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Rafid Intelligence Network

by io.github.iabdullahm
OverviewDiscussionsAdmin

trade_log_analysis

Read-onlyIdempotent

Analyze supplied raw trade records for deterministic performance, execution quality, grouping, streaks, data-quality issues and risk patterns. When: Use when an agent needs structured statistics and findings from a trading log or execution history. Selection: supporting; prefer for Use when an agent needs structured statistics and findings from a trading log or execution history.. Input is a strict JSON object; see the schema. Price: $0.30 USD per call. No free preview is advertised for this capability. Full execution is paid per call via x402; an unpaid MCP call returns payment instructions.

Input Schema

NameRequiredDescriptionDefault
recordsYes
accountEquityNo
duplicateTradeIdPolicyNo

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • removedOutput schema / additionalProperties
      Removed value: -false
    • addedOutput schema / anyOf
      Added value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "anomalies": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "behavioralPatterns": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "dataQuality": {
+        "additionalProperties": false,
+        "properties": {
+          "completeTradeCount": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "incompleteTradeCount": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "warnings": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "completeTradeCount",
+          "incompleteTradeCount",
+          "warnings"
+        ],
+        "type": "object"
+      },
+      "executionMetrics": {
+        "additionalProperties": false,
+        "properties": {
+          "completeRecords": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "duplicateTradeIds": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "malformedRecords": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "missingPrices": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "outOfOrderTimestamps": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "completeRecords",
+          "malformedRecords",
+          "duplicateTradeIds",
+          "outOfOrderTimestamps",
+          "missingPrices"
+        ],
+        "type": "object"
+      },
+      "performanceBySession": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "performanceByStrategy": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "performanceBySymbol": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "riskFlags": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "sourceTraceability": {
+        "additionalProperties": false,
+        "properties": {
+          "notes": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "portfolioExposure": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "strategyPerformance": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "tradeLog": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "tradeRisk": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "strategyPerformance",
+          "tradeRisk",
+          "portfolioExposure",
+          "tradeLog",
+          "notes"
+        ],
+        "type": "object"
+      },
+      "summary": {
+        "additionalProperties": false,
+        "properties": {
+          "averageHoldingDurationSeconds": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "closedTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "fees": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "losses": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "maxLosingStreak": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "maxWinningStreak": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "netPnl": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "openTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "totalTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "wins": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "totalTrades",
+          "closedTrades",
+          "openTrades",
+          "wins",
+          "losses",
+          "netPnl",
+          "fees",
+          "maxWinningStreak",
+          "maxLosingStreak",
+          "averageHoldingDurationSeconds"
+        ],
+        "type": "object"
+      }
+    },
+    "required": [
+      "summary",
+      "performanceBySymbol",
+      "performanceByStrategy",
+      "performanceBySession",
+      "executionMetrics",
+      "behavioralPatterns",
+      "anomalies",
+      "riskFlags",
+      "dataQuality"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "nextAction": {
+        "additionalProperties": false,
+        "properties": {
+          "instruction": {
+            "type": "string"
+          },
+          "target": {
+            "enum": [
+              "x402_endpoint",
+              "mcp_credits_endpoint",
+              "payment_endpoint",
+              "unavailable"
+            ],
+            "type": "string"
+          },
+          "type": {
+            "enum": [
+              "pay_and_retry",
+              "authorize_and_use_mcp_credits",
+              "payment_unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "type",
+          "target",
+          "instruction"
+        ],
+        "type": "object"
+      },
+      "payment": {
+        "additionalProperties": false,
+        "properties": {
+          "endpoint": {
+            "type": [
+              "string",
+              "null"
+            ]
+          },
+          "method": {
+            "const": "POST",
+            "type": "string"
+          },
+          "retrySameBody": {
+            "const": true,
+            "type": "boolean"
+          }
+        },
+        "required": [
+          "endpoint",
+          "method",
+          "retrySameBody"
+        ],
+        "type": "object"
+      },
+      "paymentGuidance": {},
+      "preview": {
+        "additionalProperties": false,
+        "properties": {
+          "fullResultAvailable": {
+            "const": true,
+            "type": "boolean"
+          },
+          "inputAccepted": {
+            "const": true,
+            "type": "boolean"
+          },
+          "summary": {
+            "type": "string"
+          },
+          "useCases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "inputAccepted",
+          "fullResultAvailable",
+          "summary",
+          "useCases"
+        ],
+        "type": "object"
+      },
+      "price": {
+        "additionalProperties": false,
+        "properties": {
+          "amount": {
+            "minimum": 0,
+            "type": "number"
+          },
+          "currency": {
+            "type": "string"
+          },
+          "protocol": {
+            "enum": [
