ShotPulled

Get current dial state

get_dial_state

Read-onlyIdempotent

Retrieve current dialing state, active context, recent shots, recommendations, and locked recipes.

Input Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Output Schema

TableJSON Schema

Name	Required	Description	Default
`recent_shots`	Yes
`active_coffee`	Yes
`locked_recipe`	Yes
`active_grinder`	Yes
`active_machine`	Yes
`active_program`	Yes
`maintenance_summary`	Yes
`recent_recommendations`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed6 schema fields changedOct 4, 2026

addedOutput schema / properties / active_machine / properties / settings / items / properties / provenance

Added value: +{
+  "additionalProperties": true,
+  "properties": {
+    "default_quote": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "default_source": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "quote": {
+      "type": [
+        "string",
+        "null"
+      ]
+    },
+    "source": {
+      "type": [
+        "string",
+        "null"
+      ]
+    }
+  },
+  "required": [
+    "source",
+    "quote",
+    "default_source",
+    "default_quote"
+  ],
+  "type": [
+    "object",
+    "null"
+  ]
+}

changedOutput schema / properties / active_machine / properties / settings / items / required

Previous value: -[
-  "key",
-  "label",
-  "type",
-  "options",
-  "min",
-  "max",
-  "step",
-  "unit",
-  "default",
-  "value"
-]New value: +[
+  "key",
+  "label",
+  "type",
+  "options",
+  "min",
+  "max",
+  "step",
+  "unit",
+  "default",
+  "value",
+  "provenance"
+]

addedOutput schema / properties / locked_recipe / properties / machine_settings

Added value: +{
+  "additionalProperties": true,
+  "type": [
+    "object",
+    "null"
+  ]
+}

changedOutput schema / properties / locked_recipe / required

Previous value: -[
-  "id",
-  "bean_id",
-  "grinder_id",
-  "machine_id",
-  "program_id",
-  "status",
-  "grind_label",
-  "grind_position_value",
-  "dose_g",
-  "target_yield_g",
-  "target_time_s",
-  "finish_action",
-  "drink_intent",
-  "profile",
-  "kb_version",
-  "locked_at",
-  "grind_reading"
-]New value: +[
+  "id",
+  "bean_id",
+  "grinder_id",
+  "machine_id",
+  "program_id",
+  "status",
+  "grind_label",
+  "grind_position_value",
+  "dose_g",
+  "target_yield_g",
+  "target_time_s",
+  "finish_action",
+  "drink_intent",
+  "profile",
+  "kb_version",
+  "locked_at",
+  "machine_settings",
+  "grind_reading"
+]

addedOutput schema / properties / recent_shots / items / properties / machine_settings / additionalProperties
```
Added value: +true
```
addedOutput schema / properties / recent_shots / items / properties / machine_settings / type
```
Added value: +[
+  "object",
+  "null"
+]
```

Changed4 schema fields changedOct 3, 2026

addedOutput schema / properties / active_machine / properties / settings

Added value: +{
+  "items": {
+    "additionalProperties": true,
+    "properties": {
+      "default": {
+        "type": [
+          "number",
+          "null",
+          "string"
+        ]
+      },
+      "key": {
+        "type": "string"
+      },
+      "label": {
+        "type": "string"
+      },
+      "max": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "min": {
+        "type": [
+          "number",
+          "null"
+        ]
+      },
+      "options": {
+        "items": {
+          "additionalProperties": true,
+          "properties": {
+            "label": {
+              "type": "string"
+            },
+            "meaning": {
+              "type": [
+                "string",
+                "null"
+              ]
+            },
+            "value": {
+              "type": "string"
+            }
+          },
+          "required": [
+            "value",
+            "label",
+            "meaning"
+          ],
+          "type": "object"
+        },
+        "type": [
+          "null",
+          "array"
+        ]
+      },
+      "step": {},
+      "type": {
+        "type": "string"
+      },
+      "unit": {
+        "type": [
+          "string",
+          "null"
+        ]
+      },
+      "value": {
+        "type": [
+          "number",
+          "null",
+          "string"
+        ]
+      }
+    },
+    "required": [
+      "key",
+      "label",
+      "type",
+      "options",
+      "min",
+      "max",
+      "step",
+      "unit",
+      "default",
+      "value"
+    ],
+    "type": "object"
+  },
+  "type": [
+    "array",
+    "null"
+  ]
+}

changedOutput schema / properties / active_machine / required

Previous value: -[
-  "id",
-  "name",
-  "control_type",
-  "basket_size_grams",
-  "boiler_type",
-  "notes",
-  "is_active",
-  "prep_type",
-  "prep_style",
-  "archived",
-  "photo",
-  "tools",
-  "connected_device",
-  "built_in_grinder_id",
-  "catalog_id",
-  "hardness_dh"
-]New value: +[
+  "id",
+  "name",
+  "control_type",
+  "basket_size_grams",
+  "boiler_type",
+  "notes",
+  "is_active",
+  "prep_type",
+  "prep_style",
+  "archived",
+  "photo",
+  "tools",
+  "connected_device",
+  "built_in_grinder_id",
+  "catalog_id",
+  "hardness_dh",
+  "settings"
+]

