EximAgent

Price and volume shocks

exim__market__anomalies

Read-onlyIdempotent

Flags periods where price or volume for an HS code into a destination deviates from that market's own baseline.

Input Schema

Name	Required	Description
`to`	No	Latest month, YYYY-MM.
`from`	No	Earliest month, YYYY-MM.
`bucket`	No	time bucket: month\|quarter (def month)
`hsCode`	Yes	HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).
`source`	No	dataset source filter
`originCountry`	No	Origin (exporting) country, ISO2 code (e.g. VN).
`destinationCountry`	Yes	Destination (importing) country, ISO2 code (e.g. US, DE).

Output Schema

Name	Required	Description	Default
`data`	Yes
`stats`	No
`_debug`	No
`summary`	Yes
`warnings`	No
`nextActions`	Yes
`correlationId`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed9 schema fields changedOct 14, 2026

removedInput schema / properties / dest

Removed value: -{
-  "description": "Destination country (ISO 2)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / destinationCountry

Added value: +{
+  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / from / description

Previous value: -"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Earliest month, YYYY-MM."

removedInput schema / properties / hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / origin

Removed value: -{
-  "description": "origin country (ISO 2) filter (narrow to one supplier country)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / originCountry

Added value: +{
+  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / to / description

Previous value: -"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Latest month, YYYY-MM."

changedInput schema / required

Previous value: -[
-  "dest",
-  "hs6"
-]New value: +[
+  "destinationCountry",
+  "hsCode"
+]

Changed9 schema fields changedOct 14, 2026

addedInput schema / properties / dest

Added value: +{
+  "description": "Destination country (ISO 2)",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / destinationCountry

Removed value: -{
-  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
-  "maxLength": 8000,
-  "type": "string"
-}

changedInput schema / properties / from / description

Previous value: -"Earliest month, YYYY-MM."New value: +"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"

addedInput schema / properties / hs6

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / hsCode

Removed value: -{
-  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / origin

Added value: +{
+  "description": "origin country (ISO 2) filter (narrow to one supplier country)",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / originCountry

Removed value: -{
-  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
-  "maxLength": 8000,
-  "type": "string"
-}

changedInput schema / properties / to / description

Previous value: -"Latest month, YYYY-MM."New value: +"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"

changedInput schema / required

Previous value: -[
-  "destinationCountry",
-  "hsCode"
-]New value: +[
+  "dest",
+  "hs6"
+]

Changed9 schema fields changedOct 14, 2026

removedInput schema / properties / dest

Removed value: -{
-  "description": "Destination country (ISO 2)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / destinationCountry

Added value: +{
+  "description": "Destination (importing) country, ISO2 code (e.g. US, DE).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / from / description

Previous value: -"earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Earliest month, YYYY-MM."

removedInput schema / properties / hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / hsCode

Added value: +{
+  "description": "HS code at 2, 4 or 6 digits; shorter codes match the whole family (0901 = all coffee). Do not pad with zeros (090100 matches nothing).",
+  "maxLength": 8000,
+  "type": "string"
+}

removedInput schema / properties / origin

Removed value: -{
-  "description": "origin country (ISO 2) filter (narrow to one supplier country)",
-  "maxLength": 8000,
-  "type": "string"
-}

addedInput schema / properties / originCountry

Added value: +{
+  "description": "Origin (exporting) country, ISO2 code (e.g. VN).",
+  "maxLength": 8000,
+  "type": "string"
+}

changedInput schema / properties / to / description

Previous value: -"latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)"New value: +"Latest month, YYYY-MM."

changedInput schema / required

Previous value: -[
-  "dest",
-  "hs6"
-]New value: +[
+  "destinationCountry",
+  "hsCode"
+]

