  "type": "string"
+                },
+                "name": {
+                  "type": "string"
+                },
+                "url": {
+                  "description": "The brand's website, or empty when none is set.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "id",
+                "name",
+                "url"
+              ],
+              "type": "object"
+            },
+            "connected": {
+              "type": "boolean"
+            },
+            "pagination": {
+              "additionalProperties": false,
+              "properties": {
+                "next_cursor": {
+                  "description": "Pass as cursor to get the next page; empty on the last page.",
+                  "type": "string"
+                },
+                "total": {
+                  "description": "Items across all pages; null when not counted.",
+                  "type": [
+                    "null",
+                    "integer"
+                  ]
+                }
+              },
+              "required": [
+                "next_cursor",
+                "total"
+              ],
+              "type": "object"
+            },
+            "period": {
+              "additionalProperties": false,
+              "properties": {
+                "from": {
+                  "description": "First day, YYYY-MM-DD.",
+                  "type": "string"
+                },
+                "to": {
+                  "description": "Last day, YYYY-MM-DD.",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "from",
+                "to"
+              ],
+              "type": "object"
+            },
+            "view": {
+              "type": "string"
+            },
+            "visits": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "captured_at": {
+                    "type": "string"
+                  },
+                  "name": {
+                    "description": "The crawler or referring AI product.",
+                    "type": "string"
+                  },
+                  "path": {
+                    "type": "string"
+                  },
+                  "provider": {
+                    "type": "string"
+                  },
+                  "type": {
+                    "description": "crawler or referral.",
+                    "type": "string"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "type",
+                  "path",
+                  "url",
+                  "provider",
+                  "name",
+                  "captured_at"
+                ],
+                "type": "object"
+              },
+              "type": "array"
+            }
+          },
+          "required": [
+            "brand",
+            "view",
+            "period",
+            "connected",
+            "visits",
+            "pagination"
+          ],
+          "type": "object"
+        }
+      ]
+    },
+    "generated_at": {
+      "description": "RFC 3339 time the response was made.",
+      "type": "string"
+    },
+    "schema_version": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "schema_version",
+    "generated_at",
+    "data"
+  ],
+  "type": "object"
+}

AddedSep 30, 2026

TDQS

A4.3/5.0

Behavior4/5

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

Annotations already declare readOnly, idempotent, openWorld, non-destructive, so the safety profile is covered. The description adds genuinely new behavior: connected=false when tracking is not set up, and that only pages and evidence are paged while summary is not.

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

Conciseness4/5

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

Front-loaded with the resource, then view semantics, then the paging caveat. The telegraphic style is dense but every clause carries information; nothing is redundant with the schema.

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

Completeness4/5

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

With a full schema and an output schema present, the description need not explain parameters or returns. It fills the remaining gaps — view semantics, tracking-not-set-up handling, and paging scope — leaving little an agent must infer.

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%, so the baseline is 3; the description goes beyond it by explaining what each view value actually yields and by clarifying the paging applicability per view, which the enum alone does not convey.

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 states a specific resource (AI crawler visits and AI referrals to the brand's site) and clarifies the data source (its tracking), plus the connected=false signal. No sibling tool covers AI traffic, so the agent can distinguish it immediately.

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

Usage Guidelines4/5

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

It enumerates the three view modes and what each returns (summary totals, pages per-page, evidence individual visits), which effectively guides mode selection. It does not name explicit alternatives or when-not-to-use conditions, but no close sibling exists to route against.

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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