OneQAZ Trading Intelligence

Symbol Context

get_symbol_context

Read-onlyIdempotent

Use when the question is about one stock or coin — its current signal state, the OneQAZ structure group it belongs to, and which assets have tracked lead-lag links to it. Returns self-contained headline claims first, then the symbol's observed state, upstream links (its group, macro/ETF/basket instruments and symbols that move before it), peers (symbols that follow it), tagged news, and gaps that say what is not tracked. Not for sector-wide questions (use get_group_context) or whole-market questions (use get_market_context). Provides regime, signal-score and linkage context with sample sizes and measured hit rates; every link carries its evidence and every empty section is listed in gaps. Not a real-time quote, fundamentals, or full-text news source. Accepts tickers, KRX codes or names; ambiguous inputs return candidates instead of a guess. Output nature: Self-contained context for one entity: observed state, tracked links with their evidence and sample sizes, and explicit gaps. Not investment advice.

Input Schema

Name	Required	Description
`limit`	No	Max links per section (default 8, max 50).
`symbol`	Yes	Ticker (NVDA), KRX 6-digit code (005930), coin base ticker (BTC) or name (삼성전자, Samsung Electronics). Ambiguous names return candidates, not a guess.
`question`	No	Optional. The user's original question, used only for service improvement analytics. Does not change the response. Do not include personal information.
`market_id`	No	Optional. crypto / kr_stock / us_stock (aliases coin/kr/us). Narrows name resolution.

Output Schema

Name	Required	Description
`gaps`	No
`meta`	No
`news`	No
`self`	No
`peers`	No
`entity`	No
`headline`	No
`upstream`	No
`timestamp`	Yes	RFC3339 UTC, server build time
`disclaimer`	Yes	Canonical compliance disclaimer (always present)
`downstream`	No
`request_id`	Yes	32-hex per-response correlation id
`resolution`	No
`data_classification`	No
`is_investment_advice`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed4 schema fields changedOct 19, 2026

changedOutput schema / properties / downstream / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
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-                },
-                {
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-                }
-              ],
-              "default": null
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-            "kind": {
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-                "tag",
-                "hypothesis"
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-                {
-                  "additionalProperties": true,
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-              "default": null
-            }
-          },
-          "required": [
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-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "tagged_with",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by",
+            "market_wide_context"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / news / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
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-              ],
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-            "kind": {
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-                "definitional",
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-                "hypothesis"
-              ],
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-            "value": {
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-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "tagged_with",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by",
+            "market_wide_context"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / peers / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "tagged_with",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by",
+            "market_wide_context"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / upstream / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "tagged_with",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by",
+            "market_wide_context"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

Changed1 schema field changedOct 18, 2026

changedInput schema / properties / question / description

Previous value: -"Optional. The user's original question, used only for service improvement analytics. Does not change the response."New value: +"Optional. The user's original question, used only for service improvement analytics. Does not change the response. Do not include personal information."

Changed4 schema fields changedOct 18, 2026

changedOutput schema / properties / downstream / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / news / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / peers / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

