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makememoneynomistakes.ai: ERC-8004 agent reputation and fraud checks

by ai.makememoneynomistakes
OverviewDiscussionsAdmin

Find an agent

find_agent
Read-only

Find an ERC-8004 agent on Base by name, wallet address or part of its id, when you don't have its exact id: the first step of a reputation check. Up to 10 matches, best first, each with verdict, score and flag count; then call check_agent with the id for the full scorecard. Free within the per-IP allowance.

Input Schema

NameRequiredDescriptionDefault
queryYesA name ("Osobot"), a wallet (0x followed by 40 hex characters) or part of an id ("base:145").

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
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-      },
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-                "paid_jobs",
-                "reviews_only",
-                "paid_calls"
-              ],
-              "type": "string"
-            },
-            "category": {
-              "description": "Non-scoring label from existing research or verified Bazaar tags; absent when unknown.",
-              "type": "string"
-            },
-            "category_note": {
-              "description": "Risk disclaimer for trading, DeFi, prediction markets and airdrops.",
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "category_source_note": {
-              "type": "string"
-            },
-            "description": {
-              "description": "Enhanced description combining research and available Bazaar claims (paid agent pages/export only).",
-              "maxLength": 5000,
-              "type": [
-                "string",
-                "null"
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-            "description_bazaar": {
-              "description": "Paid only. Up to three matched Bazaar claims and provenance; first claim supplies the public preview.",
-              "items": {
-                "properties": {
-                  "description": {
-                    "type": "string"
-                  },
-                  "link_checked_at": {
-                    "type": "string"
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-                  "observed_at": {
-                    "type": "string"
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-                  "resource_key": {
-                    "type": "string"
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-                  "url": {
-                    "type": "string"
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-                "type": "object"
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-              "maxItems": 3,
-              "type": "array"
-            },
-            "description_note": {
-              "description": "Free response only: paid-access note, or null when no enhanced profile exists.",
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "description_preview": {
-              "description": "One sentence from a verified-linked Bazaar listing; provider claim, unverified. Never research text.",
-              "maxLength": 160,
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "description_research": {
-              "description": "Paid only. Supplied research findings, including identity caveats and their date; never scoring evidence.",
-              "properties": {
-                "agent_ref": {
-                  "type": "string"
-                },
-                "category": {
-                  "type": "string"
-                },
-                "checked_on": {
-                  "format": "date",
-                  "type": "string"
-                },
-                "confidence": {
-                  "enum": [
-                    "low",
-                    "medium",
-                    "high"
-                  ],
-                  "type": "string"
-                },
-                "identity_match": {
-                  "type": "string"
-                },
-                "links": {
-                  "items": {
-                    "type": "string"
-                  },
-                  "type": "array"
-                },
-                "self_description_check": {
-                  "type": "string"
-                },
-                "sources": {
-                  "items": {
-                    "type": "string"
-                  },
-                  "type": "array"
-                },
-                "status": {
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-                "summary": {
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-                "website": {
-                  "type": "string"
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-              "type": [
-                "object",
-                "null"
-              ]
-            },
-            "earned_eth_clean": {
-              "type": "number"
-            },
-            "flags": {
-              "type": "integer"
-            },
-            "id": {
-              "type": "string"
-            },
-            "name": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "paid_per_use": {
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-                  "type": "string"
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-                "basis": {
-                  "const": "paid_calls",
-                  "type": "string"
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-                "board": {
-                  "enum": [
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-                    "rookies",
-                    "bouncer",
-                    null
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-                  "type": [
-                    "string",
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-                "components": {
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-                    "integer",
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-                "rookie": {
-                  "type": "boolean"
-                },
-                "score": {
