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Live Gemini LLM Scraper Advanced

post_dataforseo_ai_gemini_llm_scraper_live
Destructive

‌‌ Live Gemini LLM Scraper endpoint provides structured results from Gemini. The results are specific to the selected location (see the List of Locations), language (see the List of Languages), and keyword.

Usage-based billing; Default request estimate: $0.701 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": [
-      {
-        "keyword": "albert einstein",
-        "language_code": "en",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keyword": {
-        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
-        "type": "string"
-      },
-      "language_code": {
-        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_coordinate": {
-        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
-        "type": "string"
-      },
-      "location_name": {
-        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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": {
+      "keyword": {
+        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
+        "type": "string"
+      },
+      "language_code": {
+        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_coordinate": {
+        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
+        "type": "string"
+      },
+      "location_name": {
+        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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": [
-      {
-        "keyword": "albert einstein",
-        "language_code": "en",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keyword": {
-        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
-        "type": "string"
-      },
-      "language_code": {
-        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_coordinate": {
-        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
-        "type": "string"
-      },
-      "location_name": {
-        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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": [
+      {
+        "keyword": "albert einstein",
+        "language_code": "en",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keyword": {
+        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
+        "type": "string"
+      },
+      "language_code": {
+        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_coordinate": {
+        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
+        "type": "string"
+      },
+      "location_name": {
+        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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: +[
+  {
+    "keyword": "albert einstein",
+    "language_code": "en",
+    "location_code": 2840
+  }
+]
    • removedInput schema / properties / body / items / allOf
      Removed value: -[
-  {
-    "anyOf": [
-      {
-        "required": [
-          "location_name"
-        ]
-      },
-      {
-        "required": [
-          "location_code"
-        ]
-      },
-      {
-        "required": [
-          "location_coordinate"
-        ]
-      }
-    ]
-  },
-  {
-    "anyOf": [
-      {
-        "required": [
-          "language_name"
-        ]
-      },
-      {
-        "required": [
-          "language_code"
-        ]
-      }
-    ]
-  }
-]
    • addedInput schema / properties / body / items / anyOf
      Added value: +[
+  {
+    "example": [
+      {
+        "keyword": "albert einstein",
+        "language_code": "en",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keyword": {
+        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
+        "type": "string"
+      },
+      "language_code": {
+        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_coordinate": {
+        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
+        "type": "string"
+      },
+      "location_name": {
+        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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: -{
-  "keyword": {
-    "description": "keyword required field you can specify up to 2000 characters in the keyword field all %## will be decoded (plus character ‘+’ will be decoded to a space character) if you need to use the “%” character for your keyword, please specify it as “%25”; if you need to use the “+” character for your keyword, please specify it as “%2B”learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
-    "type": "string"
-  },
-  "language_code": {
-    "description": "search engine 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 of the search engine with their language_code_by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: enn",
-    "type": "string"
-  },
-  "language_name": {
-    "description": "full name of search engine 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 of the search engine with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: English",
-    "type": "string"
-  },
-  "location_code": {
-    "description": "search engine location code required field if you don't specify location_name or location_coordinate if you use this field, you don't need to specify location_name or location_coordinate you can receive the list of available locations of the search engines with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: 2840",
-    "type": "integer"
-  },
-  "location_coordinate": {
-    "description": "GPS coordinates of a location required field if you don't specify location_name or location_code if you use this field, you don't need to specify location_name or location_code location_coordinate parameter should be specified in the \"latitude,longitude,radius\" format the maximum number of decimal digits for \"latitude\" and \"longitude\": 7 the minimum value for \"radius\": 199 (mm) the maximum value for \"radius\": 199999 (mm) example: 53.476225,-2.243572,200",
-    "type": "string"
-  },
-  "location_name": {
-    "description": "full name of search engine location required field if you don't specify location_code or location_coordinate if you use this field, you don't need to specify location_code or location_coordinate you can receive the list of available locations of the search engine with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: United States",
-    "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: -[
-  "keyword"
-]
    • 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: -[
-  {
-    "keyword": "albert einstein",
-    "language_code": "en",
-    "location_code": 2840
-  }
-]
    • addedInput schema / properties / body / items / allOf
      Added value: +[
+  {
+    "anyOf": [
+      {
+        "required": [
+          "location_name"
+        ]
+      },
+      {
+        "required": [
+          "location_code"
+        ]
+      },
+      {
+        "required": [
+          "location_coordinate"
+        ]
+      }
+    ]
+  },
+  {
+    "anyOf": [
+      {
+        "required": [
+          "language_name"
+        ]
+      },
+      {
+        "required": [
+          "language_code"
+        ]
+      }
+    ]
+  }
+]
    • removedInput schema / properties / body / items / anyOf
      Removed value: -[
-  {
-    "example": [
-      {
-        "keyword": "albert einstein",
-        "language_code": "en",
-        "location_code": 2840
-      }
-    ],
-    "properties": {
-      "keyword": {
-        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
-        "type": "string"
-      },
-      "language_code": {
-        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
-        "type": "string"
-      },
-      "language_name": {
-        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
-        "type": "string"
-      },
-      "location_code": {
-        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
-        "type": "integer"
-      },
-      "location_coordinate": {
-        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
-        "type": "string"
-      },
-      "location_name": {
-        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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: +{
+  "keyword": {
+    "description": "keyword required field you can specify up to 2000 characters in the keyword field all %## will be decoded (plus character ‘+’ will be decoded to a space character) if you need to use the “%” character for your keyword, please specify it as “%25”; if you need to use the “+” character for your keyword, please specify it as “%2B”learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
+    "type": "string"
+  },
+  "language_code": {
+    "description": "search engine 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 of the search engine with their language_code_by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: enn",
+    "type": "string"
+  },
+  "language_name": {
+    "description": "full name of search engine 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 of the search engine with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: English",
+    "type": "string"
+  },
+  "location_code": {
+    "description": "search engine location code required field if you don't specify location_name or location_coordinate if you use this field, you don't need to specify location_name or location_coordinate you can receive the list of available locations of the search engines with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: 2840",
+    "type": "integer"
+  },
+  "location_coordinate": {
+    "description": "GPS coordinates of a location required field if you don't specify location_name or location_code if you use this field, you don't need to specify location_name or location_code location_coordinate parameter should be specified in the \"latitude,longitude,radius\" format the maximum number of decimal digits for \"latitude\" and \"longitude\": 7 the minimum value for \"radius\": 199 (mm) the maximum value for \"radius\": 199999 (mm) example: 53.476225,-2.243572,200",