addedOutput schema / properties / recent_shots / items / properties / machine_settings
```
Added value: +{}
```

changedOutput schema / properties / recent_shots / items / required

Previous value: -[
-  "id",
-  "pulled_at",
-  "bean_id",
-  "grinder_id",
-  "machine_id",
-  "program_id",
-  "grind_label",
-  "grind_components",
-  "grind_position_value",
-  "dose_g",
-  "yield_g",
-  "time_s",
-  "flow_rate_gps",
-  "finish_action",
-  "drink_intent",
-  "flavor_notes",
-  "sensory_tags",
-  "observations",
-  "temp_taste",
-  "rating",
-  "verdict",
-  "data_confidence",
-  "temperature_c",
-  "bloom_time_s",
-  "first_drip_time_s",
-  "beverage_g",
-  "tds",
-  "ey_pct",
-  "water_id",
-  "vessel_name",
-  "vessel_weight_g",
-  "favourite",
-  "best_brew",
-  "tasted",
-  "bag_id",
-  "taste_pending"
-]New value: +[
+  "id",
+  "pulled_at",
+  "bean_id",
+  "grinder_id",
+  "machine_id",
+  "program_id",
+  "grind_label",
+  "grind_components",
+  "grind_position_value",
+  "dose_g",
+  "yield_g",
+  "time_s",
+  "flow_rate_gps",
+  "finish_action",
+  "drink_intent",
+  "flavor_notes",
+  "sensory_tags",
+  "observations",
+  "temp_taste",
+  "rating",
+  "verdict",
+  "data_confidence",
+  "temperature_c",
+  "bloom_time_s",
+  "first_drip_time_s",
+  "beverage_g",
+  "tds",
+  "ey_pct",
+  "water_id",
+  "vessel_name",
+  "vessel_weight_g",
+  "favourite",
+  "best_brew",
+  "tasted",
+  "bag_id",
+  "machine_settings",
+  "taste_pending"
+]

Changed86 schema fields changedSep 28, 2026
- removedOutput schema / properties / active_coffee / properties / acidity / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / arabica_pct / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / aromatics / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / attachments / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / bag_weight_g / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / best_by_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / buy_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / cost / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / currency / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / days_since_opened / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / ean / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / frozen_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / frozen_note / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / frozen_storage / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / grams_remaining / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / opened_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / qr_code / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / storage / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag / properties / unfrozen_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bag_weight_g / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / bean_mix / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / best_by_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / body / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / buy_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / co2e_kg / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / cost / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / cupping_points / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / currency / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / days_since_opened / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / decaffeinated / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / ean / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / favourite / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / frozen_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / frozen_note / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / frozen_storage / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / grams_remaining / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / notes / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / opened_date / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / origin / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / qr_code / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / rating / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / rest_window_days_max / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / rest_window_days_min / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / roast_custom / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / roast_range / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / roasting_type / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / storage / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / sweetness / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / unfrozen_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / url / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_coffee / properties / variety / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / built_in_machine_id / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / catalog_id / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / max_value / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / min_value / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / notes / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_grinder / properties / photo / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / built_in_grinder_id / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / connected_device / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / hardness_dh / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / notes / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / photo / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / prep_style / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / prep_type / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_machine / properties / tools / type
```
Removed value: -"null"
```
- removedOutput schema / properties / active_program / type
```
Removed value: -"null"
```
- removedOutput schema / properties / locked_recipe / properties / grind_reading / type
```
Removed value: -"null"
```
- removedOutput schema / properties / locked_recipe / properties / program_id / type
```
Removed value: -"null"
```
- removedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / due_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / last_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / muted_until / type
```
Removed value: -"null"
```
- removedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / overdue_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / soon_at / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_recommendations / items / properties / based_on_shot / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / beverage_g / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / bloom_time_s / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / ey_pct / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / first_drip_time_s / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / program_id / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / rating / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / tds / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / temperature_c / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / verdict / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / vessel_name / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / vessel_weight_g / type
```
Removed value: -"null"
```
- removedOutput schema / properties / recent_shots / items / properties / water_id / type
```
Removed value: -"null"
```