-                  "type": [
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-                          "type": "integer"
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-                          "type": "integer"
-                        },
-                        "total": {
-                          "type": "integer"
-                        }
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-                      "required": [
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-                        "sweep"
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-                      "type": "object"
-                    },
-                    "payer_clusters": {
-                      "type": "integer"
-                    },
-                    "repeat_payer_clusters": {
-                      "type": "integer"
-                    },
-                    "usdc_atomic_clean": {
-                      "description": "Clean USDC in exact atomic units (6 decimals).",
-                      "pattern": "^[0-9]+$",
-                      "type": "string"
-                    }
-                  },
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-                "verdict": {
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-                    "SUS",
-                    "BOUNCED"
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-                  "type": "string"
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-              },
-              "required": [
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-                "BOUNCED"
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-              "type": "string"
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-          "required": [
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-          "type": "object"
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-        "type": "array"
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-      "next_cursor": {
-        "type": [
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-          "null"
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-            "network": {
-              "type": "string"
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-            "payTo": {
-              "type": "string"
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-            "scheme": {
-              "type": "string"
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-          },
-          "required": [
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-            "network",
-            "amount",
-            "asset",
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-          ],
-          "type": "object"
-        },
-        "type": "array"
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-      "error": {
-        "type": "string"
-      },
-      "resource": {
-        "properties": {
-          "url": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "url"
-        ],
-        "type": "object"
-      },
-      "x402Version": {
-        "const": 2,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "x402Version",
-      "accepts"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "as_of": {
+        "type": "string"
+      },
+      "items": {
+        "items": {
+          "properties": {
+            "basis": {
+              "enum": [
+                "paid_jobs",
+                "reviews_only",
+                "paid_calls"
+              ],
+              "type": "string"
+            },
+            "category": {
+              "description": "Non-scoring label from existing research or verified Bazaar tags; absent when unknown.",
+              "type": "string"
+            },
+            "category_note": {
+              "description": "Risk disclaimer for trading, DeFi, prediction markets and airdrops.",
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "category_source_note": {
+              "type": "string"
+            },
+            "description": {
+              "description": "Enhanced description combining research and available Bazaar claims (paid agent pages/export only).",
+              "maxLength": 5000,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_bazaar": {
+              "description": "Paid only. Up to three matched Bazaar claims and provenance; first claim supplies the public preview.",
+              "items": {
+                "properties": {
+                  "description": {
+                    "type": "string"
+                  },
+                  "link_checked_at": {
+                    "type": "string"
+                  },
+                  "observed_at": {
+                    "type": "string"
+                  },
+                  "resource_key": {
+                    "type": "string"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              },
+              "maxItems": 3,
+              "type": "array"
+            },
+            "description_note": {
+              "description": "Free response only: paid-access note, or null when no enhanced profile exists.",
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_preview": {
+              "description": "One sentence from a verified-linked Bazaar listing; provider claim, unverified. Never research text.",
+              "maxLength": 160,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_research": {
+              "description": "Paid only. Supplied research findings, including identity caveats and their date; never scoring evidence.",
+              "properties": {
+                "agent_ref": {
+                  "type": "string"
+                },
+                "category": {
+                  "type": "string"
+                },
+                "checked_on": {
+                  "format": "date",
+                  "type": "string"
+                },
+                "confidence": {
+                  "enum": [
+                    "low",
+                    "medium",
+                    "high"
+                  ],
+                  "type": "string"
+                },
+                "identity_match": {