+    "type": "string"
+  },
+  "location_name": {
+    "description": "full name of search engine location required field if you don't specify location_code or location_coordinate if you use this field, you don't need to specify location_code or location_coordinate you can receive the list of available locations of the search engine with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: United States",
+    "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: +[
+  "keyword"
+]
    • 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: +[
+  {
+    "keyword": "albert einstein",
+    "language_code": "en",
+    "location_code": 2840
+  }
+]
    • removedInput schema / properties / body / items / allOf
      Removed value: -[
-  {
-    "anyOf": [
-      {
-        "required": [
-          "location_name"
-        ]
-      },
-      {
-        "required": [
-          "location_code"
-        ]
-      },
-      {
-        "required": [
-          "location_coordinate"
-        ]
-      }
-    ]
-  },
-  {
-    "anyOf": [
-      {
-        "required": [
-          "language_name"
-        ]
-      },
-      {
-        "required": [
-          "language_code"
-        ]
-      }
-    ]
-  }
-]
    • addedInput schema / properties / body / items / anyOf
      Added value: +[
+  {
+    "example": [
+      {
+        "keyword": "albert einstein",
+        "language_code": "en",
+        "location_code": 2840
+      }
+    ],
+    "properties": {
+      "keyword": {
+        "description": "<em>keyword</em><br><strong>required field</strong><br>you can specify <strong>up to 2000 characters</strong> in the <code>keyword</code> field<br>all %## will be decoded (plus character ‘+’ will be decoded to a space character)<br>if you need to use the “%” character for your <code>keyword</code>, please specify it as “%25”;<br>if you need to use the “+” character for your <code>keyword</code>, please specify it as “%2B”<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>",
+        "type": "string"
+      },
+      "language_code": {
+        "description": "<em>search engine language code</em><br>required field if you don't specify <code>language_name</code>;<br>if you use this field, you don't need to specify <code>language_name</code>;<br>you can receive the list of available languages of the search engine with their <code>language_code</code>_by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>en</code>n",
+        "type": "string"
+      },
+      "language_name": {
+        "description": "<em>full name of search engine language</em><br>required field if you don't specify <code>language_code</code>;<br>if you use this field, you don't need to specify <code>language_code</code>;<br>you can receive the list of available languages of the search engine with their <code>language_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages</code><br>example: <code>English</code>",
+        "type": "string"
+      },
+      "location_code": {
+        "description": "<em>search engine location code</em><br><strong>required field if you don't specify</strong> <code>location_name</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engines with their <code>location_code</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">2840</code>",
+        "type": "integer"
+      },
+      "location_coordinate": {
+        "description": "<p><em>GPS coordinates of a location</em><p><strong>required field if you don't specify</strong> <code>location_name</code>&nbsp;or <code>location_code</code><p><strong>if you use this field, you don't need to specify <code>location_name</code> or <code>location_code</code></strong><p><code>location_coordinate</code> parameter should be specified in the <em>\"latitude,longitude,radius\"</em> format<p>the maximum number of decimal digits for <em>\"latitude\"</em> and <em>\"longitude\"</em>: 7<p>the minimum value for <em>\"radius\"</em>: 199 (mm)<p>the maximum value for <em>\"radius\"</em>: 199999 (mm)<p>example:<p><code class=\"long-string\">53.476225,-2.243572,200</code></p>",
+        "type": "string"
+      },
+      "location_name": {
+        "description": "<em>full name of search engine location</em><br><strong>required field if you don't specify</strong> <code>location_code</code> or <code>location_coordinate</code><br><strong>if you use this field, you don't need to specify <code>location_code</code> or <code>location_coordinate</code></strong><br>you can receive the list of available locations of the search engine with their <code>location_name</code> by making a separate request to the <code>https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations</code><br>example:<br><code class=\"long-string\">United States</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: -{
-  "keyword": {
-    "description": "keyword required field you can specify up to 2000 characters in the keyword field all %## will be decoded (plus character ‘+’ will be decoded to a space character) if you need to use the “%” character for your keyword, please specify it as “%25”; if you need to use the “+” character for your keyword, please specify it as “%2B”learn more about rules and limitations of keyword and keywords fields in DataForSEO APIs in this Help Center article",
-    "type": "string"
-  },
-  "language_code": {
-    "description": "search engine 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 of the search engine with their language_code_by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: enn",
-    "type": "string"
-  },
-  "language_name": {
-    "description": "full name of search engine 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 of the search engine with their language_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/languages example: English",
-    "type": "string"
-  },
-  "location_code": {
-    "description": "search engine location code required field if you don't specify location_name or location_coordinate if you use this field, you don't need to specify location_name or location_coordinate you can receive the list of available locations of the search engines with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: 2840",
-    "type": "integer"
-  },
-  "location_coordinate": {
-    "description": "GPS coordinates of a location required field if you don't specify location_name or location_code if you use this field, you don't need to specify location_name or location_code location_coordinate parameter should be specified in the \"latitude,longitude,radius\" format the maximum number of decimal digits for \"latitude\" and \"longitude\": 7 the minimum value for \"radius\": 199 (mm) the maximum value for \"radius\": 199999 (mm) example: 53.476225,-2.243572,200",
-    "type": "string"
-  },
-  "location_name": {
-    "description": "full name of search engine location required field if you don't specify location_code or location_coordinate if you use this field, you don't need to specify location_code or location_coordinate you can receive the list of available locations of the search engine with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: United States",
-    "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: -[
-  "keyword"
-]
    • 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. Changed3 schema fields changed
    • changedInput schema / properties / body / items / properties / location_code / description
      Previous value: -"search engine location code required field if you don't specify location_name if you use this field, you don't need to specify location_name you can receive the list of available locations of the search engines with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: 2840"New value: +"search engine location code required field if you don't specify location_name or location_coordinate if you use this field, you don't need to specify location_name or location_coordinate you can receive the list of available locations of the search engines with their location_code by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: 2840"
    • changedInput schema / properties / body / items / properties / location_coordinate / description
      Previous value: -"Search location as latitude,longitude,radius. Use instead of location_name or location_code."New value: +"GPS coordinates of a location required field if you don't specify location_name or location_code if you use this field, you don't need to specify location_name or location_code location_coordinate parameter should be specified in the \"latitude,longitude,radius\" format the maximum number of decimal digits for \"latitude\" and \"longitude\": 7 the minimum value for \"radius\": 199 (mm) the maximum value for \"radius\": 199999 (mm) example: 53.476225,-2.243572,200"
    • changedInput schema / properties / body / items / properties / location_name / description
      Previous value: -"full name of search engine location required field if you don't specify location_code if you use this field, you don't need to specify location_code you can receive the list of available locations of the search engine with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: United States"New value: +"full name of search engine location required field if you don't specify location_code or location_coordinate if you use this field, you don't need to specify location_code or location_coordinate you can receive the list of available locations of the search engine with their location_name by making a separate request to the https://api.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/locations example: United States"
  7. First observed

