OneQAZ Trading Intelligence

Market Context

get_market_context

Read-onlyIdempotent

Use when the question is about a whole market (KR, US, CRYPTO) — its structure regime and how its groups are positioned. Returns headline claims, the market's structure and global macro regime, the macro categories assumed to affect it (with tuned lags), its groups ordered by distance from the middle regime stage, market-tagged news, and gaps. Not for one sector or stock (use get_group_context or get_symbol_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. 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).
`market`	Yes	crypto / kr_stock / us_stock, or a market word (KR, 국장, 코스피, US, 미장, 나스닥, 코인).
`question`	No	Optional. The user's original question, used only for service improvement analytics. Does not change the response. Do not include personal information.

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": [
-                {
-                  "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 / 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",
-            "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?

Annotations already declare readOnly/idempotent/closed-world, and the description still adds substantive context: sections returned (headline claims, structure regime, macro categories with tuned lags, groups ordered by distance, market news, gaps), evidence quality (sample sizes, measured hit rates, per-link evidence), and explicit gaps listing. It also sets expectations about staleness and non-advice, neither of which is in the annotations.

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

Conciseness4/5

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

Front-loaded with the trigger condition and sibling routing, then boundary statements, which is the right order. It is a bit long and the 'output nature' sentence partly duplicates earlier statements about evidence and gaps, so not quite maximally tight.

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 an output schema already defines return shape and annotations cover safety, the description fills the remaining agent-relevant gaps: scope, alternatives, content sections, evidence quality, explicit gaps, and non-advice framing. Nothing needed to call or interpret this tool correctly is missing.

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 limit, market, and question are fully documented by the schema; the description only echoes the market values (KR, US, CRYPTO). Baseline 3 is appropriate since the schema does the heavy lifting and the description adds no syntax or format detail beyond it.

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 scope (whole market: KR, US, CRYPTO), what it returns conceptually (structure regime, group positioning), and explicitly names the sibling tools for narrower scopes (get_group_context, get_symbol_context). An agent can route between these three without opening schemas.

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?

Opens with an explicit when-to-use condition ('when the question is about a whole market'), names the alternatives for sector/stock questions, and adds negative boundaries ('Not a real-time quote, fundamentals, or full-text news source'). Both positive and negative selection criteria are present.

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

Try in Browser

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

Glama MCP Gateway

Add one secure layer between your agents and this server.