+                  "type": "string"
+                },
+                "links": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "self_description_check": {
+                  "type": "string"
+                },
+                "sources": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "status": {
+                  "type": "string"
+                },
+                "summary": {
+                  "type": "string"
+                },
+                "website": {
+                  "type": "string"
+                }
+              },
+              "type": [
+                "object",
+                "null"
+              ]
+            },
+            "earned_eth_clean": {
+              "type": "number"
+            },
+            "flags": {
+              "type": "integer"
+            },
+            "id": {
+              "type": "string"
+            },
+            "name": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "paid_per_use": {
+              "properties": {
+                "as_of": {
+                  "type": "string"
+                },
+                "basis": {
+                  "const": "paid_calls",
+                  "type": "string"
+                },
+                "board": {
+                  "enum": [
+                    "ranked",
+                    "rookies",
+                    "bouncer",
+                    null
+                  ],
+                  "type": [
+                    "string",
+                    "null"
+                  ]
+                },
+                "components": {
+                  "type": "object"
+                },
+                "rank": {
+                  "type": [
+                    "integer",
+                    "null"
+                  ]
+                },
+                "rookie": {
+                  "type": "boolean"
+                },
+                "score": {
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "stats": {
+                  "properties": {
+                    "calls": {
+                      "properties": {
+                        "clean": {
+                          "type": "integer"
+                        },
+                        "self": {
+                          "type": "integer"
+                        },
+                        "sweep": {
+                          "type": "integer"
+                        },
+                        "total": {
+                          "type": "integer"
+                        }
+                      },
+                      "required": [
+                        "total",
+                        "clean",
+                        "self",
+                        "sweep"
+                      ],
+                      "type": "object"
+                    },
+                    "payer_clusters": {
+                      "type": "integer"
+                    },
+                    "repeat_payer_clusters": {
+                      "type": "integer"
+                    },
+                    "usdc_atomic_clean": {
+                      "description": "Clean USDC in exact atomic units (6 decimals).",
+                      "pattern": "^[0-9]+$",
+                      "type": "string"
+                    }
+                  },
+                  "required": [
+                    "payer_clusters",
+                    "repeat_payer_clusters",
+                    "calls",
+                    "usdc_atomic_clean"
+                  ],
+                  "type": "object"
+                },
+                "verdict": {
+                  "enum": [
+                    "LEGIT",
+                    "SUS",
+                    "BOUNCED"
+                  ],
+                  "type": "string"
+                }
+              },
+              "required": [
+                "basis",
+                "score",
+                "rank",
+                "board",
+                "rookie",
+                "verdict",
+                "components",
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+              ],
+              "type": "object"
+            },
+            "rank": {
+              "type": [
+                "integer",
+                "null"
+              ]
+            },
+            "rookie": {
+              "type": "boolean"
+            },
+            "score": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "verdict": {
+              "enum": [
+                "LEGIT",
+                "SUS",
+                "BOUNCED"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "verdict",
+            "score",
+            "flags"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "mode": {
+        "type": "string"
+      },
+      "more": {
+        "description": "Free page only: the paid call that answers more, with its cost.",
+        "type": "object"
+      },
+      "next_cursor": {
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "as_of",
+      "items"
+    ],
+    "type": "object"
+  },
+  {
+    "properties": {
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+        "items": {
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+              "type": "string"
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+            "network": {
+              "type": "string"
+            },
+            "payTo": {
+              "type": "string"
+            },
+            "scheme": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "scheme",
+            "network",
+            "amount",
+            "asset",
+            "payTo"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "error": {
+        "type": "string"
+      },
+      "resource": {
+        "properties": {
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "url"
+        ],
+        "type": "object"
+      },
+      "x402Version": {
+        "const": 2,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "x402Version",
+      "accepts"
+    ],
+    "type": "object"
+  }
+]
  2. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "properties": {
-      "as_of": {
-        "type": "string"
-      },
-      "items": {
