diff --git a/superset/mcp_service/app.py b/superset/mcp_service/app.py
index 6d726abed78..3fb388f8aaf 100644
--- a/superset/mcp_service/app.py
+++ b/superset/mcp_service/app.py
@@ -159,8 +159,8 @@ CRITICAL RULES - NEVER VIOLATE:
   open_sql_lab_with_context, etc.) and use the URL it returns.
 - To modify an existing chart's filters, metrics, or dimensions, use update_chart.
   Do NOT use execute_sql for chart modifications.
-- Parameter name reminders: open_sql_lab_with_context uses "sql" (not "query"),
-  execute_sql uses "sql" (not "query").
+- Parameter name reminders: ALWAYS use the EXACT parameter names from the tool schema.
+  Do NOT use Superset's internal form_data names.
 
 IMPORTANT - Tool-Only Interaction:
 - Do NOT generate code artifacts, HTML pages, JavaScript snippets, or any code intended
diff --git a/superset/mcp_service/chart/schemas.py b/superset/mcp_service/chart/schemas.py
index f78c15f510d..edf952dffb9 100644
--- a/superset/mcp_service/chart/schemas.py
+++ b/superset/mcp_service/chart/schemas.py
@@ -21,11 +21,13 @@ Pydantic schemas for chart-related responses
 
 from __future__ import annotations
 
+import difflib
 from datetime import datetime, timezone
 from typing import Annotated, Any, Dict, List, Literal, Protocol
 
 from pydantic import (
     AliasChoices,
+    AliasPath,
     BaseModel,
     ConfigDict,
     Field,
@@ -395,6 +397,67 @@ def _normalize_group_by_input(v: Any) -> Any:
     return v
 
 
+def _top_level_key(alias: str | AliasPath) -> str | None:
+    """Extract the top-level dict key from a str or AliasPath."""
+    if isinstance(alias, str):
+        return alias
+    if isinstance(alias, AliasPath) and alias.path and isinstance(alias.path[0], str):
+        return alias.path[0]
+    return None
+
+
+def _get_known_fields(model_class: type[BaseModel]) -> set[str]:
+    """Collect all valid field names including validation aliases."""
+    known: set[str] = set()
+    for field_name, field_info in model_class.model_fields.items():
+        known.add(field_name)
+        alias = field_info.validation_alias
+        if isinstance(alias, AliasChoices):
+            for choice in alias.choices:
+                key = _top_level_key(choice)
+                if key:
+                    known.add(key)
+        elif alias is not None:
+            key = _top_level_key(alias)
+            if key:
+                known.add(key)
+    return known
+
+
+def _check_unknown_fields(data: Any, model_class: type[BaseModel]) -> Any:
+    """Raise ValueError for unrecognized fields with 'did you mean?' suggestions.
+
+    Catches fields that would be silently dropped by extra='ignore' and provides
+    actionable error messages to help LLMs self-correct parameter names.
+    """
+    if not isinstance(data, dict):
+        return data
+    known = _get_known_fields(model_class)
+    unknown = set(data.keys()) - known
+    if not unknown:
+        return data
+
+    messages = []
+    for field in sorted(unknown):
+        matches = difflib.get_close_matches(field, sorted(known), n=1, cutoff=0.6)
+        if matches:
+            messages.append(f"Unknown field '{field}' — did you mean '{matches[0]}'?")
+        else:
+            messages.append(
+                f"Unknown field '{field}'. Valid fields: {', '.join(sorted(known))}"
+            )
+    raise ValueError(" | ".join(messages))
+
+
+class UnknownFieldCheckMixin(BaseModel):
+    """Mixin that rejects unknown fields with 'did you mean?' suggestions."""
+
+    @model_validator(mode="before")
+    @classmethod
+    def check_unknown_fields(cls, data: Any) -> Any:
+        return _check_unknown_fields(data, cls)
+
+
 class ColumnRef(BaseModel):
     model_config = ConfigDict(populate_by_name=True)
 
@@ -519,7 +582,7 @@ class FilterConfig(BaseModel):
 
