Skip to main content
Glama

DeepSearch

by app.deepsearch
OverviewDiscussionsAdmin

Search image appearances

reverse_image_search
Read-only

Search image appearances using public sources. Requires the search scope. Account usage is charged for provider work; valid empty results can still consume usage. For long requests use create_lookup_job. Find image appearances, never facial recognition. Public sources only - never private accounts or breach data. Requires search scope. Provider work consumes account usage; cached results consume none.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
formatNo
sandboxNo
imageUrlYes
idempotency_keyNoReuse this key when retrying the same inputs.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
usageYes
eventsYes
objectYes
resultYes
statusNo
warningNo
metadataYes
requestIdYes
request_idYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / properties / events / items / anyOf
      Previous value: -[
-  {
-    "additionalProperties": true,
-    "properties": {
-      "hit": {
-        "anyOf": [
-          {
-            "additionalProperties": {},
-            "properties": {
-              "age": {
-                "exclusiveMinimum": 0,
-                "maximum": 9007199254740991,
-                "type": "integer"
-              },
-              "avatarCandidates": {
-                "items": {
-                  "format": "uri",
-                  "type": "string"
-                },
-                "maxItems": 10,
-                "type": "array"
-              },
-              "avatarContext": {
-                "enum": [
-                  "account",
-                  "authority",
-                  "submitted",
-                  "subject"
-                ],
-                "type": "string"
-              },
-              "avatarUrl": {
-                "format": "uri",
-                "type": "string"
-              },
-              "confidence": {
-                "type": "number"
-              },
-              "headline": {
-                "maxLength": 500,
-                "type": "string"
-              },
-              "id": {
-                "type": "string"
-              },
-              "identityContext": {
-                "enum": [
-                  "account",
-                  "authority",
-                  "submitted"
-                ],
-                "type": "string"
-              },
-              "initials": {
-                "type": "string"
-              },
-              "kind": {
-                "const": "person",
-                "type": "string"
-              },
-              "location": {
-                "maxLength": 500,
-                "type": "string"
-              },
-              "name": {
-                "maxLength": 180,
-                "minLength": 1,
-                "type": "string"
-              },
-              "primaryPlatform": {
-                "enum": [
-                  "instagram",
-                  "facebook",
-                  "x",
-                  "twitter",
-                  "tiktok",
-                  "linkedin",
-                  "youtube",
-                  "whatsapp",
-                  "telegram",
-                  "snapchat",
-                  "reddit",
-                  "threads",
-                  "bluesky",
-                  "mastodon",
-                  "pinterest",
-                  "twitch",
-                  "discord",
-                  "tinder",
-                  "bumble",
-                  "hinge",
-                  "onlyfans",
-                  "fansly",
-                  "patreon",
-                  "cameo",
-                  "vsco",
-                  "tumblr",
-                  "flickr",
-                  "strava",
-                  "apple_music",
-                  "bandcamp",
-                  "lastfm",
-                  "vimeo",
-                  "letterboxd",
-                  "goodreads",
-                  "quora",
-                  "github",
-                  "stack_overflow",
-                  "hacker_news",
-                  "npm",
-                  "kaggle",
-                  "medium",
-                  "substack",
-                  "product_hunt",
-                  "wellfound",
-                  "crunchbase",
-                  "behance",
-                  "dribbble",
-                  "soundcloud",
-                  "spotify",
-                  "orcid",
-                  "google_scholar",
-                  "researchgate",
-                  "academia",
-                  "linktree",
-                  "personal_website",
-                  "company_page",
-                  "other"
-                ],
-                "type": "string"
-              },
-              "primaryUrl": {
-                "format": "uri",
-                "type": "string"
-              },
-              "primaryUsername": {
-                "maxLength": 80,
-                "type": "string"
-              },
-              "seedEmail": {
-                "maxLength": 320,
-                "type": "string"
-              },
-              "seedPhone": {
-                "maxLength": 80,
-                "type": "string"
-              },
-              "tags": {
-                "items": {
-                  "type": "string"
-                },
-                "type": "array"
-              }
-            },
-            "required": [
-              "id",
-              "name",
-              "initials",
-              "confidence",
-              "tags"
-            ],
-            "type": "object"
-          },
-          {
-            "additionalProperties": {},
-            "properties": {
-              "confidence": {
-                "type": "number"
-              },
-              "domain": {
-                "maxLength": 255,
-                "type": "string"
-              },
-              "headline": {
-                "maxLength": 500,
-                "type": "string"
-              },
-              "id": {
-                "type": "string"
-              },
-              "initials": {
-                "type": "string"
-              },
-              "jurisdiction": {
-                "maxLength": 120,
-                "type": "string"
-              },
-              "kind": {
-                "const": "company",
-                "type": "string"
-              },
-              "legalName": {
-                "maxLength": 180,
-                "type": "string"
-              },
-              "logoUrl": {
-                "format": "uri",
-                "type": "string"
-              },
-              "name": {
-                "maxLength": 180,
-                "minLength": 1,
-                "type": "string"
-              },
-              "seedDomain": {
-                "maxLength": 255,
-                "type": "string"
-              },
-              "seedRegistryId": {
-                "maxLength": 120,
-                "type": "string"
-              },
-              "seedRegistrySource": {
-                "maxLength": 80,
-                "type": "string"
-              },
-              "status": {
-                "enum": [
-                  "active",
-                  "dissolved",
-                  "unknown"
-                ],
-                "type": "string"
-              },