+              "x402",
+              "api_credits",
+              "subscription",
+              "l402",
+              "mpp",
+              "unavailable"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "amount",
+          "currency",
+          "protocol"
+        ],
+        "type": "object"
+      },
+      "requestId": {
+        "type": "string"
+      },
+      "status": {
+        "const": "payment_required",
+        "type": "string"
+      },
+      "tool": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "status",
+      "tool",
+      "requestId",
+      "price",
+      "preview",
+      "payment",
+      "nextAction"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties
      Removed value: -{
-  "anomalies": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "behavioralPatterns": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "dataQuality": {
-    "additionalProperties": false,
-    "properties": {
-      "completeTradeCount": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "incompleteTradeCount": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "warnings": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "completeTradeCount",
-      "incompleteTradeCount",
-      "warnings"
-    ],
-    "type": "object"
-  },
-  "executionMetrics": {
-    "additionalProperties": false,
-    "properties": {
-      "completeRecords": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "duplicateTradeIds": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "malformedRecords": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "missingPrices": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "outOfOrderTimestamps": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "completeRecords",
-      "malformedRecords",
-      "duplicateTradeIds",
-      "outOfOrderTimestamps",
-      "missingPrices"
-    ],
-    "type": "object"
-  },
-  "performanceBySession": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "key": {
-          "type": "string"
-        },
-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "netPnl": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "trades": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "winRate": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
-        "trades",
-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "performanceByStrategy": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "key": {
-          "type": "string"
-        },
-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "netPnl": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "trades": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
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-        "winRate": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
-        "trades",
-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "performanceBySymbol": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
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-            "null"
-          ]
-        },
-        "key": {
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-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
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-        "netPnl": {
-          "type": [
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-          ]
-        },
-        "trades": {
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-        "winRate": {
-          "type": [
-            "number",
-            "null"
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-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
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-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
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-      "type": "object"
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-    "type": "array"
-  },
-  "riskFlags": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "sourceTraceability": {
-    "additionalProperties": false,
-    "properties": {
-      "notes": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "portfolioExposure": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "strategyPerformance": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "tradeLog": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "tradeRisk": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      }
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-    "required": [
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-      "tradeRisk",
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-      "notes"
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-    "type": "object"
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-  "summary": {
-    "additionalProperties": false,
-    "properties": {
-      "averageHoldingDurationSeconds": {
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-          "number",
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-      "closedTrades": {
-        "maximum": 9007199254740991,
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-        "type": "integer"
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-      "fees": {
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-      "losses": {
-        "maximum": 9007199254740991,
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-        "type": "integer"
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-      "maxLosingStreak": {
-        "maximum": 9007199254740991,
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-      "maxWinningStreak": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
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-      "netPnl": {
-        "type": [
-          "number",
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-        ]
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-        "maximum": 9007199254740991,
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-        "type": "integer"
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-      "wins": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
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-    "required": [
-      "totalTrades",
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-      "openTrades",
-      "wins",
-      "losses",
-      "netPnl",
-      "fees",
-      "maxWinningStreak",
-      "maxLosingStreak",
-      "averageHoldingDurationSeconds"
-    ],
-    "type": "object"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "summary",
-  "performanceBySymbol",
-  "performanceByStrategy",
-  "performanceBySession",
-  "executionMetrics",
-  "behavioralPatterns",
-  "anomalies",
-  "riskFlags",
-  "dataQuality"
-]
  2. Changed4 schema fields changed
    • addedOutput schema / additionalProperties
      Added value: +false