 
 # Actual chart types
-class PieChartConfig(BaseModel):
+class PieChartConfig(UnknownFieldCheckMixin):
     model_config = ConfigDict(extra="ignore", populate_by_name=True)
 
     chart_type: Literal["pie"] = "pie"
@@ -559,7 +622,7 @@ class PieChartConfig(BaseModel):
     )
 
 
-class PivotTableChartConfig(BaseModel):
+class PivotTableChartConfig(UnknownFieldCheckMixin):
     model_config = ConfigDict(extra="ignore", populate_by_name=True)
 
     chart_type: Literal["pivot_table"] = "pivot_table"
@@ -603,7 +666,7 @@ class PivotTableChartConfig(BaseModel):
     value_format: str = Field("SMART_NUMBER", max_length=50)
 
 
-class MixedTimeseriesChartConfig(BaseModel):
+class MixedTimeseriesChartConfig(UnknownFieldCheckMixin):
     model_config = ConfigDict(extra="ignore", populate_by_name=True)
 
     chart_type: Literal["mixed_timeseries"] = "mixed_timeseries"
@@ -612,7 +675,11 @@ class MixedTimeseriesChartConfig(BaseModel):
         description="Shared temporal X-axis column",
         validation_alias=AliasChoices("x", "x_axis"),
     )
-    time_grain: TimeGrain | None = Field(None, description="PT1H, P1D, P1W, P1M, P1Y")
+    time_grain: TimeGrain | None = Field(
+        None,
+        description="PT1H, P1D, P1W, P1M, P1Y",
+        validation_alias=AliasChoices("time_grain", "time_grain_sqla"),
+    )
     # Primary series (Query A)
     y: List[ColumnRef] = Field(
         ...,
@@ -659,8 +726,8 @@ class MixedTimeseriesChartConfig(BaseModel):
         return _normalize_group_by_input(v)
 
 
-class HandlebarsChartConfig(BaseModel):
-    model_config = ConfigDict(extra="forbid")
+class HandlebarsChartConfig(UnknownFieldCheckMixin):
+    model_config = ConfigDict(extra="ignore")
 
     chart_type: Literal["handlebars"] = Field(
         ...,
@@ -703,6 +770,7 @@ class HandlebarsChartConfig(BaseModel):
             "Columns to group by in aggregate mode (query_mode='aggregate'). "
             "These become the dimensions for aggregation."
         ),
+        validation_alias=AliasChoices("groupby", "group_by"),
     )
     metrics: list[ColumnRef] | None = Field(
         None,
@@ -761,7 +829,7 @@ class HandlebarsChartConfig(BaseModel):
         return self
 
 
-class TableChartConfig(BaseModel):
+class TableChartConfig(UnknownFieldCheckMixin):
     model_config = ConfigDict(extra="ignore", populate_by_name=True)
 
     chart_type: Literal["table"] = "table"
@@ -779,7 +847,10 @@ class TableChartConfig(BaseModel):
         description="Structured filters (column/op/value). "
         "Do NOT use adhoc_filters or raw SQL expressions.",
     )
-    sort_by: List[str] | None = None
+    sort_by: List[str] | None = Field(
+        None,
+        validation_alias=AliasChoices("sort_by", "order_by_cols", "order_by"),
+    )
     row_limit: int = Field(1000, description="Max rows returned", ge=1, le=50000)
 
     @model_validator(mode="after")
@@ -810,7 +881,7 @@ class TableChartConfig(BaseModel):
         return self
 
 
-class XYChartConfig(BaseModel):
+class XYChartConfig(UnknownFieldCheckMixin):
     model_config = ConfigDict(extra="ignore", populate_by_name=True)
 