-              "tags": {
-                "items": {
-                  "type": "string"
-                },
-                "type": "array"
-              }
-            },
-            "required": [
-              "id",
-              "name",
-              "initials",
-              "confidence",
-              "tags",
-              "kind"
-            ],
-            "type": "object"
-          }
-        ]
-      },
-      "type": {
-        "const": "hit",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "hit"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "delta": {
-        "type": "string"
-      },
-      "type": {
-        "const": "text",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "delta"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "delta": {
-        "type": "string"
-      },
-      "type": {
-        "const": "summary",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "delta"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "sources": {
-        "items": {
-          "additionalProperties": {},
-          "properties": {
-            "authorImageUrl": {
-              "type": "string"
-            },
-            "authorName": {
-              "type": "string"
-            },
-            "cited": {
-              "type": "boolean"
-            },
-            "domain": {
-              "type": "string"
-            },
-            "id": {
-              "type": "string"
-            },
-            "position": {
-              "type": "number"
-            },
-            "publishedAt": {
-              "type": "string"
-            },
-            "snippet": {
-              "type": "string"
-            },
-            "title": {
-              "type": "string"
-            },
-            "url": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "id",
-            "position",
-            "url",
-            "title",
-            "domain"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "type": {
-        "const": "sources",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "sources"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "questions": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "type": {
-        "const": "related",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "questions"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "data": {},
-      "key": {
-        "enum": [
-          "identity",
-          "photos",
-          "contact",
-          "socials",
-          "locations",
-          "relatives",
-          "work",
-          "education",
-          "mentions",
-          "dating",
-          "relationships"
-        ],
-        "type": "string"
-      },
-      "type": {
-        "const": "section",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "key",
-      "data"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "data": {},
-      "key": {
-        "enum": [
-          "identity",
-          "registration",
-          "industry",
-          "financials",
-          "funding",
-          "executives",
-          "locations",
-          "linkage",
-          "contact",
-          "mentions"
-        ],
-        "type": "string"
-      },
-      "type": {
-        "const": "entity_section",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "key",
-      "data"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "data": {},
-      "key": {
-        "enum": [
-          "identity",
-          "engine",
-          "safety",
-          "recalls",
-          "history"
-        ],
-        "type": "string"
-      },
-      "type": {
-        "const": "vehicle_section",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "key",
-      "data"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "match": {
-        "additionalProperties": {},
-        "properties": {
-          "date": {
-            "type": "string"
-          },
-          "imageUrl": {
-            "type": "string"
-          },
-          "matchKind": {
-            "type": "string"
-          },
-          "snippet": {
-            "type": "string"
-          },
-          "sourceDomain": {
-            "type": "string"
-          },
-          "thumbnailUrl": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          },
-          "url": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "url",
-          "sourceDomain"
-        ],
-        "type": "object"
-      },
-      "type": {
-        "const": "image_match",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "match"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "image": {
-        "additionalProperties": {},
-        "properties": {
-          "imageUrl": {
-            "type": "string"
-          },
-          "sourceDomain": {
-            "type": "string"
-          },
-          "sourceUrl": {
-            "type": "string"
-          },
-          "thumbnailUrl": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "imageUrl"
-        ],
-        "type": "object"
-      },
-      "type": {
-        "const": "similar_image",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "image"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "result": {
-        "additionalProperties": {},
-        "properties": {
-          "matches": {
-            "items": {
-              "additionalProperties": {},
-              "properties": {
-                "date": {
-                  "type": "string"
-                },
-                "imageUrl": {
-                  "type": "string"
-                },
-                "matchKind": {
-                  "type": "string"
-                },
-                "snippet": {
-                  "type": "string"
-                },
-                "sourceDomain": {
-                  "type": "string"
-                },
-                "thumbnailUrl": {
-                  "type": "string"
-                },
-                "title": {
-                  "type": "string"
-                },
-                "url": {
-                  "type": "string"
-                }
-              },
-              "required": [
-                "url",
-                "sourceDomain"
-              ],
-              "type": "object"
-            },
-            "type": "array"
-          },
-          "provider": {
-            "type": "string"
-          },
-          "similar": {
-            "items": {
-              "additionalProperties": {},
-              "properties": {
-                "imageUrl": {
-                  "type": "string"
-                },
-                "sourceDomain": {
-                  "type": "string"
-                },
-                "sourceUrl": {
-                  "type": "string"
-                },
-                "thumbnailUrl": {
-                  "type": "string"
-                },
-                "title": {
-                  "type": "string"
-                }
-              },
-              "required": [
-                "imageUrl"
-              ],
-              "type": "object"
-            },
-            "type": "array"
-          }
-        },
-        "required": [
-          "provider"
-        ],
-        "type": "object"
-      },
-      "type": {
-        "const": "image_summary",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "result"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "type": {