    • removedOutput schema / anyOf
      Removed value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "anomalies": {
-        "items": {
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+      "maxWinningStreak",
+      "maxLosingStreak",
+      "averageHoldingDurationSeconds"
+    ],
+    "type": "object"
+  }
+}
    • addedOutput schema / required
      Added value: +[
+  "summary",
+  "performanceBySymbol",
+  "performanceByStrategy",
+  "performanceBySession",
+  "executionMetrics",
+  "behavioralPatterns",
+  "anomalies",
+  "riskFlags",
+  "dataQuality"
+]
  3. Changed1 schema field changed
    • changedOutput schema / anyOf
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+            "type": "integer"
+          },
+          "missingPrices": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "outOfOrderTimestamps": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "completeRecords",
+          "malformedRecords",
+          "duplicateTradeIds",
+          "outOfOrderTimestamps",
+          "missingPrices"
+        ],
+        "type": "object"
+      },
+      "performanceBySession": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "performanceByStrategy": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "performanceBySymbol": {
+        "items": {
+          "additionalProperties": false,
+          "properties": {
+            "fees": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "key": {
+              "type": "string"
+            },
+            "losses": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "netPnl": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "trades": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            },
+            "winRate": {
+              "type": [
+                "number",
+                "null"
+              ]
+            },
+            "wins": {
+              "maximum": 9007199254740991,
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "key",
+            "trades",
+            "wins",
+            "losses",
+            "netPnl",
+            "fees",
+            "winRate"
+          ],
+          "type": "object"
+        },
+        "type": "array"
+      },
+      "riskFlags": {
+        "items": {
+          "type": "string"
+        },
+        "type": "array"
+      },
+      "sourceTraceability": {
+        "additionalProperties": false,
+        "properties": {
+          "notes": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          },
+          "portfolioExposure": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "strategyPerformance": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "tradeLog": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          },
+          "tradeRisk": {
+            "enum": [
+              "GROK",
+              "SIGNALFLOW",
+              "MERGED",
+              "NEW"
+            ],
+            "type": "string"
+          }
+        },
+        "required": [
+          "strategyPerformance",
+          "tradeRisk",
+          "portfolioExposure",
+          "tradeLog",
+          "notes"
+        ],
+        "type": "object"
+      },
+      "summary": {
+        "additionalProperties": false,
+        "properties": {
+          "averageHoldingDurationSeconds": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "closedTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "fees": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "losses": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "maxLosingStreak": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "maxWinningStreak": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "netPnl": {
+            "type": [
+              "number",
+              "null"
+            ]
+          },
+          "openTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "totalTrades": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          },
+          "wins": {
+            "maximum": 9007199254740991,
+            "minimum": 0,
+            "type": "integer"
+          }
+        },
+        "required": [
+          "totalTrades",
+          "closedTrades",
+          "openTrades",
+          "wins",
+          "losses",
+          "netPnl",
+          "fees",
+          "maxWinningStreak",
+          "maxLosingStreak",
+          "averageHoldingDurationSeconds"
+        ],
+        "type": "object"
+      }
+    },
+    "required": [
+      "summary",
+      "performanceBySymbol",
+      "performanceByStrategy",
+      "performanceBySession",
+      "executionMetrics",
+      "behavioralPatterns",
+      "anomalies",
+      "riskFlags",
+      "dataQuality"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "nextAction": {
+        "additionalProperties": false,
+        "properties": {
+          "instruction": {
+            "type": "string"
+          },
+          "target": {
+            "const": "x402_endpoint",
+            "type": "string"
+          },
+          "type": {
+            "const": "pay_and_retry",
+            "type": "string"
+          }
+        },
+        "required": [
+          "type",
+          "target",
+          "instruction"
+        ],
+        "type": "object"
+      },
+      "payment": {
+        "additionalProperties": false,
+        "properties": {
+          "endpoint": {
+            "type": "string"
+          },
+          "method": {
+            "const": "POST",
+            "type": "string"
+          },
+          "retrySameBody": {
+            "const": true,
+            "type": "boolean"
+          }
+        },
+        "required": [
+          "endpoint",
+          "method",
+          "retrySameBody"
+        ],
+        "type": "object"
+      },
+      "preview": {
+        "additionalProperties": false,
+        "properties": {
+          "fullResultAvailable": {
+            "const": true,
+            "type": "boolean"
+          },
+          "inputAccepted": {
+            "const": true,
+            "type": "boolean"
+          },
+          "summary": {
+            "type": "string"
+          },
+          "useCases": {
+            "items": {
+              "type": "string"
+            },
+            "type": "array"
+          }
+        },
+        "required": [
+          "inputAccepted",
+          "fullResultAvailable",
+          "summary",
+          "useCases"
+        ],
+        "type": "object"
+      },
+      "price": {
+        "additionalProperties": false,
+        "properties": {
+          "amount": {
+            "minimum": 0,
+            "type": "number"
+          },
+          "currency": {
+            "type": "string"
+          },
+          "protocol": {
+            "const": "x402",
+            "type": "string"
+          }
+        },