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare destructive=true, openWorld=true, idempotent=false, so the safety profile is covered. The description adds genuinely useful cost context ($0.701 default estimate, usage-based billing), which annotations do not carry. It still omits latency, rate limits, or what exactly a 'scrape' consumes, so it only partially extends the structured data.

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?

Two short sentences front-load the purpose, and the pricing note is clearly delimited. There is no padding or filler; only the leading zero-width characters and the slightly vague 'structured results' phrasing keep it from a 5.

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 annotations carry the safety profile. Still, for a complex nested-body API tool the description omits sibling differentiation and the body array request structure, leaving real gaps an agent must resolve from the schema alone.

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

Parameters3/5

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

Top-level schema description coverage is 0% (the body array wrapper is undocumented), but the nested item schema richly documents keyword, language, and location fields. The description names the same three dimensions (location, language, keyword) that determine results, adding a little meaning but no syntax or structure detail beyond the schema.

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?

The description names a specific verb (scraper) and resource (Gemini LLM structured results), so an agent can tell it returns scraped LLM output for a query. However, it never distinguishes itself from close siblings like post_dataforseo_ai_gemini_llm_responses_live or post_dataforseo_ai_gemini_llm_scraper_live_html, leaving the 'Advanced' qualifier unexplained.

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

Usage Guidelines3/5

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

It implies what drives results (location, language, keyword) and cross-references the Locations and Languages sibling endpoints as setup steps, which is useful prerequisite guidance. But it gives no explicit when-to-use vs the Responses or _html variants, so routing is left to inference.

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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