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AIsa SEO & AI Visibility

by one.aisa
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AI Keyword Data Keyword Search Volume

post_dataforseo_ai_keyword_volume_live
Destructive

‌ This endpoint provides search volume data for your target keywords, reflecting their estimated usage in AI tools.

Usage-based billing; Default request estimate: $0.011 USD (not a fixed price). Account-specific pricing and final settlement may differ.

Input Schema

NameRequiredDescriptionDefault
bodyNo

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / body / items / oneOf
      Previous value: -[
-  {
-    "example": [
-      {
-        "keywords": [
-          "iphone",
-          "seo"
-        ],
-        "language_name": "English",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keywords": {
-        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "language_code": {
-        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_name": {
-        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
-        "type": "string"
-      },
-      "tag": {
-        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
-        "type": [
-          "string",
-          "null"
-        ]
-      }
-    },
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "keywords": {
+        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_code": {
+        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_name": {
+        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
+        "type": "string"
+      },
+      "tag": {
+        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "type": "object"
+  }
+]
  2. Changed2 schema fields changed
    • removedInput schema / properties / body / items / anyOf
      Removed value: -[
-  {
-    "example": [
-      {
-        "keywords": [
-          "iphone",
-          "seo"
-        ],
-        "language_name": "English",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keywords": {
-        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "language_code": {
-        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_name": {
-        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
-        "type": "string"
-      },
-      "tag": {
-        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
-        "type": [
-          "string",
-          "null"
-        ]
-      }
-    },
-    "type": "object"
-  }
-]
    • addedInput schema / properties / body / items / oneOf
      Added value: +[
+  {
+    "example": [
+      {
+        "keywords": [
+          "iphone",
+          "seo"
+        ],
+        "language_name": "English",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keywords": {
+        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_code": {
+        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_name": {
+        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
+        "type": "string"
+      },
+      "tag": {
+        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "type": "object"
+  }
+]
  3. Changed8 schema fields changed
    • addedInput schema / properties / body / example
      Added value: +[
+  {
+    "keywords": [
+      "iphone",
+      "seo"
+    ],
+    "language_name": "English",
+    "location_code": 2840
+  }
+]
    • removedInput schema / properties / body / items / allOf
      Removed value: -[
-  {
-    "anyOf": [
-      {
-        "required": [
-          "location_name"
-        ]
-      },
-      {
-        "required": [
-          "location_code"
-        ]
-      }
-    ]
-  },
-  {
-    "anyOf": [
-      {
-        "required": [
-          "language_name"
-        ]
-      },
-      {
-        "required": [
-          "language_code"
-        ]
-      }
-    ]
-  }
-]
    • addedInput schema / properties / body / items / anyOf
      Added value: +[
+  {
+    "example": [
+      {
+        "keywords": [
+          "iphone",
+          "seo"
+        ],
+        "language_name": "English",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keywords": {
+        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_code": {
+        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_name": {
+        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
+        "type": "string"
+      },
+      "tag": {
+        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "type": "object"
+  }
+]
    • removedInput schema / properties / body / items / properties
      Removed value: -{
-  "keywords": {
-    "description": "keywords required field UTF-8 encoding The maximum number of keywords you can specify: 1000; The maximum number of characters in a single keyword: 250; The keywords will be converted to lowercase format;learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "language_code": {
-    "description": "language code required field if you don't specify language_name if you use this field, you don't need to specify language_name you can receive the list of available languages with their language_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: en",
-    "type": "string"
-  },
-  "language_name": {
-    "description": "full name of the language required field if you don't specify language_code if you use this field, you don't need to specify language_code you can receive the list of available languages with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: English",
-    "type": "string"
-  },
-  "location_code": {
-    "description": "unique location identifier required field if you don't specify location_name Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: 2840",
-    "type": "integer"
-  },
-  "location_name": {
-    "description": "full name of the location required field if you don't specify location_code Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: United Kingdom",
-    "type": "string"
-  },
-  "tag": {
-    "description": "user-defined task identifier optional field the character limit is 255 you can use this parameter to identify the task and match it with the result you will find the specified tag value in the data object of the response",
-    "type": "string"
-  }
-}
    • removedInput schema / properties / body / items / required
      Removed value: -[
-  "keywords"
-]
    • changedInput schema / properties / body / items / type
      Previous value: -"object"New value: +[
+  "object",
+  "null"
+]
    • changedInput schema / required
      Previous value: -[
-  "body"
-]New value: +[]
    • addedOutput schema / x-fastmcp-wrap-result
      Added value: +true
  4. Changed8 schema fields changed
    • removedInput schema / properties / body / example
      Removed value: -[
-  {
-    "keywords": [
-      "iphone",
-      "seo"
-    ],
-    "language_name": "English",
-    "location_code": 2840
-  }
-]
    • addedInput schema / properties / body / items / allOf
      Added value: +[
+  {
+    "anyOf": [
+      {
+        "required": [
+          "location_name"
+        ]
+      },
+      {
+        "required": [
+          "location_code"
+        ]
+      }
+    ]
+  },
+  {
+    "anyOf": [
+      {
+        "required": [
+          "language_name"
+        ]
+      },
+      {
+        "required": [
+          "language_code"
+        ]
+      }
+    ]
+  }
+]
    • removedInput schema / properties / body / items / anyOf
      Removed value: -[
-  {
-    "example": [
-      {
-        "keywords": [
-          "iphone",
-          "seo"
-        ],
-        "language_name": "English",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keywords": {
-        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "language_code": {
-        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_name": {
-        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
-        "type": "string"
-      },
-      "tag": {
-        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
-        "type": [
-          "string",
-          "null"
-        ]
-      }
-    },
-    "type": "object"
-  }
-]
    • addedInput schema / properties / body / items / properties