Changed16 schema fields changedOct 13, 2026

removedInput schema / properties / --bucket

Removed value: -{
-  "description": "time bucket: month|quarter (def month)",
-  "enum": [
-    "month",
-    "quarter"
-  ],
-  "type": "string"
-}

removedInput schema / properties / --dest

Removed value: -{
-  "description": "Destination country (ISO 2)",
-  "type": "string"
-}

removedInput schema / properties / --from

Removed value: -{
-  "description": "earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
-  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
-  "type": "string"
-}

removedInput schema / properties / --hs6

Removed value: -{
-  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
-  "type": "string"
-}

removedInput schema / properties / --origin

Removed value: -{
-  "description": "origin country (ISO 2) filter (narrow to one supplier country)",
-  "type": "string"
-}

removedInput schema / properties / --source

Removed value: -{
-  "description": "dataset source filter",
-  "type": "string"
-}

removedInput schema / properties / --to

Removed value: -{
-  "description": "latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
-  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
-  "type": "string"
-}

addedInput schema / properties / bucket

Added value: +{
+  "description": "time bucket: month|quarter (def month)",
+  "enum": [
+    "month",
+    "quarter"
+  ],
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / dest

Added value: +{
+  "description": "Destination country (ISO 2)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / from

Added value: +{
+  "description": "earliest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
+  "maxLength": 8000,
+  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
+  "type": "string"
+}

addedInput schema / properties / hs6

Added value: +{
+  "description": "HS code at ANY granularity — 2/4/6-digit; a shorter code is a broader family (e.g. 0901 = all coffee). Do NOT pad to 6 digits: 090100 matches nothing.",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / origin

Added value: +{
+  "description": "origin country (ISO 2) filter (narrow to one supplier country)",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / source

Added value: +{
+  "description": "dataset source filter",
+  "maxLength": 8000,
+  "type": "string"
+}

addedInput schema / properties / to

Added value: +{
+  "description": "latest month (YYYY-MM; YYYY or YYYY-MM-DD also accepted)",
+  "maxLength": 8000,
+  "pattern": "^[0-9]{4}(-(0[1-9]|1[0-2])(-(0[1-9]|[12][0-9]|3[01]))?)?$",
+  "type": "string"
+}

changedInput schema / required

Previous value: -[
-  "--dest",
-  "--hs6"
-]New value: +[
+  "dest",
+  "hs6"
+]