Changed5 schema fields changedSep 28, 2026

addedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / soon
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / soon_at
```
Added value: +{
+  "type": "null"
+}
```

changedOutput schema / properties / maintenance_summary / properties / most_urgent / required

Previous value: -[
-  "equipment_kind",
-  "equipment_id",
-  "equipment_name",
-  "task",
-  "label",
-  "class",
-  "state",
-  "ratio",
-  "basis",
-  "every",
-  "done",
-  "remaining",
-  "last_at",
-  "every_source",
-  "lower_bound",
-  "due_at",
-  "overdue_at",
-  "muted",
-  "muted_until"
-]New value: +[
+  "equipment_kind",
+  "equipment_id",
+  "equipment_name",
+  "task",
+  "label",
+  "class",
+  "state",
+  "ratio",
+  "basis",
+  "every",
+  "done",
+  "remaining",
+  "last_at",
+  "every_source",
+  "lower_bound",
+  "soon",
+  "soon_at",
+  "due_at",
+  "overdue_at",
+  "muted",
+  "muted_until"
+]

addedOutput schema / properties / maintenance_summary / properties / soon_count
```
Added value: +{
+  "type": "integer"
+}
```

changedOutput schema / properties / maintenance_summary / required

Previous value: -[
-  "computed_at",
-  "catalog_version",
-  "most_urgent",
-  "due_count",
-  "overdue_count",
-  "calibration_state"
-]New value: +[
+  "computed_at",
+  "catalog_version",
+  "most_urgent",
+  "due_count",
+  "overdue_count",
+  "soon_count",
+  "calibration_state"
+]

Changed7 schema fields changedSep 27, 2026

addedOutput schema / properties / active_grinder / properties / catalog_id
```
Added value: +{
+  "type": "null"
+}
```

changedOutput schema / properties / active_grinder / required

Previous value: -[
-  "id",
-  "name",
-  "motor_type",
-  "burr_type",
-  "setting_scheme",
-  "direction_convention",
-  "nominal_step",
-  "components_spec",
-  "min_value",
-  "max_value",
-  "microns_per_step",
-  "notes",
-  "is_active",
-  "archived",
-  "photo",
-  "setting_label",
-  "setting_components",
-  "position_value",
-  "source",
-  "verified_at",
-  "built_in_machine_id"
-]New value: +[
+  "id",
+  "name",
+  "motor_type",
+  "burr_type",
+  "setting_scheme",
+  "direction_convention",
+  "nominal_step",
+  "components_spec",
+  "min_value",
+  "max_value",
+  "microns_per_step",
+  "notes",
+  "is_active",
+  "archived",
+  "photo",
+  "catalog_id",
+  "setting_label",
+  "setting_components",
+  "position_value",
+  "source",
+  "verified_at",
+  "built_in_machine_id"
+]

addedOutput schema / properties / active_machine / properties / catalog_id
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / active_machine / properties / hardness_dh
```
Added value: +{
+  "type": "null"
+}
```

changedOutput schema / properties / active_machine / required

Previous value: -[
-  "id",
-  "name",
-  "control_type",
-  "basket_size_grams",
-  "boiler_type",
-  "notes",
-  "is_active",
-  "prep_type",
-  "prep_style",
-  "archived",
-  "photo",
-  "tools",
-  "connected_device",
-  "built_in_grinder_id"
-]New value: +[
+  "id",
+  "name",
+  "control_type",
+  "basket_size_grams",
+  "boiler_type",
+  "notes",
+  "is_active",
+  "prep_type",
+  "prep_style",
+  "archived",
+  "photo",
+  "tools",
+  "connected_device",
+  "built_in_grinder_id",
+  "catalog_id",
+  "hardness_dh"
+]

addedOutput schema / properties / maintenance_summary

Added value: +{
+  "additionalProperties": true,
+  "properties": {
+    "calibration_state": {
+      "type": "string"
+    },
+    "catalog_version": {
+      "type": "string"
+    },
+    "computed_at": {
+      "type": "string"
+    },
+    "due_count": {
+      "type": "integer"
+    },
+    "most_urgent": {
+      "additionalProperties": true,
+      "properties": {
+        "basis": {
+          "type": "string"
+        },
+        "class": {
+          "type": "string"
+        },
+        "done": {
+          "type": "integer"
+        },
+        "due_at": {
+          "type": "null"
+        },
+        "equipment_id": {
+          "type": "integer"
+        },
+        "equipment_kind": {
+          "type": "string"
+        },
+        "equipment_name": {
+          "type": "string"
+        },
+        "every": {
+          "type": "integer"
+        },
+        "every_source": {
+          "type": "string"
+        },
+        "label": {
+          "type": "string"
+        },
+        "last_at": {
+          "type": "null"
+        },
+        "lower_bound": {
+          "type": "boolean"
+        },
+        "muted": {
+          "type": "boolean"
+        },
+        "muted_until": {
+          "type": "null"
+        },
+        "overdue_at": {
+          "type": "null"
+        },
+        "ratio": {
+          "type": "number"
+        },
+        "remaining": {
+          "type": "integer"
+        },
+        "state": {
+          "type": "string"
+        },
+        "task": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "equipment_kind",
+        "equipment_id",
+        "equipment_name",
+        "task",
+        "label",
+        "class",
+        "state",
+        "ratio",
+        "basis",
+        "every",
+        "done",
+        "remaining",
+        "last_at",
+        "every_source",
+        "lower_bound",
+        "due_at",
+        "overdue_at",
+        "muted",
+        "muted_until"
+      ],
+      "type": "object"
+    },
+    "overdue_count": {
+      "type": "integer"
+    }
+  },
+  "required": [
+    "computed_at",
+    "catalog_version",
+    "most_urgent",
+    "due_count",
+    "overdue_count",
+    "calibration_state"
+  ],
+  "type": "object"
+}