-        "items": {
-          "properties": {
-            "description": {
-              "description": "Enhanced description combining research and available Bazaar claims (paid agent pages/export only).",
-              "maxLength": 5000,
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "description_bazaar": {
-              "description": "Paid only. Up to three matched Bazaar claims and provenance; first claim supplies the public preview.",
-              "items": {
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-            "description_research": {
-              "description": "Paid only. Supplied research findings, including identity caveats and their date; never scoring evidence.",
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-]New value: +[
+  {
+    "properties": {
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+      "items": {
+        "items": {
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+            "category": {
+              "description": "Non-scoring label from existing research or verified Bazaar tags; absent when unknown.",
+              "type": "string"
+            },
+            "category_note": {
+              "description": "Risk disclaimer for trading, DeFi, prediction markets and airdrops.",
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "category_source_note": {
+              "type": "string"
+            },
+            "description": {
+              "description": "Enhanced description combining research and available Bazaar claims (paid agent pages/export only).",
+              "maxLength": 5000,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_bazaar": {
+              "description": "Paid only. Up to three matched Bazaar claims and provenance; first claim supplies the public preview.",
+              "items": {
+                "properties": {
+                  "description": {
+                    "type": "string"
+                  },
+                  "link_checked_at": {
+                    "type": "string"
+                  },
+                  "observed_at": {
+                    "type": "string"
+                  },
+                  "resource_key": {
+                    "type": "string"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              },
+              "maxItems": 3,
+              "type": "array"
+            },
+            "description_note": {
+              "description": "Free response only: paid-access note, or null when no enhanced profile exists.",
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_preview": {
+              "description": "One sentence from a verified-linked Bazaar listing; provider claim, unverified. Never research text.",
+              "maxLength": 160,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_research": {
+              "description": "Paid only. Supplied research findings, including identity caveats and their date; never scoring evidence.",
+              "properties": {
+                "agent_ref": {
+                  "type": "string"
+                },
+                "category": {
+                  "type": "string"
+                },
+                "checked_on": {
+                  "format": "date",
+                  "type": "string"
+                },
+                "confidence": {
+                  "enum": [
+                    "low",
+                    "medium",
+                    "high"
+                  ],
+                  "type": "string"
+                },
+                "identity_match": {
+                  "type": "string"
+                },
+                "links": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "self_description_check": {
+                  "type": "string"
+                },
+                "sources": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "status": {
+                  "type": "string"
+                },
+                "summary": {
+                  "type": "string"
+                },
+                "website": {
+                  "type": "string"
+                }
+              },
+              "type": [
+                "object",
+                "null"
+              ]
+            },
+            "earned_eth_clean": {
+              "type": "number"
+            },
+            "flags": {
+              "type": "integer"
+            },
+            "id": {
+              "type": "string"
+            },
+            "name": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "paid_per_use": {
+              "properties": {
+                "as_of": {
+                  "type": "string"
+                },
+                "basis": {
+                  "const": "paid_calls",
+                  "type": "string"
+                },
+                "board": {
+                  "enum": [
+                    "ranked",
+                    "rookies",
+                    "bouncer",
+                    null
+                  ],
+                  "type": [
+                    "string",
+                    "null"
+                  ]
+                },
+                "components": {
+                  "type": "object"
+                },
+                "rank": {
+                  "type": [
+                    "integer",
+                    "null"
+                  ]
+                },
+                "rookie": {
+                  "type": "boolean"
+                },
+                "score": {
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "stats": {
+                  "properties": {
+                    "calls": {
+                      "properties": {
+                        "clean": {
+                          "type": "integer"
+                        },
+                        "self": {
+                          "type": "integer"
+                        },
+                        "sweep": {
+                          "type": "integer"
+                        },
+                        "total": {
+                          "type": "integer"
+                        }
+                      },
+                      "required": [
