Agentic Dealer Network

Count and summarize network inventory

inventory_stats

Read-onlyIdempotent

Aggregate available inventory across the network in ONE call: counts, effective-price min/median/max and the top values per facet. Example: {"dimensions": ["make_model", "body_style"], "condition": "used", "rooftop_slugs": ["mms"]}. Geo (latitude and longitude, optional radius_miles) and oem_program_slug scope exactly as network_search. Pivot mode (group_by, up to 2 of the facets plus state, dealer_group, price_band, age_band) returns one row per group with count and medians; dimensions and group_by are mutually exclusive; format csv returns the rows as CSV. Pass country=CA for Canadian dealers.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`make`	No
`trim`	No
`model`	No
`format`	No
`country`	No	Market to search; rooftops in the other country are excluded. Prices are in that country's currency; the radius stays in miles.	US
`group_by`	No
`latitude`	No
`condition`	No
`fuel_type`	No
`longitude`	No
`price_max`	No	Maximum expiry-gated effective price.
`price_min`	No	Minimum expiry-gated effective price.
`body_style`	No
`dimensions`	No	One to four unique facets. make_model values join nonblank make and model with one space; rooftop values are rooftop slugs.
`drivetrain`	No
`listed_only`	No	When true, only units with at least one stored photo and a vehicle detail page (vdp_url). Absent or false returns every available unit, including stock the dealer has not merchandised yet.
`is_certified`	No
`odometer_max`	No
`radius_miles`	No
`transmission`	No
`rooftop_slugs`	No	Restrict the single-snapshot aggregation to these network rooftops.
`exterior_color`	No
`interior_color`	No
`model_year_max`	No
`model_year_min`	No
`oem_program_slug`	No
`passenger_capacity_min`	No