changedOutput schema / required

Previous value: -[
-  "active_coffee",
-  "active_grinder",
-  "active_machine",
-  "active_program",
-  "recent_shots",
-  "recent_recommendations",
-  "locked_recipe"
-]New value: +[
+  "active_coffee",
+  "active_grinder",
+  "active_machine",
+  "active_program",
+  "recent_shots",
+  "recent_recommendations",
+  "locked_recipe",
+  "maintenance_summary"
+]

Changed10 schema fields changedSep 12, 2026

addedOutput schema / properties / active_coffee / properties / acidity
```
Added value: +{
+  "type": "null"
+}
```
addedOutput schema / properties / active_coffee / properties / arabica_pct
```
Added value: +{
+  "type": "null"
+}
```

addedOutput schema / properties / active_coffee / properties / bag

Added value: +{
+  "additionalProperties": true,
+  "properties": {
+    "age_verdict": {
+      "type": "string"
+    },
+    "archived": {
+      "type": "integer"
+    },
+    "bag_notes": {
+      "type": "string"
+    },
+    "bag_weight_g": {
+      "type": "null"
+    },
+    "bean_id": {
+      "type": "integer"
+    },
+    "best_by_date": {
+      "type": "null"
+    },
+    "buy_date": {
+      "type": "null"
+    },
+    "cost": {
+      "type": "null"
+    },
+    "currency": {
+      "type": "null"
+    },
+    "days_off_roast": {
+      "type": "integer"
+    },
+    "days_since_opened": {
+      "type": "null"
+    },
+    "ean": {
+      "type": "null"
+    },
+    "effective_age_days": {
+      "type": "integer"
+    },
+    "finished": {
+      "type": "integer"
+    },
+    "frozen_at": {
+      "type": "null"
+    },
+    "frozen_days_excluded": {
+      "type": "integer"
+    },
+    "frozen_note": {
+      "type": "null"
+    },
+    "frozen_storage": {
+      "type": "null"
+    },
+    "grams_remaining": {
+      "type": "null"
+    },
+    "id": {
+      "type": "integer"
+    },
+    "opened_date": {
+      "type": "null"
+    },
+    "qr_code": {
+      "type": "null"
+    },
+    "roast_date": {
+      "type": "string"
+    },
+    "state": {
+      "type": "string"
+    },
+    "storage": {
+      "type": "null"
+    },
+    "unfrozen_at": {
+      "type": "null"
+    },
+    "weight_adjustment_g": {
+      "type": "integer"
+    }
+  },
+  "required": [
+    "id",
+    "bean_id",
+    "roast_date",
+    "buy_date",
+    "opened_date",
+    "best_by_date",
+    "bag_weight_g",
+    "weight_adjustment_g",
+    "cost",
+    "currency",
+    "state",
+    "finished",
+    "frozen_at",
+    "unfrozen_at",
+    "frozen_storage",
+    "frozen_note",
+    "storage",
+    "ean",
+    "qr_code",
+    "bag_notes",
+    "archived",
+    "days_off_roast",
+    "days_since_opened",
+    "frozen_days_excluded",
+    "effective_age_days",
+    "age_verdict",
+    "grams_remaining"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / active_coffee / properties / body
```
Added value: +{
+  "type": "null"
+}
```
addedOutput schema / properties / active_coffee / properties / current_bag_id
```
Added value: +{
+  "type": "integer"
+}
```
addedOutput schema / properties / active_coffee / properties / notes
```
Added value: +{
+  "type": "null"
+}
```
addedOutput schema / properties / active_coffee / properties / sweetness
```
Added value: +{
+  "type": "null"
+}
```

