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Leadbase | AI B2B Lead Generation

by io.leadbase
OverviewDiscussionsAdmin

Enrichment List

enrichment_list
Read-onlyIdempotent

List the most recent research jobs in the current workspace.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "limit": "<limit>"
    },
    "name": "enrichment_list"
  }
}

Input Schema

NameRequiredDescriptionDefault
limitYes

Output Schema

NameRequiredDescriptionDefault
jobsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / properties / jobs / items / properties / result / anyOf
      Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
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-        "type": "number"
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-      "sources": {
-        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "title": {
-              "anyOf": [
-                {
-                  "maxLength": 500,
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ]
-            },
-            "url": {
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-              "type": "string"
-            }
-          },
-          "required": [
-            "url",
-            "title"
-          ],
-          "type": "object"
-        },
-        "maxItems": 3,
-        "type": "array"
-      },
-      "summary": {
-        "type": "string"
-      },
-      "type": {
-        "const": "text",
-        "type": "string"
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-      "value": {
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-          {
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-      "sources"
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-    "type": "object"
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-  {
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-        "type": "number"
-      },
-      "sources": {
-        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "title": {
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-              "type": "string"
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-          "type": "object"
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-      "summary": {
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-      "type": {
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-        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
-        "items": {
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-      "type": {
-        "const": "phone",
-        "type": "string"
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  2. Changed2 schema fields changed
    • changedOutput schema / properties / jobs / items / properties / result / anyOf
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-        "type": "array"
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-        "type": "string"
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-        "type": "array"
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-        "type": "string"
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-        "anyOf": [
-          {
-            "type": "string"
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-          {
-            "type": "null"
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-    "additionalProperties": false,
-    "properties": {
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-        "type": "number"
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-      "sources": {
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-          "additionalProperties": true,
-          "properties": {
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-              "type": "string"
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-            "retrievedAt": {
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-        "type": "array"
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-      "summary": {
-        "type": "string"
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-        "type": "string"
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-        "anyOf": [
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-            "type": "string"
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-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+                  "maxLength": 500,
+                  "type": "string"
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+              "type": "string"
+            }
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+          "required": [
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+          "type": "object"
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+        "maxItems": 3,
+        "type": "array"
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+      "summary": {
+        "type": "string"
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+      "type": {
+        "const": "text",
+        "type": "string"
+      },
+      "value": {
+        "anyOf": [
+          {
+            "type": "string"
+          },
+          {
+            "type": "null"
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+    "required": [
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+  {
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+    "properties": {
+      "confidence": {
+        "type": "number"
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+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+                  "maxLength": 500,
+                  "type": "string"
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+              "type": "string"
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+        "maxItems": 3,
+        "type": "array"
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+      "summary": {
+        "type": "string"
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+      "type": {
+        "const": "url",
+        "type": "string"
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+      "value": {
+        "anyOf": [
+          {
+            "type": "string"
+          },
+          {
+            "type": "null"
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+    "required": [
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+      "confidence",
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+  {
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+    "properties": {
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+        "type": "number"
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+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+                  "type": "string"
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+              "type": "string"
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+        "maxItems": 3,
+        "type": "array"
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+      "summary": {
+        "type": "string"
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+        "const": "email",
+        "type": "string"
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+      "value": {
+        "items": {
+          "type": "string"
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+        "type": "array"
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+  {
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+    "properties": {
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+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
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+                  "type": "string"
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+              "type": "string"
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+          "required": [
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+          "type": "object"
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+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "phone",
+        "type": "string"
+      },
+      "value": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
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+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