Output Schema

TableJSON Schema

Name	Required	Description
`data`	No
`error`	No	Unknown and foreign thread ids are deliberately indistinguishable: both return invalid_params with message "unknown thread_id" (anti-enumeration).
`freshness`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 10, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": false,
+  "properties": {
+    "data": {
+      "oneOf": [
+        {
+          "additionalProperties": false,
+          "properties": {
+            "catalog_watermark": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "dimensions": {
+              "additionalProperties": false,
+              "description": "Contains one property for each requested dimension.",
+              "properties": {
+                "body_style": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "condition": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "drivetrain": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "exterior_color": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "fuel_type": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "make": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "make_model": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "model": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "model_year": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                },
+                "rooftop": {
+                  "additionalProperties": false,
+                  "description": "values contains at most 20 nonmissing values ordered by count descending then value ascending. other_count covers nonmissing values outside the top 20; missing_count includes both null and blank strings.",
+                  "properties": {
+                    "missing_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "other_count": {
+                      "minimum": 0,
+                      "type": "integer"
+                    },
+                    "values": {
+                      "items": {
+                        "additionalProperties": false,
+                        "properties": {
+                          "count": {
+                            "minimum": 1,
+                            "type": "integer"
+                          },
+                          "value": {
+                            "type": "string"
+                          }
+                        },
+                        "required": [
+                          "value",
+                          "count"
+                        ],
+                        "type": "object"
+                      },
+                      "maxItems": 20,
+                      "type": "array"
+                    }
+                  },
+                  "required": [
+                    "values",
+                    "other_count",
+                    "missing_count"
+                  ],
+                  "type": "object"
+                }
+              },
+              "type": "object"
+            },
+            "market": {
+              "additionalProperties": false,
+              "properties": {
+                "country": {
+                  "enum": [
+                    "US",
+                    "CA"
+                  ],
+                  "type": "string"
+                },
+                "currency": {
+                  "type": "string"
+                },
+                "odometer_unit": {
+                  "enum": [
+                    "mi",
+                    "km"
+                  ],
+                  "type": "string"
+                }
+              },
+              "required": [
+                "country",
+                "currency",
+                "odometer_unit"
+              ],
+              "type": "object"
+            },
+            "price": {
+              "additionalProperties": false,
+              "properties": {
+                "currency": {
+                  "type": "string"
+                },
+                "max": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "median": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "min": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "priced_count": {
+                  "minimum": 0,
+                  "type": "integer"
+                }
+              },
+              "required": [
+                "currency",
+                "priced_count",
+                "min",
+                "max",
+                "median"
+              ],
+              "type": "object"
+            },
+            "rooftop_slugs_covered": {
+              "items": {
+                "type": "string"
+              },
+              "maxItems": 20,
+              "type": "array",
+              "uniqueItems": true
+            },
+            "total": {
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "total",
+            "dimensions",
+            "price",
+            "catalog_watermark"
+          ],
+          "type": "object"
+        },
+        {
+          "additionalProperties": false,
+          "properties": {
+            "catalog_version": {
+              "type": "string"
+            },
+            "catalog_watermark": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "market": {
+              "additionalProperties": false,
+              "properties": {
+                "country": {
+                  "enum": [
+                    "US",
+                    "CA"
+                  ],
+                  "type": "string"
+                },
+                "currency": {
+                  "type": "string"
+                },
+                "odometer_unit": {
+                  "enum": [
+                    "mi",
+                    "km"
+                  ],
+                  "type": "string"
+                }
+              },
+              "required": [
+                "country",
+                "currency",
+                "odometer_unit"
+              ],
+              "type": "object"
+            },
+            "pivot": {
+              "additionalProperties": false,
+              "properties": {
+                "group_by": {
+                  "items": {
+                    "type": "string"
+                  },
+                  "maxItems": 2,
+                  "minItems": 1,
+                  "type": "array",
+                  "uniqueItems": true
+                },
+                "missing": {
+                  "additionalProperties": false,
+                  "properties": {
+                    "age_band": {
+                      "type": "integer"
+                    },
+                    "body_style": {
+                      "type": "integer"
+                    },
+                    "condition": {
+                      "type": "integer"
+                    },
+                    "dealer_group": {
+                      "type": "integer"
+                    },
+                    "drivetrain": {
+                      "type": "integer"
+                    },
+                    "exterior_color": {
+                      "type": "integer"
+                    },
+                    "fuel_type": {
+                      "type": "integer"
+                    },
+                    "make": {
+                      "type": "integer"
+                    },
+                    "make_model": {
+                      "type": "integer"
+                    },
+                    "model": {
+                      "type": "integer"
+                    },
+                    "model_year": {
+                      "type": "integer"
+                    },
+                    "price_band": {
+                      "type": "integer"
+                    },
+                    "rooftop": {
+                      "type": "integer"
+                    },
+                    "state": {
+                      "type": "integer"
+                    }
+                  },
+                  "type": "object"
+                },
+                "other": {
+                  "oneOf": [
+                    {
+                      "additionalProperties": false,
+                      "properties": {
+                        "age_band": {
+                          "type": "string"
+                        },
+                        "body_style": {
+                          "type": "string"
+                        },
+                        "condition": {
+                          "type": "string"
+                        },
+                        "count": {
+                          "minimum": 0,
+                          "type": "integer"
