LeanrIQ

Run bounded, current World Intelligence for one authorised advertiser. It returns source-backed external context and creative opportunities; evidence may be partial and it never publishes or activates creative. (deprecated alias)

leanriq_run_world_intelligence

Idempotent

Run bounded, current World Intelligence for one authorised advertiser. It returns source-backed external context and creative opportunities; evidence may be partial and it never publishes or activates creative.. Deprecated alias for run_world_intelligence. Classification: creates billable AI usage. Execution: durable. Task support: optional. Mutation modes: validate_only, preview_only, execute. Partial failure policy: preserve_qualified_evidence_and_signals. The returned JSON is internal application state for LeanrIQ and ChatGPT orchestration. Use assistantSummary first when responding to the user. Never display raw JSON, data, or meta unless the user explicitly asks for raw JSON. Mention IDs only when useful for follow-up or debugging. Prefer concise, human language, highlight the most useful insight, and suggest the next best LeanrIQ action. If idempotencyKey is omitted on a mutation, the MCP layer derives a deterministic retry key from the tool and business arguments so an accidental identical replay cannot create duplicate work. For a mutation when more than one seat is authorised, seatId or seatName must be supplied on that exact tool call; a remembered or previously selected seat is not sufficient for a write.

Input Schema

Name	Required	Description	Default
`policy`	No
`seatId`	No
`routine`	No
`seatName`	No
`routineId`	No
`advertiserId`	No
`forceRefresh`	No
`sourceLocale`	No
`targetMarket`	No
`contentLocale`	No
`lookbackHours`	No
`marketContext`	No
`targetMarkets`	No
`contentLocales`	No
`advertiserContext`	No
`defaultContentLocale`	No
`researchInstructions`	No
`marketLanguageProfile`	No
`resolvedContentLocale`	No
`languageVariantGroupId`	No
`requestedOutputLocales`	No
`supportedContentLocales`	No

Output Schema

Name	Required	Description	Default
`data`	Yes
`meta`	Yes
`error`	No
`status`	Yes
`assistantSummary`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed3 schema fields changedOct 19, 2026
- changedInput schema / properties / policy / properties / researchBudget / properties / maxModelCalls / default
```
Previous value: -8New value: +12
```
- changedInput schema / properties / policy / properties / researchBudget / properties / maxSearches / default
```
Previous value: -6New value: +10
```
- addedInput schema / properties / policy / properties / sourceCountries
```
Added value: +{
+  "items": {
+    "enum": [
+      "GB",
+      "US",
+      "HK"
+    ],
+    "type": "string"
+  },
+  "maxItems": 3,
+  "minItems": 1,
+  "type": "array"
+}
```

Changed19 schema fields changedOct 14, 2026

addedInput schema / properties / advertiserContext / properties / aliases

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 180,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / approvedOffers

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / brandIntelligence

Added value: +{
+  "additionalProperties": {},
+  "propertyNames": {
+    "type": "string"
+  },
+  "type": "object"
+}

addedInput schema / properties / advertiserContext / properties / brands

Added value: +{
+  "default": [],
+  "items": {
+    "additionalProperties": false,
+    "properties": {
+      "aliases": {
+        "default": [],
+        "items": {
+          "maxLength": 180,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 12,
+        "type": "array"
+      },
+      "id": {
+        "maxLength": 160,
+        "minLength": 1,
+        "type": "string"
+      },
+      "markets": {
+        "default": [],
+        "items": {
+          "maxLength": 80,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 20,
+        "type": "array"
+      },
+      "name": {
+        "maxLength": 180,
+        "minLength": 1,
+        "type": "string"
+      },
+      "negativeAliases": {
+        "default": [],
+        "items": {
+          "maxLength": 180,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 12,
+        "type": "array"
+      },
+      "officialDomain": {
+        "maxLength": 240,
+        "minLength": 1,
+        "type": "string"
+      },
+      "products": {
+        "default": [],
+        "items": {
+          "maxLength": 300,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 20,
+        "type": "array"
+      },
+      "verified": {
+        "default": false,
+        "type": "boolean"
+      }
+    },
+    "required": [
+      "name"
+    ],
+    "type": "object"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / campaignContext

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "audience": {
+      "default": [],
+      "items": {
+        "maxLength": 300,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 12,
+      "type": "array"
+    },
+    "brief": {
+      "maxLength": 1200,
+      "minLength": 1,
+      "type": "string"
+    },
+    "flightDates": {
+      "maxLength": 160,
+      "minLength": 1,
+      "type": "string"
+    },
+    "market": {
+      "maxLength": 80,
+      "minLength": 1,
+      "type": "string"
+    },
+    "objective": {
+      "maxLength": 300,
+      "minLength": 1,
+      "type": "string"
+    },
+    "strategy": {
+      "maxLength": 900,
+      "minLength": 1,
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / advertiserContext / properties / competitorIdentities