      Added value: +{
+  "keywords": {
+    "description": "keywords required field UTF-8 encoding The maximum number of keywords you can specify: 1000; The maximum number of characters in a single keyword: 250; The keywords will be converted to lowercase format;learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
+    "items": {
+      "type": "string"
+    },
+    "type": "array"
+  },
+  "language_code": {
+    "description": "language code required field if you don't specify language_name if you use this field, you don't need to specify language_name you can receive the list of available languages with their language_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: en",
+    "type": "string"
+  },
+  "language_name": {
+    "description": "full name of the language required field if you don't specify language_code if you use this field, you don't need to specify language_code you can receive the list of available languages with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: English",
+    "type": "string"
+  },
+  "location_code": {
+    "description": "unique location identifier required field if you don't specify location_name Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: 2840",
+    "type": "integer"
+  },
+  "location_name": {
+    "description": "full name of the location required field if you don't specify location_code Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: United Kingdom",
+    "type": "string"
+  },
+  "tag": {
+    "description": "user-defined task identifier optional field the character limit is 255 you can use this parameter to identify the task and match it with the result you will find the specified tag value in the data object of the response",
+    "type": "string"
+  }
+}
    • addedInput schema / properties / body / items / required
      Added value: +[
+  "keywords"
+]
    • changedInput schema / properties / body / items / type
      Previous value: -[
-  "object",
-  "null"
-]New value: +"object"
    • changedInput schema / required
      Previous value: -[]New value: +[
+  "body"
+]
    • removedOutput schema / x-fastmcp-wrap-result
      Removed value: -true
  5. Changed8 schema fields changed
    • addedInput schema / properties / body / example
      Added value: +[
+  {
+    "keywords": [
+      "iphone",
+      "seo"
+    ],
+    "language_name": "English",
+    "location_code": 2840
+  }
+]
    • removedInput schema / properties / body / items / allOf
      Removed value: -[
-  {
-    "anyOf": [
-      {
-        "required": [
-          "location_name"
-        ]
-      },
-      {
-        "required": [
-          "location_code"
-        ]
-      }
-    ]
-  },
-  {
-    "anyOf": [
-      {
-        "required": [
-          "language_name"
-        ]
-      },
-      {
-        "required": [
-          "language_code"
-        ]
-      }
-    ]
-  }
-]
    • addedInput schema / properties / body / items / anyOf
      Added value: +[
+  {
+    "example": [
+      {
+        "keywords": [
+          "iphone",
+          "seo"
+        ],
+        "language_name": "English",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keywords": {
+        "description": "<em>keywords</em><br><strong>required field</strong><br>UTF-8 encoding<br>The maximum number of keywords you can specify: 1000;<br>The maximum number of characters in a single keyword: 250;<br>The keywords will be converted to lowercase format;<p>learn more about rules and limitations of <code>keyword</code> and <code>keywords</code> fields in DataForSEO APIs in this <a href=\"https://dataforseo.com/help-center/rules-and-limitations-of-keyword-and-keywords-fields-in-dataforseo-apis\" rel=\"noopener noreferrer\" target=\"_blank\">Help Center article</a>",
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "language_code": {
+        "description": "<em>language code</em><br><strong>required field if you don't specify</strong> <code>language_name</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_name</code><br>you can receive the list of available languages with their <code>language_code</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">en</code>",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of the language</em><br><strong>required field if you don't specify</strong> <code>language_code</code><br><strong>if you use this field, you don't need to specify</strong> <code>language_code</code><br>you can receive the list of available languages with their <code>language_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>unique location identifier</em><br><strong>required field if you don't specify</strong> <code>location_name</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_code</code> by making a separate request to the <br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_name": {
+        "description": "<em>full name of the location</em><br><strong>required field if you don't specify</strong> <code>location_code</code><br><strong>Note:</strong> it is required to specify either <code>location_name</code> or <code>location_code</code><br>you can receive the list of available locations with their <code>location_name</code> by making a separate request to the<br><code>https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages</code><br>example:<br><code class=\"long-string\">United Kingdom</code>",
+        "type": "string"
+      },
+      "tag": {
+        "description": "<em>user-defined task identifier</em><br>optional field<br><em>the character limit is 255</em><br>you can use this parameter to identify the task and match it with the result<br>you will find the specified <code>tag</code> value in the <code>data</code> object of the response",
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "type": "object"
+  }
+]
    • removedInput schema / properties / body / items / properties
      Removed value: -{
-  "keywords": {
-    "description": "keywords required field UTF-8 encoding The maximum number of keywords you can specify: 1000; The maximum number of characters in a single keyword: 250; The keywords will be converted to lowercase format;learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "language_code": {
-    "description": "language code required field if you don't specify language_name if you use this field, you don't need to specify language_name you can receive the list of available languages with their language_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: en",
-    "type": "string"
-  },
-  "language_name": {
-    "description": "full name of the language required field if you don't specify language_code if you use this field, you don't need to specify language_code you can receive the list of available languages with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: English",
-    "type": "string"
-  },
-  "location_code": {
-    "description": "unique location identifier required field if you don't specify location_name Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: 2840",
-    "type": "integer"
-  },
-  "location_name": {
-    "description": "full name of the location required field if you don't specify location_code Note: it is required to specify either location_name or location_code you can receive the list of available locations with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/ai_keyword_data/locations_and_languages example: United Kingdom",
-    "type": "string"
-  },
-  "tag": {
-    "description": "user-defined task identifier optional field the character limit is 255 you can use this parameter to identify the task and match it with the result you will find the specified tag value in the data object of the response",
-    "type": "string"
-  }
-}
    • removedInput schema / properties / body / items / required
      Removed value: -[
-  "keywords"
-]
    • changedInput schema / properties / body / items / type
      Previous value: -"object"New value: +[
+  "object",
+  "null"
+]
    • changedInput schema / required
      Previous value: -[
-  "body"
-]New value: +[]
    • addedOutput schema / x-fastmcp-wrap-result
      Added value: +true
  6. First observed