+        "required": [
+          "amount",
+          "currency",
+          "protocol"
+        ],
+        "type": "object"
+      },
+      "requestId": {
+        "type": "string"
+      },
+      "status": {
+        "const": "payment_required",
+        "type": "string"
+      },
+      "tool": {
+        "type": "string"
+      }
+    },
+    "required": [
+      "status",
+      "tool",
+      "requestId",
+      "price",
+      "preview",
+      "payment",
+      "nextAction"
+    ],
+    "type": "object"
+  }
+]
    • removedOutput schema / properties
      Removed value: -{
-  "anomalies": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "behavioralPatterns": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "dataQuality": {
-    "additionalProperties": false,
-    "properties": {
-      "completeTradeCount": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "incompleteTradeCount": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "warnings": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      }
-    },
-    "required": [
-      "completeTradeCount",
-      "incompleteTradeCount",
-      "warnings"
-    ],
-    "type": "object"
-  },
-  "executionMetrics": {
-    "additionalProperties": false,
-    "properties": {
-      "completeRecords": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "duplicateTradeIds": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "malformedRecords": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "missingPrices": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "outOfOrderTimestamps": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "completeRecords",
-      "malformedRecords",
-      "duplicateTradeIds",
-      "outOfOrderTimestamps",
-      "missingPrices"
-    ],
-    "type": "object"
-  },
-  "performanceBySession": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "key": {
-          "type": "string"
-        },
-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "netPnl": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "trades": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "winRate": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
-        "trades",
-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "performanceByStrategy": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "key": {
-          "type": "string"
-        },
-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "netPnl": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "trades": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "winRate": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
-        "trades",
-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "performanceBySymbol": {
-    "items": {
-      "additionalProperties": false,
-      "properties": {
-        "fees": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "key": {
-          "type": "string"
-        },
-        "losses": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "netPnl": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "trades": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        },
-        "winRate": {
-          "type": [
-            "number",
-            "null"
-          ]
-        },
-        "wins": {
-          "maximum": 9007199254740991,
-          "minimum": 0,
-          "type": "integer"
-        }
-      },
-      "required": [
-        "key",
-        "trades",
-        "wins",
-        "losses",
-        "netPnl",
-        "fees",
-        "winRate"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  "riskFlags": {
-    "items": {
-      "type": "string"
-    },
-    "type": "array"
-  },
-  "sourceTraceability": {
-    "additionalProperties": false,
-    "properties": {
-      "notes": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "portfolioExposure": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "strategyPerformance": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "tradeLog": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      },
-      "tradeRisk": {
-        "enum": [
-          "GROK",
-          "SIGNALFLOW",
-          "MERGED",
-          "NEW"
-        ],
-        "type": "string"
-      }
-    },
-    "required": [
-      "strategyPerformance",
-      "tradeRisk",
-      "portfolioExposure",
-      "tradeLog",
-      "notes"
-    ],
-    "type": "object"
-  },
-  "summary": {
-    "additionalProperties": false,
-    "properties": {
-      "averageHoldingDurationSeconds": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "closedTrades": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "fees": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "losses": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "maxLosingStreak": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "maxWinningStreak": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "netPnl": {
-        "type": [
-          "number",
-          "null"
-        ]
-      },
-      "openTrades": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "totalTrades": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      },
-      "wins": {
-        "maximum": 9007199254740991,
-        "minimum": 0,
-        "type": "integer"
-      }
-    },
-    "required": [
-      "totalTrades",
-      "closedTrades",
-      "openTrades",
-      "wins",
-      "losses",
-      "netPnl",
-      "fees",
-      "maxWinningStreak",
-      "maxLosingStreak",
-      "averageHoldingDurationSeconds"
-    ],
-    "type": "object"
-  }
-}
    • removedOutput schema / required
      Removed value: -[
-  "summary",
-  "performanceBySymbol",
-  "performanceByStrategy",
-  "performanceBySession",
-  "executionMetrics",
-  "behavioralPatterns",
-  "anomalies",
-  "riskFlags",
-  "dataQuality"
-]
  5. Changed1 schema field changed
    • addedOutput schema / properties / sourceTraceability
      Added value: +{
+  "additionalProperties": false,
+  "properties": {
+    "notes": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "portfolioExposure": {
+      "enum": [
+        "GROK",
+        "SIGNALFLOW",
+        "MERGED",
+        "NEW"
+      ],
+      "type": "string"
+    },
+    "strategyPerformance": {
+      "enum": [
+        "GROK",
+        "SIGNALFLOW",
+        "MERGED",
+        "NEW"
+      ],
+      "type": "string"
+    },
+    "tradeLog": {
+      "enum": [
+        "GROK",
+        "SIGNALFLOW",
+        "MERGED",
+        "NEW"
+      ],
+      "type": "string"
+    },
+    "tradeRisk": {
+      "enum": [
+        "GROK",
+        "SIGNALFLOW",
+        "MERGED",
+        "NEW"
+      ],
+      "type": "string"
+    }
+  },
+  "required": [
+    "strategyPerformance",
+    "tradeRisk",
+    "portfolioExposure",
+    "tradeLog",
+    "notes"
+  ],
+  "type": "object"
+}
  6. Added