Added value: +{
+  "default": [],
+  "items": {
+    "additionalProperties": false,
+    "properties": {
+      "aliases": {
+        "default": [],
+        "items": {
+          "maxLength": 180,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 12,
+        "type": "array"
+      },
+      "id": {
+        "maxLength": 160,
+        "minLength": 1,
+        "type": "string"
+      },
+      "markets": {
+        "default": [],
+        "items": {
+          "maxLength": 80,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 20,
+        "type": "array"
+      },
+      "name": {
+        "maxLength": 180,
+        "minLength": 1,
+        "type": "string"
+      },
+      "negativeAliases": {
+        "default": [],
+        "items": {
+          "maxLength": 180,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 12,
+        "type": "array"
+      },
+      "officialDomain": {
+        "maxLength": 240,
+        "minLength": 1,
+        "type": "string"
+      },
+      "products": {
+        "default": [],
+        "items": {
+          "maxLength": 300,
+          "minLength": 1,
+          "type": "string"
+        },
+        "maxItems": 20,
+        "type": "array"
+      },
+      "verified": {
+        "default": false,
+        "type": "boolean"
+      }
+    },
+    "required": [
+      "name"
+    ],
+    "type": "object"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / contextualTopics

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 180,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / creativeDonts

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / creativeDos

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / currentCampaigns

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / negativeAliases

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 180,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 12,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / parentCompany

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "aliases": {
+      "default": [],
+      "items": {
+        "maxLength": 180,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 12,
+      "type": "array"
+    },
+    "id": {
+      "maxLength": 160,
+      "minLength": 1,
+      "type": "string"
+    },
+    "markets": {
+      "default": [],
+      "items": {
+        "maxLength": 80,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 20,
+      "type": "array"
+    },
+    "name": {
+      "maxLength": 180,
+      "minLength": 1,
+      "type": "string"
+    },
+    "negativeAliases": {
+      "default": [],
+      "items": {
+        "maxLength": 180,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 12,
+      "type": "array"
+    },
+    "officialDomain": {
+      "maxLength": 240,
+      "minLength": 1,
+      "type": "string"
+    },
+    "products": {
+      "default": [],
+      "items": {
+        "maxLength": 300,
+        "minLength": 1,
+        "type": "string"
+      },
+      "maxItems": 20,
+      "type": "array"
+    },
+    "verified": {
+      "default": false,
+      "type": "boolean"
+    }
+  },
+  "required": [
+    "name"
+  ],
+  "type": "object"
+}

addedInput schema / properties / advertiserContext / properties / priorityTopics

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 180,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / seasonality

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 300,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / toneOfVoice

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 300,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / wordsToNotUse

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 160,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / wordsToUse

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 160,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / policy / properties / researchBudget

Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "maxDeepEvents": {
+      "default": 3,
+      "maximum": 10,
+      "minimum": 0,
+      "type": "integer"
+    },
+    "maxModelCalls": {
+      "default": 8,
+      "maximum": 12,
+      "minimum": 1,
+      "type": "integer"
+    },
+    "maxSearches": {
+      "default": 6,
+      "maximum": 20,
+      "minimum": 1,
+      "type": "integer"
+    },
+    "monthlyRequestUnits": {
+      "default": 1000,
+      "maximum": 100000,
+      "minimum": 1,
+      "type": "integer"
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / researchInstructions

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 8,
+  "type": "array"
+}

Changed36 schema fields changedOct 13, 2026

addedInput schema / properties / contentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / contentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / defaultContentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / languageVariantGroupId

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / marketContext

Added value: +{
+  "properties": {
+    "currency": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarket": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarkets": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "timeZone": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / marketLanguageProfile

Added value: +{
+  "additionalProperties": {},
+  "propertyNames": {
+    "type": "string"
+  },
+  "type": "object"
+}

addedInput schema / properties / policy / properties / contentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / policy / properties / contentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / policy / properties / defaultContentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / policy / properties / languageVariantGroupId

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / policy / properties / marketContext

Added value: +{
+  "properties": {
+    "currency": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarket": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarkets": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "timeZone": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / policy / properties / marketLanguageProfile

Added value: +{
+  "additionalProperties": {},
+  "propertyNames": {
+    "type": "string"
+  },
+  "type": "object"
+}

addedInput schema / properties / policy / properties / requestedOutputLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / policy / properties / resolvedContentLocale
```
Added value: +{
+  "type": "string"
+}
```
addedInput schema / properties / policy / properties / sourceLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / policy / properties / supportedContentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / policy / properties / targetMarket

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / policy / properties / targetMarkets

