AdsAgent — Meta Ads MCP

insights_export_csv

Export or queue CSV for one bounded scope

Input Schema

Name	Required	Default
`search`	No
`date_to`	No
`filters`	No
`group_by`	Yes
`date_from`	No
`attribution`	No
`export_mode`	No	grouped
`product_ref`	No
`product_name`	No
`ad_account_id`	No
`confirm_export`	No

Output Schema

Name	Required	Description	Default
`message`	No
`retryable`	No
`support_ref`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 23, 2026
- removedInput schema / properties / connection_context
```
Removed value: -{
-  "pattern": "^mctx_v1_[0-9a-f]{64}$",
-  "type": "string"
-}
```

Changed30 schema fields changedOct 22, 2026

removedOutput schema / $defs

Removed value: -{
-  "s0": {
-    "properties": {
-      "can_report_stored_total": {
-        "type": "boolean"
-      },
-      "reason": {
-        "type": "string"
-      },
-      "zero_proven": {
-        "type": "boolean"
-      }
-    },
-    "required": [
-      "can_report_stored_total",
-      "zero_proven",
-      "reason"
-    ],
-    "type": "object"
-  }
-}

changedOutput schema / else / else / anyOf

Previous value: -[
-  {
-    "properties": {
-      "expires_at": {
-        "type": "string"
-      },
-      "message": {
-        "type": "string"
-      },
-      "poll": {
-        "properties": {
-          "arguments": {
-            "properties": {
-              "product_ref": {
-                "type": "string"
-              },
-              "task_ref": {
-                "type": "string"
-              },
-              "template_name": {
-                "type": "string"
-              }
-            },
-            "type": "object"
-          },
-          "name": {
-            "type": "string"
-          },
-          "tool": {
-            "type": "string"
-          }
-        },
-        "type": "object"
-      },
-      "poll_after_ms": {
-        "type": "integer"
-      },
-      "status": {
-        "const": "queued"
-      },
-      "submitted_new": {
-        "type": "boolean"
-      },
-      "task_ref": {
-        "type": "string"
-      },
-      "task_status": {
-        "type": "string"
-      },
-      "task_type": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "status",
-      "task_ref",
-      "task_status",
-      "poll_after_ms",
-      "expires_at",
-      "poll"
-    ]
-  },
-  {
-    "anyOf": [
-      {
-        "required": [
-          "csv"
-        ]
-      },
-      {
-        "required": [
-          "artifact"
-        ]
-      }
-    ],
-    "properties": {
-      "artifact": {
-        "properties": {
-          "artifact_id": {
-            "type": "string"
-          },
-          "artifact_ref": {
-            "type": "string"
-          },
-          "artifact_status": {
-            "type": "string"
-          },
-          "byte_size": {
-            "type": "integer"
-          },
-          "content_type": {
-            "type": "string"
-          },
-          "download_url": {
-            "type": "string"
-          },
-          "expires_at": {
-            "type": "string"
-          },
-          "filename": {
-            "type": "string"
-          },
-          "row_count": {
-            "type": "integer"
-          }
-        },
-        "required": [
-          "artifact_id"
-        ],
-        "type": "object"
-      },
-      "content_type": {
-        "type": "string"
-      },
-      "coverage": {
-        "properties": {
-          "complete": {
-            "type": "boolean"
-          },
-          "has_more": {
-            "type": "boolean"
-          },
-          "limitations": {
-            "items": {
-              "type": "string"
-            },
-            "type": "array"
-          },
-          "next_cursor": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "returned_count": {
-            "type": "integer"
-          },
-          "source": {
-            "type": "string"
-          },
-          "source_observed_at": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "source_watermark": {
-            "type": [
-              "string",
-              "null"
-            ]
-          },
-          "total_count": {
-            "type": [
-              "integer",
-              "null"
-            ]
-          }
-        },
-        "type": [
-          "null",
-          "object"
-        ]
-      },
-      "csv": {
-        "type": "string"
-      },
-      "effective_attribution": {
-        "type": "string"
-      },
-      "export_mode": {
-        "type": "string"
-      },
-      "filename": {
-        "type": "string"
-      },
-      "preview": {
-        "type": "string"
-      },
-      "row_count": {
-        "type": "integer"
-      },
-      "source_watermark": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "status": {
-        "type": [
-          "string",
-          "null"
-        ]
-      },
-      "zero_proven": {
-        "type": [
-          "boolean",
-          "null"
-        ]
-      }
-    },
-    "required": [
-      "filename",
-      "content_type",
-      "row_count",
-      "effective_attribution",
-      "export_mode"
-    ]
-  }
-]New value: +[
+  {
+    "properties": {
+      "status": {
+        "const": "queued"
+      }
+    },
+    "required": [
+      "expires_at",
+      "poll",
+      "poll_after_ms",
+      "status",
+      "task_ref",
+      "task_status"
+    ]
+  },
+  {
+    "required": [
+      "content_type",
+      "effective_attribution",
+      "export_mode",
+      "filename",
+      "row_count"
+    ]
+  }
+]