+                        },
+                        "days_in_stock_median": {
+                          "minimum": 0,
+                          "type": [
+                            "number",
+                            "null"
+                          ]
+                        },
+                        "dealer_group": {
+                          "type": "string"
+                        },
+                        "dealer_group_name": {
+                          "type": [
+                            "string",
+                            "null"
+                          ]
+                        },
+                        "drivetrain": {
+                          "type": "string"
+                        },
+                        "exterior_color": {
+                          "type": "string"
+                        },
+                        "fuel_type": {
+                          "type": "string"
+                        },
+                        "make": {
+                          "type": "string"
+                        },
+                        "make_model": {
+                          "type": "string"
+                        },
+                        "model": {
+                          "type": "string"
+                        },
+                        "model_year": {
+                          "type": "string"
+                        },
+                        "odometer_median": {
+                          "minimum": 0,
+                          "type": [
+                            "number",
+                            "null"
+                          ]
+                        },
+                        "price_band": {
+                          "type": "string"
+                        },
+                        "price_max": {
+                          "minimum": 0,
+                          "type": [
+                            "number",
+                            "null"
+                          ]
+                        },
+                        "price_median": {
+                          "minimum": 0,
+                          "type": [
+                            "number",
+                            "null"
+                          ]
+                        },
+                        "price_min": {
+                          "minimum": 0,
+                          "type": [
+                            "number",
+                            "null"
+                          ]
+                        },
+                        "priced_count": {
+                          "minimum": 0,
+                          "type": "integer"
+                        },
+                        "rooftop": {
+                          "type": "string"
+                        },
+                        "state": {
+                          "type": "string"
+                        }
+                      },
+                      "required": [
+                        "count",
+                        "priced_count",
+                        "price_min",
+                        "price_median",
+                        "price_max",
+                        "odometer_median",
+                        "days_in_stock_median"
+                      ],
+                      "type": "object"
+                    },
+                    {
+                      "type": "null"
+                    }
+                  ]
+                },
+                "rows": {
+                  "items": {
+                    "additionalProperties": false,
+                    "properties": {
+                      "age_band": {
+                        "type": "string"
+                      },
+                      "body_style": {
+                        "type": "string"
+                      },
+                      "condition": {
+                        "type": "string"
+                      },
+                      "count": {
+                        "minimum": 0,
+                        "type": "integer"
+                      },
+                      "days_in_stock_median": {
+                        "minimum": 0,
+                        "type": [
+                          "number",
+                          "null"
+                        ]
+                      },
+                      "dealer_group": {
+                        "type": "string"
+                      },
+                      "dealer_group_name": {
+                        "type": [
+                          "string",
+                          "null"
+                        ]
+                      },
+                      "drivetrain": {
+                        "type": "string"
+                      },
+                      "exterior_color": {
+                        "type": "string"
+                      },
+                      "fuel_type": {
+                        "type": "string"
+                      },
+                      "make": {
+                        "type": "string"
+                      },
+                      "make_model": {
+                        "type": "string"
+                      },
+                      "model": {
+                        "type": "string"
+                      },
+                      "model_year": {
+                        "type": "string"
+                      },
+                      "odometer_median": {
+                        "minimum": 0,
+                        "type": [
+                          "number",
+                          "null"
+                        ]
+                      },
+                      "price_band": {
+                        "type": "string"
+                      },
+                      "price_max": {
+                        "minimum": 0,
+                        "type": [
+                          "number",
+                          "null"
+                        ]
+                      },
+                      "price_median": {
+                        "minimum": 0,
+                        "type": [
+                          "number",
+                          "null"
+                        ]
+                      },
+                      "price_min": {
+                        "minimum": 0,
+                        "type": [
+                          "number",
+                          "null"
+                        ]
+                      },
+                      "priced_count": {
+                        "minimum": 0,
+                        "type": "integer"
+                      },
+                      "rooftop": {
+                        "type": "string"
+                      },
+                      "state": {
+                        "type": "string"
+                      }
+                    },
+                    "required": [
+                      "count",
+                      "priced_count",
+                      "price_min",
+                      "price_median",
+                      "price_max",
+                      "odometer_median",
+                      "days_in_stock_median"
+                    ],
+                    "type": "object"
+                  },
+                  "maxItems": 200,
+                  "type": "array"
+                }
+              },
+              "required": [
+                "group_by",
+                "rows",
+                "other",
+                "missing"
+              ],
+              "type": "object"
+            },
+            "price": {
+              "additionalProperties": false,
+              "properties": {
+                "currency": {
+                  "type": "string"
+                },
+                "max": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "median": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "min": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "priced_count": {
+                  "minimum": 0,
+                  "type": "integer"
+                }
+              },
+              "required": [
+                "currency",
+                "priced_count",
+                "min",
+                "max",
+                "median"
+              ],
+              "type": "object"
+            },
+            "rooftop_slugs_covered": {
+              "items": {
+                "type": "string"
+              },
+              "maxItems": 20,
+              "type": "array",
+              "uniqueItems": true
+            },
+            "total": {
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "total",
+            "pivot",
