{ "engine": { "distribution": "semantic-rails", "version": "0.3.0" }, "package": "jaffle_shop", "captured_at": "2026-09-25T16:33:37+00:00", "server": { "name": "semantic-rails", "version": "v1" }, "protocol_version": "2025-11-25", "method": "Scripted MCP client over stdio: `uvx --from semantic-rails==0.3.0 semantic-rails mcp stdio --package jaffle_shop`, then the tools/call requests below in order. No language model chose these calls: each follows from the previous response (inspect uses the measure plan resolved). Every response is stored verbatim.", "question": "revenue by store", "calls": [ { "tool": "discover", "arguments": { "terms": "revenue by store", "limit": 3 }, "is_error": false, "response": { "api_version": "v1", "blocked": [], "dimension_values": [], "dimensions": [ { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Preferred Store Id", "id": "dimension.jaffle_customer_history_preferred_store_id", "kind": "dimension", "label": "Preferred Store Id", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'" ], "name": "jaffle.CustomerHistory.preferred_store_id", "object_type": "dimension", "recommended_next_actions": [ "group by this dimension", "filter this dimension", "list valid values" ], "root_entity": "entity.jaffle_customer_history", "score": 23.0, "starter_query_patch": { "group_by": [ "dimension.jaffle_customer_history_preferred_store_id" ], "version": 1 }, "topics": [] }, { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Store Id", "id": "dimension.jaffle_order_lifecycle_store_id", "kind": "dimension", "label": "Store Id", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'" ], "name": "jaffle.OrderLifecycle.store_id", "object_type": "dimension", "recommended_next_actions": [ "group by this dimension", "filter this dimension", "list valid values" ], "root_entity": "entity.jaffle_order_lifecycle", "score": 23.0, "starter_query_patch": { "group_by": [ "dimension.jaffle_order_lifecycle_store_id" ], "version": 1 }, "topics": [] }, { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Store Id", "id": "dimension.jaffle_order_store_id", "kind": "dimension", "label": "Store Id", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'" ], "name": "jaffle.Order.store_id", "object_type": "dimension", "recommended_next_actions": [ "group by this dimension", "filter this dimension", "list valid values" ], "root_entity": "entity.jaffle_order", "score": 23.0, "starter_query_patch": { "group_by": [ "dimension.jaffle_order_store_id" ], "version": 1 }, "topics": [] } ], "entities": [ { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Store", "id": "entity.jaffle_store", "kind": "entity", "label": "Store", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'", "name covered by terms" ], "name": "jaffle.Store", "object_type": "entity", "recommended_next_actions": [ "inspect related measures", "use as grouping entity" ], "root_entity": "entity.jaffle_store", "score": 36.0, "topics": [] }, { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Store inventory snapshot", "id": "entity.jaffle_store_inventory_snapshot", "kind": "entity", "label": "Store inventory snapshot", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'" ], "name": "jaffle.StoreInventorySnapshot", "object_type": "entity", "recommended_next_actions": [ "inspect related measures", "use as grouping entity" ], "root_entity": "entity.jaffle_store_inventory_snapshot", "score": 21.0, "topics": [] }, { "available": true, "blocked_reason": "", "default_temporal_role": "", "description": "Storefront session", "id": "entity.jaffle_storefront_session", "kind": "entity", "label": "Storefront session", "match_reasons": [ "label/name matched 'store'", "derived-token matched 'store'", "description matched 'store'" ], "name": "jaffle.StorefrontSession", "object_type": "entity", "recommended_next_actions": [ "inspect related measures", "use as grouping entity" ], "root_entity": "entity.jaffle_storefront_session", "score": 21.0, "topics": [] } ], "errors": [], "measures": [ { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "revenue", "comparison_mode": "coordinated_queries", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_order_time", "description": "Net sales revenue recognized when the order is placed. Top-line revenue across all completed orders.", "id": "measure.jaffle.revenue_usd", "kind": "measure", "label": "Revenue", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "name covered by terms", "review priority high", "preferred kind" ], "name": "jaffle.revenue_usd", "object_type": "measure", "preferred_companion_metrics": [], "recommended_next_actions": [ "inspect aggregations", "add breakdown dimension", "add time grain" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "score": 68.0, "starter_query_patch": { "select": [ { "as": "Revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 1 }, "topics": [ "jaffle", "revenue_usd" ] }, { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "revenue", "comparison_mode": "coordinated_queries", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_lifecycle_delivered_at", "description": "Revenue anchored to the delivered timestamp for order lifecycle analysis.", "id": "measure.jaffle.delivered_revenue_usd", "kind": "measure", "label": "Delivered revenue", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "review priority high", "preferred kind" ], "name": "jaffle.delivered_revenue_usd", "object_type": "measure", "preferred_companion_metrics": [], "recommended_next_actions": [ "inspect aggregations", "add breakdown dimension", "add time grain" ], "review_priority": "high", "root_entity": "entity.jaffle_order_lifecycle", "score": 53.0, "starter_query_patch": { "select": [ { "as": "Delivered revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.delivered_revenue_usd" } } ], "version": 1 }, "topics": [ "jaffle", "delivered_revenue_usd" ] }, { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "product_mix_revenue", "comparison_mode": "same_query", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_order_time", "description": "Revenue from the drink portion of each order.", "id": "measure.jaffle.drink_revenue_usd", "kind": "measure", "label": "Drink revenue", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "review priority high", "preferred kind" ], "name": "jaffle.drink_revenue_usd", "object_type": "measure", "preferred_companion_metrics": [], "recommended_next_actions": [ "inspect aggregations", "add breakdown dimension", "add time grain" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "score": 53.0, "starter_query_patch": { "select": [ { "as": "Drink revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.drink_revenue_usd" } } ], "version": 1 }, "topics": [ "jaffle", "drink_revenue_usd" ] } ], "metrics": [ { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "product_mix_share", "comparison_mode": "same_query", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_order_time", "description": "Share of total revenue attributable to drink items.", "id": "metric.sales.drink_revenue_share", "kind": "metric", "label": "Drink revenue share", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "review priority high", "preferred kind" ], "name": "jaffle.sales_drink_revenue_share", "object_type": "metric", "preferred_companion_metrics": [ "metric.sales.food_revenue_share" ], "recommended_next_actions": [ "inspect metric card", "add breakdown dimension", "validate query" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "score": 47.0, "starter_query_patch": { "select": [ { "as": "Drink revenue share", "expression": { "metric": "metric.sales.drink_revenue_share" } } ], "version": 1 }, "topics": [ "jaffle", "sales_drink_revenue_share" ] }, { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "product_mix_share", "comparison_mode": "same_query", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_order_time", "description": "Share of total revenue attributable to food items.", "id": "metric.sales.food_revenue_share", "kind": "metric", "label": "Food revenue share", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "review priority high", "preferred kind" ], "name": "jaffle.sales_food_revenue_share", "object_type": "metric", "preferred_companion_metrics": [ "metric.sales.drink_revenue_share" ], "recommended_next_actions": [ "inspect metric card", "add breakdown dimension", "validate query" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "score": 47.0, "starter_query_patch": { "select": [ { "as": "Food revenue share", "expression": { "metric": "metric.sales.food_revenue_share" } } ], "version": 1 }, "topics": [ "jaffle", "sales_food_revenue_share" ] }, { "available": true, "blocked_reason": "", "clock_variants": [], "comparison_family": "", "comparison_mode": "", "comparison_peers": [], "default_temporal_role": "temporal_role.jaffle_order_time", "description": "(current_month_revenue - prior_month_revenue) / prior_month_revenue, computed at query time over the primitive revenue measure.", "id": "metric.sales.month_over_month_revenue_growth", "kind": "metric", "label": "Month-over-month revenue growth", "match_reasons": [ "label/name matched 'revenue'", "derived-token matched 'revenue'", "topic matched 'revenue'", "description matched 'revenue'", "review priority high", "preferred kind" ], "name": "jaffle.sales_month_over_month_revenue_growth", "object_type": "metric", "preferred_companion_metrics": [], "recommended_next_actions": [ "inspect metric card", "add breakdown dimension", "validate query" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "score": 47.0, "starter_query_patch": { "select": [ { "as": "Month-over-month revenue growth", "expression": { "metric": "metric.sales.month_over_month_revenue_growth" } } ], "time": { "grain": "month", "temporal_role": "temporal_role.jaffle_order_time" }, "version": 1 }, "topics": [ "jaffle", "sales_month_over_month_revenue_growth" ] } ], "ok": true, "package_id": "jaffle_shop", "query_state": {}, "recovery_hints": [], "request_context": {}, "request_id": "9edfad8eb2954793a993a272267224ce", "segments": [], "selection_context": { "root_entity": "", "selected_measure_ids": [], "selected_metric_recipe_ids": [] }, "stage": "initial", "status": "ok", "terms": "revenue by store", "timing_ms": 14.64, "verbosity": "compact", "warnings": [] } }, { "tool": "plan", "arguments": { "intent": "revenue by store", "detail": "best" }, "is_error": false, "response": { "api_version": "v1", "best": { "interpreted_intent": { "group_by": [ "dimension.jaffle_store_name" ], "is_top_intent": false, "pattern": "metric_by_dimension_rollup", "source": "plan", "target": "measure.jaffle.revenue_usd", "target_kind": "measure", "top_n": null }, "pattern": "metric_by_dimension_rollup", "query_ir": { "group_by": [ "dimension.jaffle_store_name" ], "order_by": [ { "direction": "ASC", "field": "dimension.jaffle_store_name" } ], "select": [ { "as": "revenue_usd", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 2 }, "rationale": [ "composed a metric_by_dimension_rollup from the intent's target measure or metric and any group-by dimensions" ], "resolved": [ { "id": "measure.jaffle.revenue_usd", "label": "Revenue", "object_type": "measure" }, { "id": "dimension.jaffle_store_name", "label": "Store name", "object_type": "dimension" } ], "subject_ids_used": [ "measure.jaffle.revenue_usd" ], "trace": { "fallback": { "reason": "", "semantic_drift": false, "used": false }, "intent_slots": { "filters": [], "grouping": [ "dimension.jaffle_store_name" ], "qualification": [], "target": [ "measure.jaffle.revenue_usd" ], "time": { "grain": "month", "temporal_role": "temporal_role.jaffle_order_time" } }, "markdown": "### Semantic Trace\n- Target: measure.jaffle.revenue_usd\n- Grouping: dimension.jaffle_store_name\n- Filters: 0\n- Status: validated", "selected": { "filters": [], "group_by": [ "dimension.jaffle_store_name" ], "paths": [], "subjects": [ "measure.jaffle.revenue_usd" ] } }, "validation_ok": true }, "errors": [], "intent": "revenue by store", "intent_ir": { "grouping": [ { "id": "dimension.jaffle_store_name", "label": "Store