+                        "total",
+                        "clean",
+                        "self",
+                        "sweep"
+                      ],
+                      "type": "object"
+                    },
+                    "payer_clusters": {
+                      "type": "integer"
+                    },
+                    "repeat_payer_clusters": {
+                      "type": "integer"
+                    },
+                    "usdc_atomic_clean": {
+                      "description": "Clean USDC in exact atomic units (6 decimals).",
+                      "pattern": "^[0-9]+$",
+                      "type": "string"
+                    }
+                  },
+                  "required": [
+                    "payer_clusters",
+                    "repeat_payer_clusters",
+                    "calls",
+                    "usdc_atomic_clean"
+                  ],
+                  "type": "object"
+                },
+                "verdict": {
+                  "enum": [
+                    "LEGIT",
+                    "SUS",
+                    "BOUNCED"
+                  ],
+                  "type": "string"
+                }
+              },
+              "required": [
+                "basis",
+                "score",
+                "rank",
+                "board",
+                "rookie",
+                "verdict",
+                "components",
+                "stats",
+                "as_of"
+              ],
+              "type": "object"
+            },
+            "rank": {
+              "type": [
+                "integer",
+                "null"
+              ]
+            },
+            "rookie": {
+              "type": "boolean"
+            },
+            "score": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "verdict": {
+              "enum": [
+                "LEGIT",
+                "SUS",
+                "BOUNCED"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "verdict",
+            "score",
+            "flags"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "mode": {
+        "type": "string"
+      },
+      "next_cursor": {
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "as_of",
+      "items"
+    ],
+    "type": "object"
+  },
+  {
+    "properties": {
+      "accepts": {
+        "items": {
+          "properties": {
+            "amount": {
+              "type": "string"
+            },
+            "asset": {
+              "type": "string"
+            },
+            "network": {
+              "type": "string"
+            },
+            "payTo": {
+              "type": "string"
+            },
+            "scheme": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "scheme",
+            "network",
+            "amount",
+            "asset",
+            "payTo"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "error": {
+        "type": "string"
+      },
+      "resource": {
+        "properties": {
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "url"
+        ],
+        "type": "object"
+      },
+      "x402Version": {
+        "const": 2,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "x402Version",
+      "accepts"
+    ],
+    "type": "object"
+  }
+]
  3. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "properties": {
-      "as_of": {
-        "type": "string"
-      },
-      "items": {
-        "items": {
-          "properties": {
-            "description": {
-              "description": "The agent's full self-description (paid calls only). Self-described, unverified.",
-              "maxLength": 1000,
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "description_preview": {
-              "description": "First sentence of the agent's own description. Self-described, unverified.",
-              "maxLength": 160,
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "earned_eth_clean": {
-              "type": "number"
-            },
-            "flags": {
-              "type": "integer"
-            },
-            "id": {
-              "type": "string"
-            },
-            "name": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "rank": {
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "rookie": {
-              "type": "boolean"
-            },
-            "score": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "verdict": {
-              "enum": [
-                "LEGIT",
-                "SUS",
-                "BOUNCED"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "id",
-            "verdict",
-            "score",
-            "flags"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "mode": {
-        "type": "string"
-      },
-      "next_cursor": {
-        "type": [
-          "string",
-          "null"
-        ]
-      }
-    },
-    "required": [
-      "as_of",
-      "items"
-    ],
-    "type": "object"
-  },
-  {
-    "properties": {
-      "accepts": {
-        "items": {
-          "properties": {
-            "amount": {
-              "type": "string"
-            },
-            "asset": {
-              "type": "string"
-            },
-            "network": {
-              "type": "string"
-            },
-            "payTo": {
-              "type": "string"
-            },
-            "scheme": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "scheme",
-            "network",
-            "amount",
-            "asset",
-            "payTo"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "error": {
-        "type": "string"
-      },
-      "resource": {
-        "properties": {
-          "url": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "url"
-        ],
-        "type": "object"
-      },
-      "x402Version": {
-        "const": 2,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "x402Version",
-      "accepts"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "as_of": {
+        "type": "string"
+      },
+      "items": {
+        "items": {
+          "properties": {
+            "description": {
+              "description": "Enhanced description combining research and available Bazaar claims (paid agent pages/export only).",