+            "price",
+            "catalog_watermark",
+            "catalog_version"
+          ],
+          "type": "object"
+        },
+        {
+          "additionalProperties": false,
+          "properties": {
+            "catalog_version": {
+              "type": "string"
+            },
+            "catalog_watermark": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "csv": {
+              "type": "string"
+            },
+            "market": {
+              "additionalProperties": false,
+              "properties": {
+                "country": {
+                  "enum": [
+                    "US",
+                    "CA"
+                  ],
+                  "type": "string"
+                },
+                "currency": {
+                  "type": "string"
+                },
+                "odometer_unit": {
+                  "enum": [
+                    "mi",
+                    "km"
+                  ],
+                  "type": "string"
+                }
+              },
+              "required": [
+                "country",
+                "currency",
+                "odometer_unit"
+              ],
+              "type": "object"
+            },
+            "price": {
+              "additionalProperties": false,
+              "properties": {
+                "currency": {
+                  "type": "string"
+                },
+                "max": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "median": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "min": {
+                  "minimum": 0,
+                  "type": [
+                    "number",
+                    "null"
+                  ]
+                },
+                "priced_count": {
+                  "minimum": 0,
+                  "type": "integer"
+                }
+              },
+              "required": [
+                "currency",
+                "priced_count",
+                "min",
+                "max",
+                "median"
+              ],
+              "type": "object"
+            },
+            "rows": {
+              "items": {
+                "additionalProperties": false,
+                "properties": {
+                  "age_band": {
+                    "type": "string"
+                  },
+                  "body_style": {
+                    "type": "string"
+                  },
+                  "condition": {
+                    "type": "string"
+                  },
+                  "count": {
+                    "minimum": 0,
+                    "type": "integer"
+                  },
+                  "days_in_stock_median": {
+                    "minimum": 0,
+                    "type": [
+                      "number",
+                      "null"
+                    ]
+                  },
+                  "dealer_group": {
+                    "type": "string"
+                  },
+                  "dealer_group_name": {
+                    "type": [
+                      "string",
+                      "null"
+                    ]
+                  },
+                  "drivetrain": {
+                    "type": "string"
+                  },
+                  "exterior_color": {
+                    "type": "string"
+                  },
+                  "fuel_type": {
+                    "type": "string"
+                  },
+                  "make": {
+                    "type": "string"
+                  },
+                  "make_model": {
+                    "type": "string"
+                  },
+                  "model": {
+                    "type": "string"
+                  },
+                  "model_year": {
+                    "type": "string"
+                  },
+                  "odometer_median": {
+                    "minimum": 0,
+                    "type": [
+                      "number",
+                      "null"
+                    ]
+                  },
+                  "price_band": {
+                    "type": "string"
+                  },
+                  "price_max": {
+                    "minimum": 0,
+                    "type": [
+                      "number",
+                      "null"
+                    ]
+                  },
+                  "price_median": {
+                    "minimum": 0,
+                    "type": [
+                      "number",
+                      "null"
+                    ]
+                  },
+                  "price_min": {
+                    "minimum": 0,
+                    "type": [
+                      "number",
+                      "null"
+                    ]
+                  },
+                  "priced_count": {
+                    "minimum": 0,
+                    "type": "integer"
+                  },
+                  "rooftop": {
+                    "type": "string"
+                  },
+                  "state": {
+                    "type": "string"
+                  }
+                },
+                "required": [
+                  "count",
+                  "priced_count",
+                  "price_min",
+                  "price_median",
+                  "price_max",
+                  "odometer_median",
+                  "days_in_stock_median"
+                ],
+                "type": "object"
+              },
+              "maxItems": 201,
+              "type": "array"
+            },
+            "total": {
+              "minimum": 0,
+              "type": "integer"
+            }
+          },
+          "required": [
+            "csv",
+            "rows",
+            "total",
+            "price",
+            "catalog_watermark",
+            "catalog_version"
+          ],
+          "type": "object"
+        }
+      ]
+    },
+    "error": {
+      "additionalProperties": false,
+      "description": "Unknown and foreign thread ids are deliberately indistinguishable: both return invalid_params with message \"unknown thread_id\" (anti-enumeration).",
+      "properties": {
+        "auth_help_url": {
+          "description": "Present only when no credential was supplied for a capability that requires one. Points to human documentation for obtaining a key. Absent for invalid, pending, or disabled credentials, which are deliberately indistinguishable.",
+          "format": "uri",
+          "maxLength": 500,
+          "type": "string"
+        },
+        "code": {
+          "enum": [
+            "rooftop_not_found",
+            "rooftop_inactive",
+            "unit_not_found",
+            "invalid_params",
+            "rate_limited",
+            "upstream_unavailable",
+            "capability_unavailable",
+            "identity_required",
+            "quota_exceeded",
+            "unit_held",
+            "quote_expired",
+            "rooftop_paused",
+            "handoff_duplicate",
+            "idempotency_conflict",
+            "price_unavailable",
+            "snapshot_expired",
+            "artifact_too_large",
+            "cursor_invalid",
+            "cursor_expired",
+            "ambiguous_identity",
+            "unsupported_in_country"
+          ]
+        },
+        "message": {
+          "maxLength": 500,
+          "type": "string"
+        },
+        "retry_after_seconds": {
+          "minimum": 0,
+          "type": "integer"
+        },
+        "retryable": {
+          "type": "boolean"
+        }
+      },
+      "required": [
+        "code",
+        "message",
+        "retryable"
+      ],
+      "type": "object"
+    },
+    "freshness": {
+      "additionalProperties": false,
+      "properties": {
+        "by_rooftop": {
+          "additionalProperties": {
+            "additionalProperties": false,
+            "properties": {
+              "last_ingest_at": {
+                "format": "date-time",
+                "maxLength": 40,
+                "type": [
+                  "string",
+                  "null"
+                ]
+              },
+              "status": {
+                "enum": [
+                  "fresh",
+                  "stale",
+                  "no_data"
+                ]
+              }
+            },
+            "required": [
+              "status",
+              "last_ingest_at"
+            ],
+            "type": "object"
+          },
+          "maxProperties": 500,
+          "type": "object"
+        }
+      },
+      "required": [
+        "by_rooftop"
+      ],
+      "type": "object"
+    }
+  },
+  "type": "object"
+}