changedOutput schema / properties / active_coffee / required

Previous value: -[
-  "id",
-  "name",
-  "roaster",
-  "origin",
-  "variety",
-  "roast_date",
-  "roast_level",
-  "process_type",
-  "dial_category",
-  "bag_notes",
-  "rest_window_days_min",
-  "rest_window_days_max",
-  "state",
-  "opened_date",
-  "storage",
-  "is_active",
-  "weight_adjustment_g",
-  "buy_date",
-  "bag_weight_g",
-  "cost",
-  "currency",
-  "decaffeinated",
-  "bean_mix",
-  "roast_range",
-  "roast_custom",
-  "roasting_type",
-  "aromatics",
-  "cupping_points",
-  "rating",
-  "favourite",
-  "url",
-  "ean",
-  "qr_code",
-  "co2e_kg",
-  "attachments",
-  "archived",
-  "frozen_at",
-  "unfrozen_at",
-  "frozen_storage",
-  "frozen_note",
-  "best_by_date",
-  "finished",
-  "age_days",
-  "days_off_roast",
-  "days_since_opened",
-  "frozen_days_excluded",
-  "effective_age_days",
-  "age_verdict",
-  "grams_remaining"
-]New value: +[
+  "id",
+  "name",
+  "roaster",
+  "origin",
+  "variety",
+  "roast_date",
+  "roast_level",
+  "process_type",
+  "dial_category",
+  "bag_notes",
+  "rest_window_days_min",
+  "rest_window_days_max",
+  "state",
+  "opened_date",
+  "storage",
+  "is_active",
+  "weight_adjustment_g",
+  "buy_date",
+  "bag_weight_g",
+  "cost",
+  "currency",
+  "decaffeinated",
+  "bean_mix",
+  "roast_range",
+  "roast_custom",
+  "roasting_type",
+  "aromatics",
+  "cupping_points",
+  "rating",
+  "favourite",
+  "url",
+  "ean",
+  "qr_code",
+  "co2e_kg",
+  "attachments",
+  "archived",
+  "frozen_at",
+  "unfrozen_at",
+  "frozen_storage",
+  "frozen_note",
+  "best_by_date",
+  "finished",
+  "notes",
+  "arabica_pct",
+  "body",
+  "acidity",
+  "sweetness",
+  "age_days",
+  "days_off_roast",
+  "days_since_opened",
+  "frozen_days_excluded",
+  "effective_age_days",
+  "age_verdict",
+  "grams_remaining",
+  "current_bag_id",
+  "bag"
+]

addedOutput schema / properties / recent_shots / items / properties / bag_id
```
Added value: +{
+  "type": "integer"
+}
```

changedOutput schema / properties / recent_shots / items / required

Previous value: -[
-  "id",
-  "pulled_at",
-  "bean_id",
-  "grinder_id",
-  "machine_id",
-  "program_id",
-  "grind_label",
-  "grind_components",
-  "grind_position_value",
-  "dose_g",
-  "yield_g",
-  "time_s",
-  "flow_rate_gps",
-  "finish_action",
-  "drink_intent",
-  "flavor_notes",
-  "sensory_tags",
-  "observations",
-  "temp_taste",
-  "rating",
-  "verdict",
-  "data_confidence",
-  "temperature_c",
-  "bloom_time_s",
-  "first_drip_time_s",
-  "beverage_g",
-  "tds",
-  "ey_pct",
-  "water_id",
-  "vessel_name",
-  "vessel_weight_g",
-  "favourite",
-  "best_brew",
-  "tasted",
-  "taste_pending"
-]New value: +[
+  "id",
+  "pulled_at",
+  "bean_id",
+  "grinder_id",
+  "machine_id",
+  "program_id",
+  "grind_label",
+  "grind_components",
+  "grind_position_value",
+  "dose_g",
+  "yield_g",
+  "time_s",
+  "flow_rate_gps",
+  "finish_action",
+  "drink_intent",
+  "flavor_notes",
+  "sensory_tags",
+  "observations",
+  "temp_taste",
+  "rating",
+  "verdict",
+  "data_confidence",
+  "temperature_c",
+  "bloom_time_s",
+  "first_drip_time_s",
+  "beverage_g",
+  "tds",
+  "ey_pct",
+  "water_id",
+  "vessel_name",
+  "vessel_weight_g",
+  "favourite",
+  "best_brew",
+  "tasted",
+  "bag_id",
+  "taste_pending"
+]