Added value: +{
+  "items": {
+    "maxLength": 160,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 50,
+  "type": "array"
+}

addedInput schema / properties / requestedOutputLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / resolvedContentLocale
```
Added value: +{
+  "type": "string"
+}
```
addedInput schema / properties / routine / properties / contentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / routine / properties / contentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / routine / properties / defaultContentLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / routine / properties / languageVariantGroupId

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / routine / properties / marketContext

Added value: +{
+  "properties": {
+    "currency": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarket": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "targetMarkets": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "timeZone": {
+      "anyOf": [
+        {
+          "type": "string"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    }
+  },
+  "type": "object"
+}

addedInput schema / properties / routine / properties / marketLanguageProfile

Added value: +{
+  "additionalProperties": {},
+  "propertyNames": {
+    "type": "string"
+  },
+  "type": "object"
+}

addedInput schema / properties / routine / properties / requestedOutputLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / routine / properties / resolvedContentLocale
```
Added value: +{
+  "type": "string"
+}
```
addedInput schema / properties / routine / properties / sourceLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / routine / properties / supportedContentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / routine / properties / targetMarket

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / routine / properties / targetMarkets

Added value: +{
+  "items": {
+    "maxLength": 160,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 50,
+  "type": "array"
+}

addedInput schema / properties / sourceLocale
```
Added value: +{
+  "type": "string"
+}
```

addedInput schema / properties / supportedContentLocales

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / targetMarket

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / targetMarkets

Added value: +{
+  "items": {
+    "maxLength": 160,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 50,
+  "type": "array"
+}

Changed14 schema fields changedSep 30, 2026

addedInput schema / properties / advertiserContext / properties / approvedBenefits

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / approvedClaims

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 500,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 30,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / brandPositioning

Added value: +{
+  "maxLength": 1200,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / advertiserContext / properties / brandSummary

Added value: +{
+  "maxLength": 1600,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / advertiserContext / properties / category

Added value: +{
+  "maxLength": 160,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / advertiserContext / properties / competitors

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / ctaGuidance

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 300,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / keyMessages

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / market

Added value: +{
+  "maxLength": 80,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / advertiserContext / properties / officialDomain

Added value: +{
+  "maxLength": 240,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / advertiserContext / properties / products

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 300,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / propositions

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / services

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 300,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 20,
+  "type": "array"
+}

addedInput schema / properties / advertiserContext / properties / targetAudience

Added value: +{
+  "default": [],
+  "items": {
+    "maxLength": 400,
+    "minLength": 1,
+    "type": "string"
+  },
+  "maxItems": 16,
+  "type": "array"
+}

AddedSep 29, 2026

TDQS

A3.8/5.0

Behavior4/5

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

Annotations (readOnlyHint=false, destructiveHint=false, idempotentHint=true) already signal a non-destructive, idempotent mutation, but the description adds material context beyond them: billable AI usage, durable execution, the validate_only/preview_only/execute mode set, the partial-failure policy, and how idempotencyKey is derived on omission. No contradiction with annotations; the only gap is that it doesn't define the concrete side effects of each mutation mode.

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

Conciseness3/5

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

Purpose and deprecation status are front-loaded, which is good, but the description is bloated: the opening sentence is duplicated verbatim from the title, and a large block of raw-JSON presentation boilerplate (assistantSummary, 'Never display raw JSON') consumes space without helping tool selection. It is serviceable but not tight.

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

Completeness3/5

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

An output schema exists, so return-value explanation is rightly omitted, and the description covers mutation semantics, billing, and seat/idempotency requirements adequately. Against a 22-parameter tool with 0% schema coverage and nested objects, though, an agent is left guessing at most of the input structure, so completeness is only borderline for this complexity level.

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

Parameters2/5

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

Schema description coverage is 0% across 22 parameters with deeply nested objects (policy, routine, advertiserContext, researchBudget), so the description carries the full explanatory burden — yet it names only idempotencyKey and seatId/seatName and says nothing about policy fields, research budgets, lookback windows, or the advertiserContext structure. The seat/idempotency notes are genuinely useful but cover a tiny fraction of the surface.

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 (Run) and resource (World Intelligence) scoped to one authorised advertiser, and distinguishes the output ('source-backed external context and creative opportunities') from sibling write tools by explicitly stating it 'never publishes or activates creative'. It also self-identifies as a deprecated alias for run_world_intelligence, letting an agent place it precisely among siblings.

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?

The 'Deprecated alias for run_world_intelligence' line effectively routes the agent toward the canonical tool, and the mutation modes plus the seat requirement ('seatId or seatName must be supplied... a remembered seat is not sufficient for a write') give real when/how guidance. However, it never states outright that callers should prefer run_world_intelligence over this alias, leaving that inference to the reader.

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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