ShotPulled

Get current dial state

get_dial_state

Read-onlyIdempotent

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

Input Schema

Name	Required	Description	Default
No arguments

Output 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.

Changed3 schema fields changedOct 26, 2026
- changedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / done / type
```
Previous value: -"integer"New value: +"number"
```
- changedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / every / type
```
Previous value: -"integer"New value: +"number"
```
- changedOutput schema / properties / maintenance_summary / properties / most_urgent / properties / remaining / type
```
Previous value: -"integer"New value: +"number"
```

Changed10 schema fields changedOct 22, 2026

addedOutput schema / properties / active_coffee / properties / age_verdict_code
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / active_coffee / properties / bag / properties / age_verdict_code
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / active_coffee / properties / bag / properties / lot_revision_id
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```
addedOutput schema / properties / active_coffee / properties / bag / properties / product_id
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```

changedOutput schema / properties / active_coffee / properties / bag / required

Previous value: -[
-  "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"
-]New value: +[
+  "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",
+  "product_id",
+  "lot_revision_id",
+  "days_off_roast",
+  "days_since_opened",
+  "frozen_days_excluded",
+  "effective_age_days",
+  "age_verdict",
+  "age_verdict_code",
+  "grams_remaining"
+]

addedOutput schema / properties / active_coffee / properties / catalog_coffee_id
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```
changedOutput schema / properties / active_coffee / properties / roaster / type
```
Previous value: -"string"New value: +[
+  "string",
+  "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",
-  "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"
-]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",
+  "catalog_coffee_id",
+  "age_days",
+  "days_off_roast",
+  "days_since_opened",
+  "frozen_days_excluded",
+  "effective_age_days",
+  "age_verdict",
+  "age_verdict_code",
+  "grams_remaining",
+  "current_bag_id",
+  "bag"
+]

addedOutput schema / properties / active_machine / properties / prep_style / type
```
Added value: +"string"
```
addedOutput schema / properties / active_machine / properties / prep_type / type
```
Added value: +"string"
```

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

A4/5.0

Behavior4/5

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

Annotations already establish that this is a read-only, idempotent, non-destructive, closed-world operation. The description adds useful behavioral context by disclosing the aggregate contents returned, including active context, recent shots, recommendations, and locked recipes, though it does not discuss freshness or limits.

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?

The description is a single front-loaded sentence with no wasted words. The action and the returned content are presented immediately.

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

Completeness5/5

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

This is a zero-parameter, read-only aggregate tool with an output schema, so the description does not need to document parameters or return structure. It sufficiently states what the tool retrieves and what categories of data the agent should expect.

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 has zero parameters, so there are no parameter semantics for the description to explain. Per the baseline for zero-parameter tools, a 4 is appropriate.

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

Purpose4/5

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

The description uses a specific verb (Retrieve) and a clear resource (current dialing state), then enumerates the bundled content: active context, recent shots, recommendations, and locked recipes. It distinguishes the tool from simple list tools by framing it as an aggregate current-state read, though it does not explicitly name sibling alternatives.

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

Usage Guidelines3/5

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

Usage is implied by the phrase 'current dialing state' and the listed outputs, suggesting the tool is for getting a consolidated dialing overview. However, the description gives no explicit when-to-use guidance, no prerequisites, and no comparison to siblings such as list_shots or suggest_next_step.

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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