addedOutput schema / else / else / properties / artifact

Added value: +{
+  "properties": {
+    "artifact_id": {
+      "type": "string"
+    },
+    "artifact_ref": {
+      "type": "string"
+    },
+    "artifact_status": {
+      "type": "string"
+    },
+    "byte_size": {
+      "type": "integer"
+    },
+    "content_type": {
+      "type": "string"
+    },
+    "download_url": {
+      "type": "string"
+    },
+    "expires_at": {
+      "type": "string"
+    },
+    "filename": {
+      "type": "string"
+    },
+    "row_count": {
+      "type": "integer"
+    }
+  },
+  "required": [
+    "artifact_id"
+  ],
+  "type": "object"
+}

addedOutput schema / else / else / properties / content_type
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / else / else / properties / coverage

Added value: +{
+  "properties": {
+    "complete": {
+      "type": "boolean"
+    },
+    "has_more": {
+      "type": "boolean"
+    },
+    "limitations": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "next_cursor": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "returned_count": {
+      "type": "integer"
+    },
+    "source": {
+      "type": "string"
+    },
+    "source_observed_at": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "source_watermark": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "total_count": {
+      "type": [
+        "integer",
+        "null"
+      ]
+    }
+  },
+  "type": [
+    "null",
+    "object"
+  ]
+}

addedOutput schema / else / else / properties / csv
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / effective_attribution
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / expires_at
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / export_mode
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / filename
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / message
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / else / else / properties / poll

Added value: +{
+  "properties": {
+    "arguments": {
+      "properties": {
+        "product_ref": {
+          "type": "string"
+        },
+        "task_ref": {
+          "type": "string"
+        },
+        "template_name": {
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
+    "name": {
+      "type": "string"
+    },
+    "tool": {
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

addedOutput schema / else / else / properties / poll_after_ms
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / else / else / properties / preview
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / funnel / additionalProperties / $ref
```
Removed value: -"#/$defs/s0"
```

added

Output schema / else / else / properties / read_evidence / properties / scopes / items / properties / funnel / additionalProperties / properties

Added value: +{
+  "can_report_stored_total": {
+    "type": "boolean"
+  },
+  "reason": {
+    "type": "string"
+  },
+  "zero_proven": {
+    "type": "boolean"
+  }
+}

addedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / funnel / additionalProperties / required
```
Added value: +[
+  "can_report_stored_total",
+  "zero_proven",
+  "reason"
+]
```
addedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / funnel / additionalProperties / type
```
Added value: +"object"
```
removedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / metrics / additionalProperties / $ref
```
Removed value: -"#/$defs/s0"
```

added

Output schema / else / else / properties / read_evidence / properties / scopes / items / properties / metrics / additionalProperties / properties

Added value: +{
+  "can_report_stored_total": {
+    "type": "boolean"
+  },
+  "reason": {
+    "type": "string"
+  },
+  "zero_proven": {
+    "type": "boolean"
+  }
+}

addedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / metrics / additionalProperties / required
```
Added value: +[
+  "can_report_stored_total",
+  "zero_proven",
+  "reason"
+]
```
addedOutput schema / else / else / properties / read_evidence / properties / scopes / items / properties / metrics / additionalProperties / type
```
Added value: +"object"
```
addedOutput schema / else / else / properties / row_count
```
Added value: +{
+  "type": "integer"
+}
```

addedOutput schema / else / else / properties / source_watermark

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

addedOutput schema / else / else / properties / status

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

addedOutput schema / else / else / properties / submitted_new
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / else / else / properties / task_ref
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / task_status
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / else / else / properties / task_type
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / else / else / properties / zero_proven

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

Changed6 schema fields changedOct 15, 2026
- addedOutput schema / else / then / properties / category
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / else / then / properties / expected
```
Added value: +{
+  "type": "boolean"
+}
```
- addedOutput schema / else / then / properties / failure_kind
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / else / then / properties / responsibility_hint
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / else / then / properties / route
```
Added value: +{
+  "type": "string"
+}
```
- addedOutput schema / else / then / properties / user_visible
```
Added value: +{
+  "type": "boolean"
+}
```
Changed1 schema field changedOct 13, 2026
- addedInput schema / properties / connection_context
```
Added value: +{
+  "pattern": "^mctx_v1_[0-9a-f]{64}$",
+  "type": "string"
+}
```