name", "object_type": "dimension" } ], "intent": "revenue by store", "qualifying_entity": { "id": "entity.jaffle_store", "label": "Store", "object_type": "entity" }, "subjects": [ { "id": "measure.jaffle.item_revenue_usd", "label": "Item revenue (USD)", "object_type": "measure", "score": 1.0 }, { "id": "measure.jaffle.month_over_month_revenue_growth_ratio", "label": "Month-over-month revenue growth", "object_type": "measure", "score": 1.0 }, { "id": "metric.sales.month_over_month_revenue_growth", "label": "Month-over-month revenue growth", "object_type": "metric", "score": 1.0 }, { "id": "measure.jaffle.prior_period_revenue_usd", "label": "Prior period revenue", "object_type": "measure", "score": 1.0 }, { "id": "metric.sales.prior_week_revenue_direct", "label": "Prior-week revenue (direct)", "object_type": "metric", "score": 1.0 }, { "id": "measure.jaffle.revenue_usd", "label": "Revenue", "object_type": "measure", "score": 1.0 }, { "id": "measure.jaffle.rolling_28d_revenue_usd", "label": "Rolling 28-day revenue", "object_type": "measure", "score": 1.0 }, { "id": "metric.sales.rolling_28d_revenue", "label": "Rolling 28-day revenue", "object_type": "metric", "score": 1.0 } ], "target_measure_terms": [ "revenue" ], "terms": [ "by", "revenue", "store" ], "time": { "grain": "month", "temporal_role": "temporal_role.jaffle_order_time" } }, "next": { "ready_for": [ "compile", "execute" ], "validate": { "query": { "group_by": [ "dimension.jaffle_store_name" ], "order_by": [ { "direction": "ASC", "field": "dimension.jaffle_store_name" } ], "select": [ { "as": "revenue_usd", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 2 } } }, "ok": true, "package_id": "jaffle_shop", "plan_version": 1, "recovery_hints": [], "request_context": {}, "request_id": "0133d373666c4eab8d55f9f498ece6c4", "status": "ok", "timing_ms": 9.728, "warnings": [] } }, { "tool": "inspect", "arguments": { "object_id": "measure.jaffle.revenue_usd" }, "is_error": false, "response": { "api_version": "v1", "card": { "accumulation": { "kind": "flow", "snapshot": "" }, "allowed_aggregations": [ "sum", "avg", "min", "max", "median", "percentile" ], "clock_variants": [], "comparison_family": "revenue", "comparison_mode": "coordinated_queries", "comparison_peers": [], "compatible_temporal_roles": [ "temporal_role.jaffle_order_time" ], "coverage_notes": [ "History-backed breakdowns preserve NULL when no valid history row exists at the query time anchor." ], "default_aggregation": "sum", "default_metric_id": "metric.jaffle.revenue_usd", "default_temporal_role": "temporal_role.jaffle_order_time", "description": "Net sales revenue recognized when the order is placed. Top-line revenue across all completed orders.", "discouraged_aggregations": [ { "aggregation": "count_distinct", "reason": "not valid for this measure class" }, { "aggregation": "first_value", "reason": "not valid for this measure class" }, { "aggregation": "last_value", "reason": "not valid for this measure class" } ], "example_entries": [], "id": "measure.jaffle.revenue_usd", "kind": "measure", "label": "Revenue", "measure_class": "additive", "meta": { "change_risk": "medium", "owner_team": "finance_analytics", "review_priority": "high" }, "name": "jaffle.revenue_usd", "object_type": "measure", "operational": {}, "policy_effects": [ { "action": "label", "audiences": [], "environments": [], "kind": "package_release", "object_ids": [], "policy_id": "policy.jaffle.release_label", "rationale": "", "roles": [] } ], "policy_visibility": "visible", "preferred_companion_metrics": [], "recommended_next_actions": [ "inspect aggregations", "add breakdown dimension", "add time grain" ], "related_curated_metrics": [ "metric.sales.aov_usd", "metric.sales.drink_revenue_share", "metric.sales.food_revenue_share", "metric.sales.median_item_revenue", "metric.sales.month_over_month_revenue_growth", "metric.sales.revenue_qtd", "metric.sales.revenue_ytd", "metric.sales.rolling_28d_revenue" ], "review_priority": "high", "root_entity": "entity.jaffle_order", "starter_query_patches": [ { "kind": "select", "query_patch": { "select": [ { "as": "Revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 1 } }, { "kind": "time", "query_patch": { "select": [ { "as": "Revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "time": { "grain": "month", "temporal_role": "temporal_role.jaffle_order_time" }, "version": 1 } }, { "kind": "order_by", "query_patch": { "order_by": [ { "direction": "DESC", "field": "time" } ], "select": [ { "as": "Revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "time": { "grain": "month", "temporal_role": "temporal_role.jaffle_order_time" }, "version": 1 } }, { "kind": "where", "note": "scaffold \u2014 replace value with the filter target before executing", "query_patch": { "select": [ { "as": "Revenue", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 1, "where": [ { "field": "dimension.jaffle_customer_type", "op": "=", "value": "new" } ] } } ], "suggested_aggregations": [ "sum", "avg", "median", "percentile", "min", "max" ], "tests": [], "usage_summary": { "allowed_aggregations": [ "sum", "avg", "min", "max", "median", "percentile" ], "default_aggregation": "sum", "discouraged_aggregations": [ { "aggregation": "count_distinct", "reason": "not valid for this measure class" }, { "aggregation": "first_value", "reason": "not valid for this measure class" }, { "aggregation": "last_value", "reason": "not valid for this measure class" } ], "suggested_aggregations": [ "sum", "avg", "median", "percentile", "min", "max" ] }, "value_type": "currency" }, "errors": [], "object_id": "measure.jaffle.revenue_usd", "ok": true, "package_id": "jaffle_shop", "query_state": {}, "recovery_hints": [], "request_context": {}, "request_id": "14f56e84b6c14d2590ac56832aa3fb64", "status": "ok", "timing_ms": 0.748, "verbosity": "compact", "warnings": [] } }, { "tool": "validate", "arguments": { "query": { "group_by": [ "dimension.jaffle_store_name" ], "order_by": [ { "direction": "ASC", "field": "dimension.jaffle_store_name" } ], "select": [ { "as": "revenue_usd", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 2 } }, "is_error": false, "response": { "api_version": "v1", "errors": [], "ok": true, "package_id": "jaffle_shop", "recovery_hints": [], "request_context": {}, "request_id": "cd6c1f14173d4e80ae16d979ec48254f", "status": "ok", "timing_ms": 1.797, "warnings": [] } }, { "tool": "compile", "arguments": { "query": { "group_by": [ "dimension.jaffle_store_name" ], "order_by": [ { "direction": "ASC", "field": "dimension.jaffle_store_name" } ], "select": [ { "as": "revenue_usd", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 2 } }, "is_error": false, "response": { "api_version": "v1", "errors": [], "ok": true, "package_id": "jaffle_shop", "recovery_hints": [], "rendered_sql": "WITH leaf_1 AS (\nSELECT\n jaffle_store.store_name AS g1,\n SUM(jaffle_order.order_total_cents / 100.0) AS m1\nFROM jaffle_order\nINNER JOIN jaffle_store ON jaffle_order.store_id = jaffle_store.store_id\nGROUP BY\n jaffle_store.store_name\n)\nSELECT\n base.g1 AS \"dimension.jaffle_store_name\",\n base.m1 AS revenue_usd\nFROM leaf_1 AS base\nORDER BY\n g1 ASC", "request_context": {}, "request_id": "3fc7fff3415740e786a17eba5c73ce85", "status": "ok", "timing_ms": 1.381, "warnings": [] } }, { "tool": "execute", "arguments": { "query": { "group_by": [ "dimension.jaffle_store_name" ], "order_by": [ { "direction": "ASC", "field": "dimension.jaffle_store_name" } ], "select": [ { "as": "revenue_usd", "expression": { "aggregation": "sum", "measure": "measure.jaffle.revenue_usd" } } ], "version": 2 } }, "is_error": false, "response": { "api_version": "v1", "errors": [], "ok": true, "package_id": "jaffle_shop", "recovery_hints": [], "request_context": {}, "request_id": "62dd933e1bfb445e8a4936e25a57a082", "row_count": 2, "rows": [ { "dimension.jaffle_store_name": "Brooklyn", "revenue_usd": 259424.8500000014 }, { "dimension.jaffle_store_name": "Philadelphia", "revenue_usd": 486468.17999984766 } ], "status": "ok", "timing_ms": 670.223, "truncated": false, "warnings": [] } } ] }