TDQS

B3/5.0
Behavior3/5

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

Annotations already declare the safety profile (readOnlyHint=false, destructiveHint=true, idempotentHint=false, openWorldHint=true), so the bar is lower. The description adds one genuinely useful behavioral fact not present in structured data: usage-based billing with a ~$0.011 estimated cost per request. It does not, however, explain or reconcile the non-read-only/destructive labeling, retry safety, or rate limits, leaving a noticeable gap.

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 purpose in one sentence, followed by a compact pricing note; nothing is padded. Minor noise: a stray leading zero-width character and the templated aisa-pricing comment markers, which are formatting artifacts rather than content.

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 values need not be described, and the cost caveat is a helpful addition. However, for a POST endpoint carrying a destructive/non-idempotent annotation profile and a nested array input with required-if-paired location/language fields, the description should say more about input requirements and safety expectations than it does.

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 reported as 0% and the single top-level 'body' parameter is undocumented, so the description would need to compensate, yet it mentions no parameters at all (no keywords, language_code/name, location_code/name pairing). The nested item schema is internally detailed enough that an agent is not entirely lost, but the description itself contributes zero parameter meaning.

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

Purpose4/5

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

States a specific verb+resource: 'provides search volume data for your target keywords,' and adds the scoping qualifier 'reflecting their estimated usage in AI tools,' which separates it from the Google-Ads-style volume siblings. It stops short of naming an alternative (e.g. post_dataforseo_keywords_gads_search_volume_live) or explaining how the AI-tool volume differs, so differentiation is implied rather than explicit.

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 when-to-use guidance, no mention of when this should be preferred over the many sibling keyword-volume/keyword-overview endpoints, and no prerequisites such as needing a location or language pair. The description is purely declarative about what the endpoint returns.

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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