-        "const": "done",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": true,
-    "properties": {
-      "code": {
-        "type": "string"
-      },
-      "message": {
-        "type": "string"
-      },
-      "type": {
-        "const": "error",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "message"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": {},
-    "properties": {
-      "type": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "type"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": true,
+    "properties": {
+      "hit": {
+        "anyOf": [
+          {
+            "additionalProperties": {},
+            "properties": {
+              "age": {
+                "exclusiveMinimum": 0,
+                "maximum": 9007199254740991,
+                "type": "integer"
+              },
+              "avatarCandidates": {
+                "items": {
+                  "format": "uri",
+                  "type": "string"
+                },
+                "maxItems": 10,
+                "type": "array"
+              },
+              "avatarContext": {
+                "enum": [
+                  "account",
+                  "authority",
+                  "submitted",
+                  "subject"
+                ],
+                "type": "string"
+              },
+              "avatarUrl": {
+                "format": "uri",
+                "type": "string"
+              },
+              "confidence": {
+                "type": "number"
+              },
+              "headline": {
+                "maxLength": 500,
+                "type": "string"
+              },
+              "id": {
+                "type": "string"
+              },
+              "identityContext": {
+                "enum": [
+                  "account",
+                  "authority",
+                  "submitted"
+                ],
+                "type": "string"
+              },
+              "initials": {
+                "type": "string"
+              },
+              "kind": {
+                "const": "person",
+                "type": "string"
+              },
+              "linkedProfileUrls": {
+                "items": {
+                  "format": "uri",
+                  "type": "string"
+                },
+                "maxItems": 32,
+                "type": "array"
+              },
+              "location": {
+                "maxLength": 500,
+                "type": "string"
+              },
+              "name": {
+                "maxLength": 180,
+                "minLength": 1,
+                "type": "string"
+              },
+              "primaryPlatform": {
+                "enum": [
+                  "instagram",
+                  "facebook",
+                  "x",
+                  "twitter",
+                  "tiktok",
+                  "linkedin",
+                  "youtube",
+                  "whatsapp",
+                  "telegram",
+                  "snapchat",
+                  "reddit",
+                  "threads",
+                  "bluesky",
+                  "mastodon",
+                  "pinterest",
+                  "twitch",
+                  "discord",
+                  "tinder",
+                  "bumble",
+                  "hinge",
+                  "onlyfans",
+                  "fansly",
+                  "patreon",
+                  "cameo",
+                  "vsco",
+                  "tumblr",
+                  "flickr",
+                  "strava",
+                  "apple_music",
+                  "bandcamp",
+                  "lastfm",
+                  "vimeo",
+                  "letterboxd",
+                  "goodreads",
+                  "quora",
+                  "github",
+                  "stack_overflow",
+                  "hacker_news",
+                  "npm",
+                  "kaggle",
+                  "medium",
+                  "substack",
+                  "product_hunt",
+                  "wellfound",
+                  "crunchbase",
+                  "behance",
+                  "dribbble",
+                  "soundcloud",
+                  "spotify",
+                  "orcid",
+                  "google_scholar",
+                  "researchgate",
+                  "academia",
+                  "linktree",
+                  "personal_website",
+                  "company_page",
+                  "other"
+                ],
+                "type": "string"
+              },
+              "primaryUrl": {
+                "format": "uri",
+                "type": "string"
+              },
+              "primaryUsername": {
+                "maxLength": 80,
+                "type": "string"
+              },
+              "seedEmail": {
+                "maxLength": 320,
+                "type": "string"
+              },
+              "seedPhone": {
+                "maxLength": 80,
+                "type": "string"
+              },
+              "tags": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              }
+            },
+            "required": [
+              "id",
+              "name",
+              "initials",
+              "confidence",
+              "tags"
+            ],
+            "type": "object"
+          },
+          {
+            "additionalProperties": {},
+            "properties": {
+              "confidence": {
+                "type": "number"
+              },
+              "domain": {
+                "maxLength": 255,
+                "type": "string"
+              },
+              "headline": {
+                "maxLength": 500,
+                "type": "string"
+              },
+              "id": {
+                "type": "string"
+              },
+              "initials": {
+                "type": "string"
+              },
+              "jurisdiction": {
+                "maxLength": 120,
+                "type": "string"
+              },
+              "kind": {
+                "const": "company",
+                "type": "string"
+              },
+              "legalName": {
+                "maxLength": 180,
+                "type": "string"
+              },
+              "logoUrl": {
+                "format": "uri",
+                "type": "string"
+              },
+              "name": {
+                "maxLength": 180,
+                "minLength": 1,
+                "type": "string"
+              },
+              "seedDomain": {
+                "maxLength": 255,
+                "type": "string"
+              },
+              "seedRegistryId": {
+                "maxLength": 120,
+                "type": "string"
+              },
+              "seedRegistrySource": {
+                "maxLength": 80,
+                "type": "string"
+              },
+              "status": {
+                "enum": [
+                  "active",
+                  "dissolved",
+                  "unknown"
+                ],
+                "type": "string"
+              },
+              "tags": {
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              }
+            },
+            "required": [
+              "id",
+              "name",
+              "initials",
+              "confidence",
+              "tags",
+              "kind"
+            ],