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already cover read-only, idempotent, non-destructive, closed-world semantics, so the safety profile is settled. The description adds genuinely non-structured context: paid per call at $0.30 via x402, and an unpaid call returns payment instructions rather than failing opaquely. It also flags 'deterministic' processing, which is meaningful for reproducibility expectations.

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

Conciseness3/5

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

Front-loaded with the capability, which is good, but the 'Selection' sentence is a verbatim duplicate of the 'When' sentence and earns nothing. The pricing sentences are wordy but information-bearing; the duplication is the main structural defect.

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?

With an output schema present, return values need no explanation, and the description covers capability scope, usage context, input format, and the payment model for a 3-parameter analysis tool. The remaining gap is parameter semantics, which is scored separately.

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%, so the description must carry parameter meaning, and it does not — it only says 'Input is a strict JSON object; see the schema.' Nothing explains records, accountEquity, or the duplicateTradeIdPolicy enum, even though dedup behavior relates to the advertised data-quality checks.

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 (analyze) and resource (raw trade records) and enumerates the analyzed dimensions: performance, execution quality, grouping, streaks, data-quality issues, risk patterns. It does not name any sibling, so an agent must infer its distinction from trade_risk_score or strategy_performance_analysis, but the analytics scope is clear on its own.

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?

The 'When' clause gives real context (structured statistics from a trading log or execution history), but the 'Selection: supporting; prefer for...' sentence just repeats the When clause verbatim, so it provides no alternative or exclusion. No sibling is named and no when-not condition is given.

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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