Changed6 schema fields changedAug 27, 2026

addedOutput schema / properties / locked_recipe / additionalProperties
```
Added value: +true
```

addedOutput schema / properties / locked_recipe / properties

Added value: +{
+  "bean_id": {
+    "type": "integer"
+  },
+  "dose_g": {
+    "type": "integer"
+  },
+  "drink_intent": {
+    "type": "string"
+  },
+  "finish_action": {
+    "type": "string"
+  },
+  "grind_label": {
+    "type": "string"
+  },
+  "grind_position_value": {
+    "type": "integer"
+  },
+  "grind_reading": {
+    "type": "null"
+  },
+  "grinder_id": {
+    "type": "integer"
+  },
+  "id": {
+    "type": "integer"
+  },
+  "kb_version": {
+    "type": "string"
+  },
+  "locked_at": {
+    "type": "string"
+  },
+  "machine_id": {
+    "type": "integer"
+  },
+  "profile": {
+    "type": "string"
+  },
+  "program_id": {
+    "type": "null"
+  },
+  "status": {
+    "type": "string"
+  },
+  "target_time_s": {
+    "type": "integer"
+  },
+  "target_yield_g": {
+    "type": "integer"
+  }
+}

addedOutput schema / properties / locked_recipe / required

Added value: +[
+  "id",
+  "bean_id",
+  "grinder_id",
+  "machine_id",
+  "program_id",
+  "status",
+  "grind_label",
+  "grind_position_value",
+  "dose_g",
+  "target_yield_g",
+  "target_time_s",
+  "finish_action",
+  "drink_intent",
+  "profile",
+  "kb_version",
+  "locked_at",
+  "grind_reading"
+]

changedOutput schema / properties / locked_recipe / type
```
Previous value: -"null"New value: +"object"
```

addedOutput schema / properties / recent_recommendations / items

Added value: +{
+  "additionalProperties": true,
+  "properties": {
+    "based_on_shot": {
+      "type": "null"
+    },
+    "bean_id": {
+      "type": "integer"
+    },
+    "cited_rules": {
+      "type": "string"
+    },
+    "confidence": {
+      "type": "string"
+    },
+    "created_at": {
+      "type": "string"
+    },
+    "direction": {
+      "type": "string"
+    },
+    "grinder_id": {
+      "type": "integer"
+    },
+    "kb_version": {
+      "type": "string"
+    },
+    "lever": {
+      "type": "string"
+    },
+    "machine_id": {
+      "type": "integer"
+    },
+    "rationale": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "created_at",
+    "bean_id",
+    "grinder_id",
+    "machine_id",
+    "based_on_shot",
+    "lever",
+    "direction",
+    "rationale",
+    "confidence",
+    "cited_rules",
+    "kb_version"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / recent_shots / items

Added value: +{
+  "additionalProperties": true,
+  "properties": {
+    "bean_id": {
+      "type": "integer"
+    },
+    "best_brew": {
+      "type": "integer"
+    },
+    "beverage_g": {
+      "type": "null"
+    },
+    "bloom_time_s": {
+      "type": "null"
+    },
+    "data_confidence": {
+      "type": "string"
+    },
+    "dose_g": {
+      "type": "integer"
+    },
+    "drink_intent": {
+      "type": "string"
+    },
+    "ey_pct": {
+      "type": "null"
+    },
+    "favourite": {
+      "type": "integer"
+    },
+    "finish_action": {
+      "type": "string"
+    },
+    "first_drip_time_s": {
+      "type": "null"
+    },
+    "flavor_notes": {
+      "type": "string"
+    },
+    "flow_rate_gps": {
+      "type": "number"
+    },
+    "grind_components": {
+      "type": "string"
+    },
+    "grind_label": {
+      "type": "string"
+    },
+    "grind_position_value": {
+      "type": "integer"
+    },
+    "grinder_id": {
+      "type": "integer"
+    },
+    "id": {
+      "type": "integer"
+    },
+    "machine_id": {
+      "type": "integer"
+    },
+    "observations": {
+      "type": "string"
+    },
+    "program_id": {
+      "type": "null"
+    },
+    "pulled_at": {
+      "type": "string"
+    },
+    "rating": {
+      "type": "null"
+    },
+    "sensory_tags": {
+      "type": "string"
+    },
+    "taste_pending": {
+      "type": "integer"
+    },
+    "tasted": {
+      "type": "integer"
+    },
+    "tds": {
+      "type": "null"
+    },
+    "temp_taste": {
+      "type": "string"
+    },
+    "temperature_c": {
+      "type": "null"
+    },
+    "time_s": {
+      "type": "integer"
+    },
+    "verdict": {
+      "type": "null"
+    },
+    "vessel_name": {
+      "type": "null"
+    },
+    "vessel_weight_g": {
+      "type": "null"
+    },
+    "water_id": {
+      "type": "null"
+    },
+    "yield_g": {
+      "type": "integer"
+    }
+  },
+  "required": [
+    "id",
+    "pulled_at",
+    "bean_id",
+    "grinder_id",
+    "machine_id",
+    "program_id",
+    "grind_label",
+    "grind_components",
+    "grind_position_value",
+    "dose_g",
+    "yield_g",
+    "time_s",
+    "flow_rate_gps",
+    "finish_action",
+    "drink_intent",
+    "flavor_notes",
+    "sensory_tags",
+    "observations",
+    "temp_taste",
+    "rating",
+    "verdict",
+    "data_confidence",
+    "temperature_c",
+    "bloom_time_s",
+    "first_drip_time_s",
+    "beverage_g",
+    "tds",
+    "ey_pct",
+    "water_id",
+    "vessel_name",
+    "vessel_weight_g",
+    "favourite",
+    "best_brew",
+    "tasted",
+    "taste_pending"
+  ],
+  "type": "object"
+}