+            "type": "object"
+          }
+        ]
+      },
+      "type": {
+        "const": "hit",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "hit"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "delta": {
+        "type": "string"
+      },
+      "type": {
+        "const": "text",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "delta"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "delta": {
+        "type": "string"
+      },
+      "type": {
+        "const": "summary",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "delta"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "sources": {
+        "items": {
+          "additionalProperties": {},
+          "properties": {
+            "authorImageUrl": {
+              "type": "string"
+            },
+            "authorName": {
+              "type": "string"
+            },
+            "cited": {
+              "type": "boolean"
+            },
+            "domain": {
+              "type": "string"
+            },
+            "id": {
+              "type": "string"
+            },
+            "position": {
+              "type": "number"
+            },
+            "publishedAt": {
+              "type": "string"
+            },
+            "snippet": {
+              "type": "string"
+            },
+            "title": {
+              "type": "string"
+            },
+            "url": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "position",
+            "url",
+            "title",
+            "domain"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "type": {
+        "const": "sources",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "sources"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "questions": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "type": {
+        "const": "related",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "questions"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "data": {},
+      "key": {
+        "enum": [
+          "identity",
+          "photos",
+          "contact",
+          "socials",
+          "locations",
+          "relatives",
+          "work",
+          "education",
+          "mentions",
+          "dating",
+          "relationships"
+        ],
+        "type": "string"
+      },
+      "type": {
+        "const": "section",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "key",
+      "data"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "data": {},
+      "key": {
+        "enum": [
+          "identity",
+          "registration",
+          "industry",
+          "financials",
+          "funding",
+          "executives",
+          "locations",
+          "linkage",
+          "contact",
+          "mentions"
+        ],
+        "type": "string"
+      },
+      "type": {
+        "const": "entity_section",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "key",
+      "data"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "data": {},
+      "key": {
+        "enum": [
+          "identity",
+          "engine",
+          "safety",
+          "recalls",
+          "history"
+        ],
+        "type": "string"
+      },
+      "type": {
+        "const": "vehicle_section",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "key",
+      "data"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "match": {
+        "additionalProperties": {},
+        "properties": {
+          "date": {
+            "type": "string"
+          },
+          "imageUrl": {
+            "type": "string"
+          },
+          "matchKind": {
+            "type": "string"
+          },
+          "snippet": {
+            "type": "string"
+          },
+          "sourceDomain": {
+            "type": "string"
+          },
+          "thumbnailUrl": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "url",
+          "sourceDomain"
+        ],
+        "type": "object"
+      },
+      "type": {
+        "const": "image_match",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "match"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "image": {
+        "additionalProperties": {},
+        "properties": {
+          "imageUrl": {
+            "type": "string"
+          },
+          "sourceDomain": {
+            "type": "string"
+          },
+          "sourceUrl": {
+            "type": "string"
+          },
+          "thumbnailUrl": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "imageUrl"
+        ],
+        "type": "object"
+      },
+      "type": {
+        "const": "similar_image",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "image"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "result": {
+        "additionalProperties": {},
+        "properties": {
+          "matches": {
+            "items": {
+              "additionalProperties": {},
+              "properties": {
+                "date": {
+                  "type": "string"
+                },
+                "imageUrl": {
+                  "type": "string"
+                },
+                "matchKind": {
+                  "type": "string"
+                },
+                "snippet": {
+                  "type": "string"
+                },
+                "sourceDomain": {
+                  "type": "string"
+                },
+                "thumbnailUrl": {
+                  "type": "string"
+                },
+                "title": {
+                  "type": "string"
+                },
+                "url": {
+                  "type": "string"
+                }
+              },
+              "required": [
+                "url",
+                "sourceDomain"
+              ],
+              "type": "object"
+            },
+            "type": "array"
+          },
+          "provider": {
+            "type": "string"
+          },
+          "similar": {
+            "items": {
+              "additionalProperties": {},
+              "properties": {
+                "imageUrl": {
+                  "type": "string"
+                },
+                "sourceDomain": {
+                  "type": "string"
+                },
+                "sourceUrl": {
+                  "type": "string"
+                },
+                "thumbnailUrl": {
+                  "type": "string"
+                },
+                "title": {
+                  "type": "string"
+                }
+              },
+              "required": [
+                "imageUrl"
+              ],
+              "type": "object"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "provider"
+        ],
+        "type": "object"
+      },
+      "type": {
+        "const": "image_summary",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "result"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "type": {
+        "const": "done",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": true,
+    "properties": {
+      "code": {
+        "type": "string"
+      },
+      "message": {
+        "type": "string"
+      },
+      "type": {
+        "const": "error",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "message"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": {},
+    "properties": {
+      "type": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "type"
+    ],
+    "type": "object"
+  }
+]
  2. Added

