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Leadbase | AI B2B Lead Generation

by io.leadbase
OverviewDiscussionsAdmin

Enrichment Get

enrichment_get
Read-onlyIdempotent

Read a durable research job in the current workspace. Pending means execution continues independently of this connection. Results include observed sources, failures and settlement state.

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": {
      "batchId": "<batchId>"
    },
    "name": "enrichment_get"
  }
}

Input Schema

NameRequiredDescriptionDefault
batchIdYes

Output Schema

NameRequiredDescriptionDefault
jobsYes
batchIdYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / properties / jobs / items / properties / result / anyOf
      Previous value: -[
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-        "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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-                },
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-                  "type": "null"
-                }
-              ]
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-              "type": "string"
-            }
-          },
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-            "title"
-          ],
-          "type": "object"
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-      "summary": {
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-      "type": {
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-    "type": "object"
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-  {
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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": {
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-        "type": "string"
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+            "type": "string"
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  2. Changed2 schema fields changed
    • changedOutput schema / properties / jobs / items / properties / result / anyOf
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-        "type": "number"
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-        "type": "array"
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-        "type": "array"
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-        "type": "string"
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-      "value": {
-        "anyOf": [
-          {
-            "type": "string"
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-          {
-            "type": "null"
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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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-        "type": "array"
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-      "summary": {
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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"
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+          {
+            "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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+                  "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"
+          },
+          {
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+  {
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+    "properties": {
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+        "type": "number"
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+        "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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+        "type": "string"
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+        "const": "email",
+        "type": "string"
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+        "items": {
+          "type": "string"
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+        "type": "array"
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+    "properties": {
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+        "items": {
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+          "properties": {
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+              "type": "string"
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+        "maxItems": 3,
+        "type": "array"
+      },
+      "summary": {
+        "type": "string"
+      },
+      "type": {
+        "const": "phone",
+        "type": "string"
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+      "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": [
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+                  "maxLength": 500,
+                  "type": "string"
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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"
+            }
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+          "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"
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+      "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"
+      },
+      "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

A3.5/5.0
Behavior4/5

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

Annotations already cover safety (readOnly, idempotent, non-destructive, closed-world). The description goes beyond them by disclosing durable/asynchronous semantics — execution continues independently of the caller's connection — and by previewing result contents (sources, failures, settlement state), which is genuinely useful for an agent deciding whether to poll or wait.

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?

Three short sentences, front-loaded with the core action, then the async semantics, then the return contents. No padding or restatement of the title.

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

Completeness4/5

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 spelled out, and annotations carry the safety profile. The description covers the async-job mental model well; the only real gap is the origin/format of batchId and any error behavior for an unknown or foreign-workspace id.

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

Parameters2/5

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

Schema description coverage is 0% for the single required 'batchId' parameter, and the description never mentions it or explains where the id comes from (e.g., from an enrichment submission or enrichment_list). The parameter name is fairly self-explanatory, but the description adds no meaning over the raw 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 states a specific verb and resource: 'Read a durable research job in the current workspace.' That is clear enough to separate it from generic 'get' tools, but it never names its closest sibling (enrichment_list) or any other tool, so sibling differentiation is left implicit.

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?

Usage is only implied: 'Pending means execution continues independently of this connection' hints that this is the tool you poll to check an in-flight job, but there is no explicit when-to-use, when-not-to-use, or pointer to enrichment_list for enumerating jobs.

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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