+              "maxLength": 5000,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_bazaar": {
+              "description": "Paid only. Up to three matched Bazaar claims and provenance; first claim supplies the public preview.",
+              "items": {
+                "properties": {
+                  "description": {
+                    "type": "string"
+                  },
+                  "link_checked_at": {
+                    "type": "string"
+                  },
+                  "observed_at": {
+                    "type": "string"
+                  },
+                  "resource_key": {
+                    "type": "string"
+                  },
+                  "url": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              },
+              "maxItems": 3,
+              "type": "array"
+            },
+            "description_note": {
+              "description": "Free response only: paid-access note, or null when no enhanced profile exists.",
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_preview": {
+              "description": "One sentence from a verified-linked Bazaar listing; provider claim, unverified. Never research text.",
+              "maxLength": 160,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_research": {
+              "description": "Paid only. Supplied research findings, including identity caveats and their date; never scoring evidence.",
+              "properties": {
+                "agent_ref": {
+                  "type": "string"
+                },
+                "category": {
+                  "type": "string"
+                },
+                "checked_on": {
+                  "format": "date",
+                  "type": "string"
+                },
+                "confidence": {
+                  "enum": [
+                    "low",
+                    "medium",
+                    "high"
+                  ],
+                  "type": "string"
+                },
+                "identity_match": {
+                  "type": "string"
+                },
+                "links": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "self_description_check": {
+                  "type": "string"
+                },
+                "sources": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                "status": {
+                  "type": "string"
+                },
+                "summary": {
+                  "type": "string"
+                },
+                "website": {
+                  "type": "string"
+                }
+              },
+              "type": [
+                "object",
+                "null"
+              ]
+            },
+            "earned_eth_clean": {
+              "type": "number"
+            },
+            "flags": {
+              "type": "integer"
+            },
+            "id": {
+              "type": "string"
+            },
+            "name": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "rank": {
+              "type": [
+                "integer",
+                "null"
+              ]
+            },
+            "rookie": {
+              "type": "boolean"
+            },
+            "score": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "verdict": {
+              "enum": [
+                "LEGIT",
+                "SUS",
+                "BOUNCED"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "verdict",
+            "score",
+            "flags"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "mode": {
+        "type": "string"
+      },
+      "next_cursor": {
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "as_of",
+      "items"
+    ],
+    "type": "object"
+  },
+  {
+    "properties": {
+      "accepts": {
+        "items": {
+          "properties": {
+            "amount": {
+              "type": "string"
+            },
+            "asset": {
+              "type": "string"
+            },
+            "network": {
+              "type": "string"
+            },
+            "payTo": {
+              "type": "string"
+            },
+            "scheme": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "scheme",
+            "network",
+            "amount",
+            "asset",
+            "payTo"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "error": {
+        "type": "string"
+      },
+      "resource": {
+        "properties": {
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "url"
+        ],
+        "type": "object"
+      },
+      "x402Version": {
+        "const": 2,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "x402Version",
+      "accepts"
+    ],
+    "type": "object"
+  }
+]
  4. Changed1 schema field changed
    • changedOutput schema / anyOf
      Previous value: -[
-  {
-    "properties": {
-      "as_of": {
-        "type": "string"
-      },
-      "items": {
-        "items": {
-          "properties": {
-            "earned_eth_clean": {
-              "type": "number"
-            },
-            "flags": {
-              "type": "integer"
-            },
-            "id": {
-              "type": "string"
-            },
-            "name": {
-              "type": [
-                "string",
-                "null"
-              ]
-            },
-            "rank": {
-              "type": [
-                "integer",
-                "null"
-              ]
-            },
-            "rookie": {
-              "type": "boolean"
-            },
-            "score": {
-              "type": [
-                "number",
-                "null"
-              ]
-            },
-            "verdict": {
-              "enum": [
-                "LEGIT",
-                "SUS",
-                "BOUNCED"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "id",
-            "verdict",
-            "score",
-            "flags"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "mode": {
-        "type": "string"
-      },
-      "next_cursor": {
-        "type": [
-          "string",
-          "null"