changedOutput schema / properties / upstream / anyOf

Previous value: -[
-  {
-    "items": {
-      "additionalProperties": true,
-      "properties": {
-        "evidence": {
-          "additionalProperties": true,
-          "properties": {
-            "as_of": {
-              "anyOf": [
-                {
-                  "type": "string"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "kind": {
-              "enum": [
-                "statistical",
-                "definitional",
-                "tag",
-                "hypothesis"
-              ],
-              "type": "string"
-            },
-            "metric": {
-              "type": "string"
-            },
-            "n": {
-              "anyOf": [
-                {
-                  "type": "integer"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "source_table": {
-              "type": "string"
-            },
-            "validation": {
-              "anyOf": [
-                {
-                  "additionalProperties": true,
-                  "type": "object"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            },
-            "value": {
-              "anyOf": [
-                {
-                  "type": "number"
-                },
-                {
-                  "type": "null"
-                }
-              ],
-              "default": null
-            }
-          },
-          "required": [
-            "kind",
-            "metric",
-            "source_table"
-          ],
-          "type": "object"
-        },
-        "relation": {
-          "description": "Reads '<entity> <relation> <target>'",
-          "enum": [
-            "leads",
-            "lags",
-            "co_moves",
-            "member_of",
-            "has_member",
-            "mentioned_in",
-            "affects",
-            "affected_by"
-          ],
-          "type": "string"
-        },
-        "scope": {
-          "default": "direct",
-          "enum": [
-            "direct",
-            "group",
-            "market_wide"
-          ],
-          "type": "string"
-        },
-        "target": {
-          "additionalProperties": true,
-          "type": "object"
-        },
-        "target_observation": {
-          "anyOf": [
-            {
-              "additionalProperties": true,
-              "type": "object"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null
-        }
-      },
-      "required": [
-        "target",
-        "relation",
-        "evidence"
-      ],
-      "type": "object"
-    },
-    "type": "array"
-  },
-  {
-    "type": "null"
-  }
-]New value: +[
+  {
+    "items": {
+      "additionalProperties": true,
+      "properties": {
+        "evidence": {
+          "additionalProperties": true,
+          "properties": {
+            "as_of": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "kind": {
+              "enum": [
+                "statistical",
+                "definitional",
+                "tag",
+                "hypothesis"
+              ],
+              "type": "string"
+            },
+            "metric": {
+              "type": "string"
+            },
+            "n": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "source_table": {
+              "type": "string"
+            },
+            "validation": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            },
+            "value": {
+              "anyOf": [
+                {
+                  "type": "number"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "default": null
+            }
+          },
+          "required": [
+            "kind",
+            "metric",
+            "source_table"
+          ],
+          "type": "object"
+        },
+        "relation": {
+          "description": "Reads '<entity> <relation> <target>'",
+          "enum": [
+            "leads",
+            "lags",
+            "co_moves",
+            "member_of",
+            "has_member",
+            "mentioned_in",
+            "tagged_with",
+            "affects",
+            "affected_by"
+          ],
+          "type": "string"
+        },
+        "scope": {
+          "default": "direct",
+          "enum": [
+            "direct",
+            "group",
+            "market_wide"
+          ],
+          "type": "string"
+        },
+        "target": {
+          "additionalProperties": true,
+          "type": "object"
+        },
+        "target_observation": {
+          "anyOf": [
+            {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "default": null
+        }
+      },
+      "required": [
+        "target",
+        "relation",
+        "evidence"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  {
+    "type": "null"
+  }
+]

Changed1 schema field changedOct 16, 2026

addedInput schema / properties / question

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "null"
+    }
+  ],
+  "default": null,
+  "description": "Optional. The user's original question, used only for service improvement analytics. Does not change the response."
+}

AddedOct 15, 2026

TDQS

A4.6/5.0

Behavior5/5

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

Beyond the readOnly/idempotent annotations, the description discloses return ordering ('headline claims first'), content sections, evidence and sample sizes on links, explicit gaps for untracked items, and ambiguous-input behavior. This gives the agent operational context the annotations do not cover.

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 use case and exclusions, and most sentences add useful detail about returns, evidence, gaps, and limitations. There is slight redundancy in the 'Output nature' sentence restating that the context is self-contained, but overall it is efficient for a complex tool.

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?

Given the output schema, 100% parameter schema coverage, and existing annotations, the description is complete enough for an agent to call the tool correctly. It covers what is returned, how links are evidenced, how gaps are handled, and what the tool is not.

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 description coverage is 100%, so the schema already documents all four parameters in detail. The description repeats the symbol format and ambiguity behavior already present in the schema, and does not explain the optional limit, question, or market_id parameters beyond what the schema provides; baseline 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?

States a specific verb and resource: returns signal state, structure group membership, and lead-lag links for one stock or coin. It explicitly distinguishes itself from get_group_context and get_market_context, so an agent can select it for single-symbol questions without opening another schema.

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?

The description gives explicit when-to-use guidance ('question is about one stock or coin'), when-not guidance ('Not for sector-wide questions... or whole-market questions'), and names the alternative tools for those excluded cases. It also clarifies that it is not a real-time quote, fundamentals, or full-text news source.

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

All OneQAZ Trading Intelligence tools Inspect

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