Changed1 schema field changedAug 17, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "active_coffee": {
+      "additionalProperties": true,
+      "properties": {
+        "age_days": {
+          "type": "integer"
+        },
+        "age_verdict": {
+          "type": "string"
+        },
+        "archived": {
+          "type": "integer"
+        },
+        "aromatics": {
+          "type": "null"
+        },
+        "attachments": {
+          "type": "null"
+        },
+        "bag_notes": {
+          "type": "string"
+        },
+        "bag_weight_g": {
+          "type": "null"
+        },
+        "bean_mix": {
+          "type": "null"
+        },
+        "best_by_date": {
+          "type": "null"
+        },
+        "buy_date": {
+          "type": "null"
+        },
+        "co2e_kg": {
+          "type": "null"
+        },
+        "cost": {
+          "type": "null"
+        },
+        "cupping_points": {
+          "type": "null"
+        },
+        "currency": {
+          "type": "null"
+        },
+        "days_off_roast": {
+          "type": "integer"
+        },
+        "days_since_opened": {
+          "type": "null"
+        },
+        "decaffeinated": {
+          "type": "null"
+        },
+        "dial_category": {
+          "type": "string"
+        },
+        "ean": {
+          "type": "null"
+        },
+        "effective_age_days": {
+          "type": "integer"
+        },
+        "favourite": {
+          "type": "null"
+        },
+        "finished": {
+          "type": "integer"
+        },
+        "frozen_at": {
+          "type": "null"
+        },
+        "frozen_days_excluded": {
+          "type": "integer"
+        },
+        "frozen_note": {
+          "type": "null"
+        },
+        "frozen_storage": {
+          "type": "null"
+        },
+        "grams_remaining": {
+          "type": "null"
+        },
+        "id": {
+          "type": "integer"
+        },
+        "is_active": {
+          "type": "integer"
+        },
+        "name": {
+          "type": "string"
+        },
+        "opened_date": {
+          "type": "null"
+        },
+        "origin": {
+          "type": "null"
+        },
+        "process_type": {
+          "type": "string"
+        },
+        "qr_code": {
+          "type": "null"
+        },
+        "rating": {
+          "type": "null"
+        },
+        "rest_window_days_max": {
+          "type": "null"
+        },
+        "rest_window_days_min": {
+          "type": "null"
+        },
+        "roast_custom": {
+          "type": "null"
+        },
+        "roast_date": {
+          "type": "string"
+        },
+        "roast_level": {
+          "type": "string"
+        },
+        "roast_range": {
+          "type": "null"
+        },
+        "roaster": {
+          "type": "string"
+        },
+        "roasting_type": {
+          "type": "null"
+        },
+        "state": {
+          "type": "string"
+        },
+        "storage": {
+          "type": "null"
+        },
+        "unfrozen_at": {
+          "type": "null"
+        },
+        "url": {
+          "type": "null"
+        },
+        "variety": {
+          "type": "null"
+        },
+        "weight_adjustment_g": {
+          "type": "integer"
+        }
+      },
+      "required": [
+        "id",
+        "name",
+        "roaster",
+        "origin",
+        "variety",
+        "roast_date",
+        "roast_level",
+        "process_type",
+        "dial_category",
+        "bag_notes",
+        "rest_window_days_min",
+        "rest_window_days_max",
+        "state",
+        "opened_date",
+        "storage",
+        "is_active",
+        "weight_adjustment_g",
+        "buy_date",
+        "bag_weight_g",
+        "cost",
+        "currency",
+        "decaffeinated",
+        "bean_mix",
+        "roast_range",
+        "roast_custom",
+        "roasting_type",
+        "aromatics",
+        "cupping_points",
+        "rating",
+        "favourite",
+        "url",
+        "ean",
+        "qr_code",
+        "co2e_kg",
+        "attachments",
+        "archived",
+        "frozen_at",
+        "unfrozen_at",
+        "frozen_storage",
+        "frozen_note",
+        "best_by_date",
+        "finished",
+        "age_days",
+        "days_off_roast",
+        "days_since_opened",
+        "frozen_days_excluded",
+        "effective_age_days",
+        "age_verdict",
+        "grams_remaining"
+      ],
+      "type": "object"
+    },
+    "active_grinder": {
+      "additionalProperties": true,
+      "properties": {
+        "archived": {
+          "type": "integer"
+        },
+        "built_in_machine_id": {
+          "type": "null"
+        },
+        "burr_type": {
+          "type": "string"
+        },
+        "components_spec": {
+          "type": "string"
+        },
+        "direction_convention": {
+          "type": "string"
+        },
+        "id": {
+          "type": "integer"
+        },
+        "is_active": {
+          "type": "integer"
+        },
+        "max_value": {
+          "type": "null"
+        },
+        "microns_per_step": {
+          "type": "integer"
+        },