Changed1 schema field changedOct 10, 2026

addedInput schema / properties / listed_only

Added value: +{
+  "description": "When true, only units with at least one stored photo and a vehicle detail page (vdp_url). Absent or false returns every available unit, including stock the dealer has not merchandised yet.",
+  "type": "boolean"
+}

Changed1 schema field changedSep 18, 2026

addedInput schema / properties / country

Added value: +{
+  "default": "US",
+  "description": "Market to search; rooftops in the other country are excluded. Prices are in that country's currency; the radius stays in miles.",
+  "enum": [
+    "US",
+    "CA"
+  ],
+  "type": "string"
+}

Changed8 schema fields changedSep 17, 2026

changedInput schema / description

Previous value: -"Categorical arrays are ORed within their field; separate filter fields are ANDed together. Aggregation has no pagination or sorting input."New value: +"Categorical arrays are ORed within their field; separate filter fields are ANDed together. Aggregation has no pagination or sorting input. Server-enforced: latitude requires longitude; longitude requires latitude; radius_miles requires latitude and longitude. Exactly one of dimensions | group_by is required. Additional argument rules are enforced server-side."

addedInput schema / properties / format

Added value: +{
+  "enum": [
+    "json",
+    "csv"
+  ]
+}

addedInput schema / properties / group_by

Added value: +{
+  "items": {
+    "enum": [
+      "make",
+      "model",
+      "make_model",
+      "condition",
+      "body_style",
+      "fuel_type",
+      "drivetrain",
+      "exterior_color",
+      "model_year",
+      "rooftop",
+      "state",
+      "dealer_group",
+      "price_band",
+      "age_band"
+    ]
+  },
+  "maxItems": 2,
+  "minItems": 1,
+  "type": "array",
+  "uniqueItems": true
+}

addedInput schema / properties / latitude

Added value: +{
+  "maximum": 90,
+  "minimum": -90,
+  "type": "number"
+}

addedInput schema / properties / longitude

Added value: +{
+  "maximum": 180,
+  "minimum": -180,
+  "type": "number"
+}

addedInput schema / properties / oem_program_slug

Added value: +{
+  "maxLength": 80,
+  "minLength": 1,
+  "type": "string"
+}

addedInput schema / properties / radius_miles

Added value: +{
+  "exclusiveMinimum": 0,
+  "maximum": 500,
+  "type": "number"
+}

removedInput schema / required
```
Removed value: -[
-  "dimensions"
-]
```

AddedAug 17, 2026

TDQS

Score is being calculated.

All Agentic Dealer Network 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.

Resources

Need Help?