Changed2 schema fields changedSep 11, 2026

addedOutput schema / $defs

Added value: +{
+  "s0": {
+    "properties": {
+      "can_report_stored_total": {
+        "type": "boolean"
+      },
+      "reason": {
+        "type": "string"
+      },
+      "zero_proven": {
+        "type": "boolean"
+      }
+    },
+    "required": [
+      "can_report_stored_total",
+      "zero_proven",
+      "reason"
+    ],
+    "type": "object"
+  }
+}

addedOutput schema / else / else / properties / read_evidence

Added value: +{
+  "description": "Proofs apply independently to returned metrics and scope as stored/observed. A new read_ref is a call identifier, never a source watermark. False or missing proof means unknown, not zero. Fingerprints correlate requests/results in audits; they are not authorization or pagination tokens.",
+  "properties": {
+    "artifact_returned": {
+      "type": "boolean"
+    },
+    "configuration": {
+      "properties": {
+        "account_inventory_enumerated": {
+          "const": false
+        },
+        "all_campaigns_paused_proven": {
+          "const": false
+        },
+        "requested_ids_complete": {
+          "type": "boolean"
+        },
+        "scope": {
+          "const": "requested_entity_ids_only"
+        }
+      },
+      "type": "object"
+    },
+    "mmp": {
+      "properties": {
+        "can_report_scoped_totals": {
+          "type": "boolean"
+        },
+        "provider_cache_max_age_seconds": {
+          "const": 90
+        },
+        "reason": {
+          "type": "string"
+        },
+        "scope": {
+          "const": "linked_apps_queried_channels_and_windows"
+        },
+        "source_observed_at": {
+          "type": "null"
+        }
+      },
+      "type": "object"
+    },
+    "read_ref": {
+      "pattern": "^read_[0-9a-f]{32}$",
+      "type": "string"
+    },
+    "request_fingerprint": {
+      "type": "string"
+    },
+    "result_fingerprint": {
+      "type": "string"
+    },
+    "scopes": {
+      "items": {
+        "properties": {
+          "all_campaigns_paused_proven": {
+            "const": false
+          },
+          "funnel": {
+            "additionalProperties": {
+              "$ref": "#/$defs/s0"
+            },
+            "maxProperties": 32,
+            "type": "object"
+          },
+          "index": {
+            "type": "integer"
+          },
+          "inventory_anchor": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "inventory_coverage": {
+            "type": "string"
+          },
+          "inventory_source_observed_at": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "metrics": {
+            "additionalProperties": {
+              "$ref": "#/$defs/s0"
+            },
+            "type": "object"
+          },
+          "metrics_source_observed_at": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "range_complete": {
+            "type": [
+              "boolean",
+              "null"
+            ]
+          },
+          "scope": {
+            "const": "stored_query"
+          }
+        },
+        "type": "object"
+      },
+      "maxItems": 10,
+      "type": "array"
+    }
+  },
+  "required": [
+    "read_ref",
+    "request_fingerprint",
+    "result_fingerprint"
+  ],
+  "type": "object"
+}

Changed1 schema field changedSep 11, 2026

addedOutput schema / else / else / properties

Added value: +{
+  "workspace_ref": {
+    "description": "Opaque workspace comparison hint; not an authorization credential.",
+    "pattern": "^workspace_[0-9a-f]{32}$",
+    "type": "string"
+  }
+}

First observedSep 9, 2026

TDQS

C2/5.0

Behavior2/5

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

Annotations declare readOnlyHint=false but destructiveHint=false and openWorldHint=false, so the agent knows this is a safe non-destructive mutation; 'export or queue' is consistent with that. However, the description never explains the write semantics: what gets created, whether 'queue' means an async job, what confirm_export=false vs true does, or any rate limits — critical context the annotations don't supply.

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

Conciseness2/5

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

It is brief and front-loaded, but so terse as to be under-specified rather than concise. A single six-word fragment cannot carry meaning for an 11-parameter write tool with a nested filter schema.

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

Completeness1/5

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

Given 11 parameters, a nested filters object, a write/queue operation and a confirm_export gate, the description omits everything an agent needs to call this correctly. An output schema exists so return values needn't be explained, but the invocation semantics are absent.

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

Parameters1/5

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

Schema description coverage is 0% across 11 parameters, including the required group_by, the nested filters array with its op enum, export_mode (default 'grouped'), and the confirm_export flag. The description provides no parameter meaning at all, so it fails to compensate for the coverage gap on a complex schema.

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

Purpose3/5

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

It states a concrete verb (export / queue CSV) and mentions 'one bounded scope', so the basic action is recognizable. But 'bounded scope' is vague and the description never distinguishes this tool from siblings like console_export_csv or render_performance_report, which also produce CSV-style output.

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

Usage Guidelines2/5

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

There is no guidance on when to use this tool versus the many sibling alternatives (console_export_csv, insights_pull_insights, render_performance_report). The phrase 'one bounded scope' hints at a limitation but doesn't state when the tool is or isn't appropriate.

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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