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnlyHint, destructiveHint=false), so the lower bar applies. The description goes beyond them with cost behavior that matters operationally: provider work consumes account usage while cached results do not, and valid empty results can still cost usage.

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

Conciseness2/5

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

The content is roughly duplicated: 'Requires the search scope' appears twice and the provider-work/account-usage point is stated twice in near-identical wording. The useful material (purpose, alternative tool, boundaries) is sound but is buried in redundant sentences.

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 explained. It covers cost, scope boundaries, and the job-based alternative, but the undefined and unmapped 'search scope' obligation leaves the agent unsure whether a prerequisite is missing.

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 only 25%, with just idempotency_key documented, so the description must compensate and does not. It never explains imageUrl, format, or sandbox, and the recurring 'search scope' requirement maps to no parameter at all, which is actively confusing rather than clarifying.

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 and resource ('Search image appearances using public sources') and explicitly rules out facial recognition, which separates it from person-oriented siblings like ask_about_person. The repeated, undefined term 'search scope' adds mild fuzziness since no matching parameter exists, keeping it just short of a 5.

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

Usage Guidelines4/5

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

Names the alternative for long-running work ('For long requests use create_lookup_job'), which is exactly the routing guidance an agent needs. It also states boundaries ('public sources only - never private accounts or breach data'), though it gives no positive criteria for choosing this over other lookup tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

All DeepSearch toolsInspect
Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources