aminghadersohi commented on code in PR #45084:
URL: https://github.com/apache/superset/pull/45084#discussion_r4224676262


##########
tests/unit_tests/mcp_service/native_tool_inventory.json:
##########
@@ -0,0 +1,1289 @@
+{
+  "tools": {
+    "add_chart_to_existing_dashboard": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 97,
+      "description_chars": 111,
+      "entry_bytes": {
+        "structured": 9268,
+        "text_only": 1288
+      },
+      "input_schema_bytes": 888,
+      "output_schema_bytes": 7964
+    },
+    "apply_dashboard_filters": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 252,
+      "description_chars": 2037,
+      "entry_bytes": {
+        "structured": 7981,
+        "text_only": 5305
+      },
+      "input_schema_bytes": 2911,
+      "output_schema_bytes": 2660
+    },
+    "create_dataset": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 256,
+      "description_chars": 1145,
+      "entry_bytes": {
+        "structured": 8192,
+        "text_only": 2602
+      },
+      "input_schema_bytes": 1114,
+      "output_schema_bytes": 5574
+    },
+    "create_dataset_metric": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 260,
+      "description_chars": 354,
+      "entry_bytes": {
+        "structured": 4812,
+        "text_only": 2445
+      },
+      "input_schema_bytes": 1811,
+      "output_schema_bytes": 2351
+    },
+    "create_theme": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 292,
+      "description_chars": 779,
+      "entry_bytes": {
+        "structured": 2390,
+        "text_only": 1552
+      },
+      "input_schema_bytes": 490,
+      "output_schema_bytes": 822
+    },
+    "create_virtual_dataset": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 59,
+      "description_chars": 483,
+      "entry_bytes": {
+        "structured": 4669,
+        "text_only": 3686
+      },
+      "input_schema_bytes": 2897,
+      "output_schema_bytes": 967
+    },
+    "delete_chart": {
+      "annotations": {
+        "destructiveHint": true,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 263,
+      "description_chars": 734,
+      "entry_bytes": {
+        "structured": 2541,
+        "text_only": 1350
+      },
+      "input_schema_bytes": 348,
+      "output_schema_bytes": 1175
+    },
+    "delete_dashboard": {
+      "annotations": {
+        "destructiveHint": true,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 259,
+      "description_chars": 822,
+      "entry_bytes": {
+        "structured": 2662,
+        "text_only": 1446
+      },
+      "input_schema_bytes": 341,
+      "output_schema_bytes": 1200
+    },
+    "delete_dataset": {
+      "annotations": {
+        "destructiveHint": true,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 263,
+      "description_chars": 903,
+      "entry_bytes": {
+        "structured": 3069,
+        "text_only": 1534
+      },
+      "input_schema_bytes": 351,
+      "output_schema_bytes": 1519
+    },
+    "delete_dataset_metric": {
+      "annotations": {
+        "destructiveHint": true,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 275,
+      "description_chars": 355,
+      "entry_bytes": {
+        "structured": 3881,
+        "text_only": 1114
+      },
+      "input_schema_bytes": 480,
+      "output_schema_bytes": 2751
+    },
+    "duplicate_dashboard": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 257,
+      "description_chars": 409,
+      "entry_bytes": {
+        "structured": 9337,
+        "text_only": 1432
+      },
+      "input_schema_bytes": 745,
+      "output_schema_bytes": 7889
+    },
+    "execute_sql": {
+      "annotations": {
+        "destructiveHint": true,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 76,
+      "description_chars": 76,
+      "entry_bytes": {
+        "structured": 6301,
+        "text_only": 2032
+      },
+      "input_schema_bytes": 1701,
+      "output_schema_bytes": 4253
+    },
+    "find_users": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": null,
+        "openWorldHint": false,
+        "readOnlyHint": true
+      },
+      "compact_description_chars": 186,
+      "description_chars": 1199,
+      "entry_bytes": {
+        "structured": 3520,
+        "text_only": 2348
+      },
+      "input_schema_bytes": 904,
+      "output_schema_bytes": 1156
+    },
+    "generate_bug_report": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": null,
+        "openWorldHint": false,
+        "readOnlyHint": true
+      },
+      "compact_description_chars": 158,
+      "description_chars": 1189,
+      "entry_bytes": {
+        "structured": 4207,
+        "text_only": 3391
+      },
+      "input_schema_bytes": 1935,
+      "output_schema_bytes": 800
+    },
+    "generate_chart": {
+      "annotations": {
+        "destructiveHint": false,
+        "idempotentHint": false,
+        "openWorldHint": false,
+        "readOnlyHint": false
+      },
+      "compact_description_chars": 33,
+      "description_chars": 3142,
+      "entry_bytes": {
+        "structured": 24304,

Review Comment:
   Confirmed. I regenerated with locked fastmcp==3.4.7 / mcp==1.29.1 in 
436f63fec497a7546b30aea64db70f51005b6e72, correcting all nine numbers. Output 
schemas are 19,224 / 5,235 bytes; default totals are 211,521 / 518,851 and 
compact totals are 160,120 / 467,450. I updated the body table to match and 
refreshed the two search-entry budgets affected by the prose fix. The 
locked-version MCP tests pass (491 tests), as does standard-environment 
pre-commit including mypy.



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