+        "min_value": {
+          "type": "null"
+        },
+        "motor_type": {
+          "type": "string"
+        },
+        "name": {
+          "type": "string"
+        },
+        "nominal_step": {
+          "type": "integer"
+        },
+        "notes": {
+          "type": "null"
+        },
+        "photo": {
+          "type": "null"
+        },
+        "position_value": {
+          "type": "integer"
+        },
+        "setting_components": {
+          "type": "string"
+        },
+        "setting_label": {
+          "type": "string"
+        },
+        "setting_scheme": {
+          "type": "string"
+        },
+        "source": {
+          "type": "string"
+        },
+        "verified_at": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "id",
+        "name",
+        "motor_type",
+        "burr_type",
+        "setting_scheme",
+        "direction_convention",
+        "nominal_step",
+        "components_spec",
+        "min_value",
+        "max_value",
+        "microns_per_step",
+        "notes",
+        "is_active",
+        "archived",
+        "photo",
+        "setting_label",
+        "setting_components",
+        "position_value",
+        "source",
+        "verified_at",
+        "built_in_machine_id"
+      ],
+      "type": "object"
+    },
+    "active_machine": {
+      "additionalProperties": true,
+      "properties": {
+        "archived": {
+          "type": "integer"
+        },
+        "basket_size_grams": {
+          "type": "integer"
+        },
+        "boiler_type": {
+          "type": "string"
+        },
+        "built_in_grinder_id": {
+          "type": "null"
+        },
+        "connected_device": {
+          "type": "null"
+        },
+        "control_type": {
+          "type": "string"
+        },
+        "id": {
+          "type": "integer"
+        },
+        "is_active": {
+          "type": "integer"
+        },
+        "name": {
+          "type": "string"
+        },
+        "notes": {
+          "type": "null"
+        },
+        "photo": {
+          "type": "null"
+        },
+        "prep_style": {
+          "type": "null"
+        },
+        "prep_type": {
+          "type": "null"
+        },
+        "tools": {
+          "type": "null"
+        }
+      },
+      "required": [
+        "id",
+        "name",
+        "control_type",
+        "basket_size_grams",
+        "boiler_type",
+        "notes",
+        "is_active",
+        "prep_type",
+        "prep_style",
+        "archived",
+        "photo",
+        "tools",
+        "connected_device",
+        "built_in_grinder_id"
+      ],
+      "type": "object"
+    },
+    "active_program": {
+      "type": "null"
+    },
+    "locked_recipe": {
+      "type": "null"
+    },
+    "recent_recommendations": {
+      "type": "array"
+    },
+    "recent_shots": {
+      "type": "array"
+    }
+  },
+  "required": [
+    "active_coffee",
+    "active_grinder",
+    "active_machine",
+    "active_program",
+    "recent_shots",
+    "recent_recommendations",
+    "locked_recipe"
+  ],
+  "type": "object"
+}

First observedJun 16, 2026

TDQS

A3.5/5.0

Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false, and openWorldHint=false, so the safety profile is fully covered structurally. The description adds that this is a composite read returning several related collections, which is mild value beyond the annotations, but it says nothing about freshness, scope (per-machine? per-user?), or when the data might be empty.

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?

One sentence, front-loaded with the verb and resource, then the payload list. No filler, no redundancy with the title beyond the unavoidable overlap.

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

Completeness4/5

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

With an output schema present, the description needn't document return values in detail, and zero params plus rich annotations leave little to compensate for. What remains under-specified is scope (whose dial state) and freshness, which for a state-dependent composite read could matter to an agent.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The tool takes zero parameters, so the baseline is 4; the description correctly implies a no-argument current-state read by specifying 'current dialing state' rather than any filtered variant.

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

Purpose4/5

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

States a specific verb (Retrieve) and resource (current dialing state) and enumerates the composite payload: active context, recent shots, recommendations, locked recipes. That enumeration distinguishes it from single-resource siblings like list_shots or get_stats, though it never names them explicitly.

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?

No guidance on when to use this snapshot versus list_shots, get_stats, or suggest_next_step, and no prerequisites or exclusions stated. The agent must infer its role as an aggregated dashboard call from the output list alone.

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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