-        ]
-      }
-    },
-    "required": [
-      "as_of",
-      "items"
-    ],
-    "type": "object"
-  },
-  {
-    "properties": {
-      "accepts": {
-        "items": {
-          "properties": {
-            "amount": {
-              "type": "string"
-            },
-            "asset": {
-              "type": "string"
-            },
-            "network": {
-              "type": "string"
-            },
-            "payTo": {
-              "type": "string"
-            },
-            "scheme": {
-              "type": "string"
-            }
-          },
-          "required": [
-            "scheme",
-            "network",
-            "amount",
-            "asset",
-            "payTo"
-          ],
-          "type": "object"
-        },
-        "type": "array"
-      },
-      "error": {
-        "type": "string"
-      },
-      "resource": {
-        "properties": {
-          "url": {
-            "type": "string"
-          }
-        },
-        "required": [
-          "url"
-        ],
-        "type": "object"
-      },
-      "x402Version": {
-        "const": 2,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "x402Version",
-      "accepts"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "as_of": {
+        "type": "string"
+      },
+      "items": {
+        "items": {
+          "properties": {
+            "description": {
+              "description": "The agent's full self-description (paid calls only). Self-described, unverified.",
+              "maxLength": 1000,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "description_preview": {
+              "description": "First sentence of the agent's own description. Self-described, unverified.",
+              "maxLength": 160,
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "earned_eth_clean": {
+              "type": "number"
+            },
+            "flags": {
+              "type": "integer"
+            },
+            "id": {
+              "type": "string"
+            },
+            "name": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "rank": {
+              "type": [
+                "integer",
+                "null"
+              ]
+            },
+            "rookie": {
+              "type": "boolean"
+            },
+            "score": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "verdict": {
+              "enum": [
+                "LEGIT",
+                "SUS",
+                "BOUNCED"
+              ],
+              "type": "string"
+            }
+          },
+          "required": [
+            "id",
+            "verdict",
+            "score",
+            "flags"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "mode": {
+        "type": "string"
+      },
+      "next_cursor": {
+        "type": [
+          "string",
+          "null"
+        ]
+      }
+    },
+    "required": [
+      "as_of",
+      "items"
+    ],
+    "type": "object"
+  },
+  {
+    "properties": {
+      "accepts": {
+        "items": {
+          "properties": {
+            "amount": {
+              "type": "string"
+            },
+            "asset": {
+              "type": "string"
+            },
+            "network": {
+              "type": "string"
+            },
+            "payTo": {
+              "type": "string"
+            },
+            "scheme": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "scheme",
+            "network",
+            "amount",
+            "asset",
+            "payTo"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "error": {
+        "type": "string"
+      },
+      "resource": {
+        "properties": {
+          "url": {
+            "type": "string"
+          }
+        },
+        "required": [
+          "url"
+        ],
+        "type": "object"
+      },
+      "x402Version": {
+        "const": 2,
+        "type": "integer"
+      }
+    },
+    "required": [
+      "x402Version",
+      "accepts"
+    ],
+    "type": "object"
+  }
+]
  5. First observed

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already establish read-only safety and a closed-world scope. The description adds useful behavioral context: up to 10 matches, best-first ordering, the verdict/score/flag-count summary, and a per-IP free allowance. It does not contradict annotations.

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?

The description is front-loaded with the primary lookup purpose and remains compact. Every clause adds something useful, though the sentence is dense and could be slightly easier to scan.

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

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a one-parameter lookup with an output schema and read-only annotations, this covers the key selection context: what it finds, when to use it, result cap and ordering, follow-up routing, and rate-limit context.

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?

Schema coverage is 100%, so the query parameter is already well documented with accepted forms. The description mirrors the same forms but does not add syntax or format details beyond the schema, so the high-coverage baseline of 3 is appropriate.

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

Purpose5/5

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

The description states a specific verb and resource: find an ERC-8004 agent on Base by name, wallet address, or partial id. It also clearly distinguishes the lookup case from the exact-id case and names check_agent as the follow-up, so the agent can tell it apart from siblings.

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

Usage Guidelines5/5

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

It gives an explicit condition for use: when you don't have the exact id, as the first step of a reputation check. It also routes the agent to check_agent once an id is known for the full scorecard.

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

All makememoneynomistakes.ai: ERC-8004 agent reputation and fraud checks toolsInspect
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