+                {
+                  "maxLength": 500,
+                  "type": "string"
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+                }
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+            "url": {
+              "maxLength": 4096,
+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
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+            "title"
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+          "type": "object"
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+        "maxItems": 3,
+        "type": "array"
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+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "number",
+        "type": "string"
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+      "value": {
+        "anyOf": [
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+            "type": "number"
+          },
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+        ]
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+    "required": [
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+      "value",
+      "confidence",
+      "summary",
+      "sources"
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+    "type": "object"
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+  {
+    "additionalProperties": false,
+    "properties": {
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+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
+            "url",
+            "title"
+          ],
+          "type": "object"
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+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "checkbox",
+        "type": "string"
+      },
+      "value": {
+        "anyOf": [
+          {
+            "type": "boolean"
+          },
+          {
+            "type": "null"
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+        ]
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+    },
+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
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+    "type": "object"
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+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
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+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+              "type": "string"
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+        "type": "array"
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+  {
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+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
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+            "url": {
+              "maxLength": 4096,
+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
+            "url",
+            "title"
+          ],
+          "type": "object"
+        },
+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "select",
+        "type": "string"
+      },
+      "value": {
+        "anyOf": [
+          {
+            "type": "string"
+          },
+          {
+            "type": "null"
+          }
+        ]
+      }
+    },
+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
+                {
+                  "maxLength": 500,
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ]
+            },
+            "url": {
+              "maxLength": 4096,
+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
+            "url",
+            "title"
+          ],
+          "type": "object"
+        },
+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "multi_select",
+        "type": "string"
+      },
+      "value": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
+                {
+                  "maxLength": 500,
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ]
+            },
+            "url": {
+              "maxLength": 4096,
+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
+            "url",
+            "title"
+          ],
+          "type": "object"
+        },
+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "json",
+        "type": "string"
+      },
+      "value": {}
+    },
+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "confidence": {
+        "type": "number"
+      },
+      "sources": {
+        "description": "Optional source URLs. Use [] when no relevant source URL is available; sources are not required for an answer.",
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "title": {
+              "anyOf": [
+                {
+                  "maxLength": 500,
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ]
+            },
+            "url": {
+              "maxLength": 4096,
+              "pattern": "^https?://(?:(?:[A-Za-z0-9](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?\\.)+[A-Za-z](?:[A-Za-z0-9-]{0,61}[A-Za-z0-9])?|localhost|(?:(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9])\\.){3}(?:25[0-5]|2[0-4][0-9]|1[0-9]{2}|[1-9]?[0-9]))(?::(?:[0-9]{1,4}|[1-5][0-9]{4}|6[0-4][0-9]{3}|65[0-4][0-9]{2}|655[0-2][0-9]|6553[0-5]))?(?:[/?#][^\\s\\\\]*)?$",
+              "type": "string"
+            }
+          },
+          "required": [
+            "url",
+            "title"
+          ],
+          "type": "object"
+        },
+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "list",
+        "type": "string"
+      },
+      "value": {
+        "items": {
+          "patternProperties": {
+            "^.*$": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "boolean"
+                },
+                {
+                  "type": "null"
+                },
+                {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                }
+              ]
+            }
+          },
+          "type": "object"
+        },
+        "type": "array"
+      }
+    },
+    "required": [
+      "type",
+      "value",
+      "confidence",
+      "summary",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "type": "null"
+  }
+]
    • changedOutput schema / properties / jobs / items / properties / status / enum
      Previous value: -[
-  "queued",
-  "running",
-  "completed",
-  "failed",
-  "cancelled"
-]New value: +[
+  "unavailable",
+  "pending",
+  "researching",
+  "queued",
+  "running",
+  "completed",
+  "failed",
+  "cancelled"
+]
  3. First observed

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint and destructiveHint=false, so the safety profile is covered. The description adds the useful 'most recent' ordering and workspace scoping, but says nothing about truncation behavior, pagination, or what happens when the workspace has many jobs.

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

Conciseness5/5

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

A single front-loaded sentence with no filler. Every word contributes to identifying the resource, ordering, and scope.

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 cover safety. However, the required limit parameter is completely undocumented and there is no note on pagination or result ordering beyond 'most recent', leaving a gap for a list tool.

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?

The single required 'limit' parameter has 0% schema description coverage and the description never mentions it. 'Most recent' hints that limit truncates the result set, but the agent gets no explicit meaning for the bound beyond the 1-100 range in 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?

States a specific verb (List) and resource (research jobs) with scope (current workspace) and ordering (most recent). It is clear what the tool does, but it never distinguishes itself from siblings like enrichment_get or sheets_research_status.

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?

No guidance on when to use this versus enrichment_get for a specific job or sheets_research_status. The agent must infer the choice from the tool name alone.

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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