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$defs": {
+    "value0": {
+      "additionalProperties": false,
+      "properties": {
+        "anomalies": {
+          "$ref": "#/$defs/value2"
+        },
+        "coverage": {
+          "$ref": "#/$defs/value4"
+        },
+        "periods": {
+          "type": "integer"
+        },
+        "scope": {
+          "$ref": "#/$defs/value1"
+        },
+        "verdict": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "anomalies",
+        "coverage",
+        "periods",
+        "scope",
+        "verdict"
+      ],
+      "type": "object"
+    },
+    "value1": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "string"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value10": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": "number"
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value11": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value12"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value12": {
+      "additionalProperties": false,
+      "properties": {
+        "code": {
+          "type": "string"
+        },
+        "message": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "code",
+        "message"
+      ],
+      "type": "object"
+    },
+    "value13": {
+      "anyOf": [
+        {
+          "additionalProperties": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "object"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value2": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value3"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value3": {
+      "additionalProperties": false,
+      "properties": {
+        "baseline": {
+          "type": "number"
+        },
+        "changePct": {
+          "type": "number"
+        },
+        "kind": {
+          "type": "string"
+        },
+        "period": {
+          "type": "string"
+        },
+        "value": {
+          "type": "number"
+        },
+        "zScore": {
+          "type": "number"
+        }
+      },
+      "required": [
+        "baseline",
+        "changePct",
+        "kind",
+        "period",
+        "value",
+        "zScore"
+      ],
+      "type": "object"
+    },
+    "value4": {
+      "additionalProperties": false,
+      "properties": {
+        "blindSpot": {
+          "type": "string"
+        },
+        "confidence": {
+          "anyOf": [
+            {
+              "type": "number"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        },
+        "country": {
+          "$ref": "#/$defs/value5"
+        },
+        "display": {
+          "type": "string"
+        },
+        "period": {
+          "$ref": "#/$defs/value6"
+        },
+        "scope": {
+          "type": "string"
+        },
+        "status": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "confidence",
+        "country",
+        "display",
+        "period",
+        "status"
+      ],
+      "type": "object"
+    },
+    "value5": {
+      "anyOf": [
+        {
+          "items": {
+            "type": "string"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value6": {
+      "additionalProperties": false,
+      "properties": {
+        "end": {
+          "type": "string"
+        },
+        "start": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "end",
+        "start"
+      ],
+      "type": "object"
+    },
+    "value7": {
+      "anyOf": [
+        {
+          "items": {
+            "type": [
+              "null",
+              "boolean",
+              "number",
+              "string",
+              "array",
+              "object"
+            ]
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value8": {
+      "anyOf": [
+        {
+          "items": {
+            "$ref": "#/$defs/value9"
+          },
+          "type": "array"
+        },
+        {
+          "type": "null"
+        }
+      ]
+    },
+    "value9": {
+      "additionalProperties": false,
+      "properties": {
+        "command": {
+          "type": "string"
+        },
+        "cost": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "rationale": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "command",
+        "cost",
+        "label",
+        "rationale"
+      ],
+      "type": "object"
+    }
+  },
+  "additionalProperties": false,
+  "properties": {
+    "_debug": {
+      "$ref": "#/$defs/value13"
+    },
+    "correlationId": {
+      "type": "string"
+    },
+    "data": {
+      "additionalProperties": false,
+      "properties": {
+        "context": {
+          "type": [
+            "null",
+            "boolean",
+            "number",
+            "string",
+            "array",
+            "object"
+          ]
+        },
+        "cursor": {
+          "type": "string"
+        },
+        "has_more": {
+          "type": "boolean"
+        },
+        "items": {
+          "anyOf": [
+            {
+              "items": {
+                "$ref": "#/$defs/value0"
+              },
+              "type": "array"
+            },
+            {
+              "type": "null"
+            }
+          ]
+        }
+      },
+      "required": [
+        "context",
+        "has_more",
+        "items"
+      ],
+      "type": "object"
+    },
+    "nextActions": {
+      "$ref": "#/$defs/value8"
+    },
+    "stats": {
+      "$ref": "#/$defs/value10"
+    },
+    "summary": {
+      "type": "string"
+    },
+    "warnings": {
+      "$ref": "#/$defs/value11"
+    }
+  },
+  "required": [
+    "data",
+    "nextActions",
+    "summary"
+  ],
+  "type": "object"
+}

First observedOct 9, 2026

TDQS

B3.3/5.0

Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered without description help. The description adds useful behavioural context by explaining the detection basis ('that market's own baseline' rather than an absolute threshold), but it says nothing about sensitivity, thresholds, or what a flagged period contains.

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

Conciseness5/5

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

A single front-loaded sentence that states the trigger condition and the comparison basis with zero padding. Nothing is wasted and the key scoping detail (HS code into a destination) comes first.

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

Completeness3/5

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

An output schema exists, so return values need not be described, and annotations cover safety. However, for a 7-parameter, signal-style tool set alongside many similar siblings, the definition gives no guidance on alternative tools, result interpretation, or how the baseline/anomaly threshold behaves, leaving a real gap.

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% and every parameter is documented in-schema (including the HS-code padding warning and date formats), so the baseline is 3. The description only restates the hsCode/destinationCountry roles already covered by the schema and adds no filtering or formatting nuance beyond it.

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

Purpose4/5

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

The description pairs a specific verb ('Flags') with a precise resource ('periods where price or volume ... deviates from that market's own baseline'), and the HS-code-into-destination scoping is clear. It is intelligible on its own, but it does not distinguish itself from the close sibling exim__analytics__anomalies or from signal-style siblings like market__momentum/market__trend, so it stops short of a 5.

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

Usage Guidelines2/5

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

There is no explicit statement of when to use this tool versus the many neighbouring market/analytics tools, nor any prerequisites, exclusions, or required-parameter guidance. Usage is only loosely implied by the purpose sentence, so guidance is effectively absent.

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

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Price and volume shocks

Input Schema

Output Schema

Schema Changelog

TDQS

Glama MCP Gateway

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