     chart_type: Literal["xy"] = "xy"
@@ -827,12 +898,17 @@ class XYChartConfig(BaseModel):
     )
     kind: Literal["line", "bar", "area", "scatter"] = "line"
     time_grain: TimeGrain | None = Field(
-        None, description="PT1S, PT1M, PT1H, P1D, P1W, P1M, P3M, P1Y"
+        None,
+        description="PT1S, PT1M, PT1H, P1D, P1W, P1M, P3M, P1Y",
+        validation_alias=AliasChoices("time_grain", "time_grain_sqla"),
     )
     orientation: Literal["vertical", "horizontal"] | None = Field(
         None, description="Bar orientation (only for kind='bar')"
     )
-    stacked: bool = False
+    stacked: bool = Field(
+        False,
+        validation_alias=AliasChoices("stacked", "stack"),
+    )
     group_by: List[ColumnRef] | None = Field(
         None,
         description="Series breakdown columns",
diff --git a/superset/mcp_service/sql_lab/schemas.py b/superset/mcp_service/sql_lab/schemas.py
index 2e0268774cc..b20bdc419e4 100644
--- a/superset/mcp_service/sql_lab/schemas.py
+++ b/superset/mcp_service/sql_lab/schemas.py
@@ -33,6 +33,7 @@ class ExecuteSqlRequest(BaseModel):
     sql: str = Field(
         ...,
         description="SQL query to execute (supports Jinja2 {{ var }} template syntax)",
+        validation_alias=AliasChoices("sql", "query"),
     )
     schema_name: str | None = Field(
         None, description="Schema to use for query execution", alias="schema"
diff --git a/tests/unit_tests/mcp_service/chart/test_chart_schemas.py b/tests/unit_tests/mcp_service/chart/test_chart_schemas.py
index 6ab08f96b94..3ca4793e89a 100644
--- a/tests/unit_tests/mcp_service/chart/test_chart_schemas.py
+++ b/tests/unit_tests/mcp_service/chart/test_chart_schemas.py
@@ -235,17 +235,16 @@ class TestXYChartConfig:
         )
         assert config.kind == "area"
 
-    def test_unknown_fields_ignored(self) -> None:
-        """Test that unknown fields are silently ignored (extra='ignore')."""
-        config = XYChartConfig(
-            chart_type="xy",
-            x=ColumnRef(name="territory"),
-            y=[ColumnRef(name="sales", aggregate="SUM")],
-            kind="bar",
-            unknown_field="bad",
-        )
-        assert config.kind == "bar"
-        assert not hasattr(config, "unknown_field")
+    def test_unknown_fields_raise_error(self) -> None:
+        """Test that unknown fields raise ValueError with suggestions."""
+        with pytest.raises(ValidationError, match="Unknown field"):
+            XYChartConfig(
+                chart_type="xy",
+                x=ColumnRef(name="territory"),
+                y=[ColumnRef(name="sales", aggregate="SUM")],
+                kind="bar",
+                unknown_field="bad",
+            )
 
     def test_series_alias_accepted(self) -> None:
         """Test that 'series' is accepted as alias for 'group_by'."""
@@ -430,12 +429,144 @@ class TestRowLimit:
 class TestTableChartConfigExtraFields:
     """Test TableChartConfig rejects unknown fields."""
 
-    def test_unknown_fields_ignored(self) -> None:
-        """Test that unknown fields are silently ignored (extra='ignore')."""
-        config = TableChartConfig(
-            chart_type="table",
-            columns=[ColumnRef(name="product")],
-            foo="bar",
+    def test_unknown_fields_raise_error(self) -> None:
+        """Test that unknown fields raise ValueError with valid field list."""
+        with pytest.raises(ValidationError, match="Unknown field 'foo'"):
+            TableChartConfig(
+                chart_type="table",
+                columns=[ColumnRef(name="product")],
+                foo="bar",
+            )
+
+
+class TestAliasChoices:
+    """Test that common Superset form_data aliases are accepted."""
+
+    def test_xy_stack_alias_for_stacked(self) -> None:
+        """Test that 'stack' is accepted as alias for 'stacked'."""
+        config = XYChartConfig.model_validate(
+            {
+                "chart_type": "xy",
+                "x": {"name": "category"},
+                "y": [{"name": "sales", "aggregate": "SUM"}],
+                "stack": True,
+            }
         )
-        assert len(config.columns) == 1
-        assert not hasattr(config, "foo")
+        assert config.stacked is True
+
+    def test_xy_stacked_still_works(self) -> None:
+        """Test that 'stacked' still works as primary field name."""
+        config = XYChartConfig(
+            chart_type="xy",
+            x=ColumnRef(name="category"),
+            y=[ColumnRef(name="sales", aggregate="SUM")],
+            stacked=True,
+        )
+        assert config.stacked is True
+
+    def test_xy_time_grain_sqla_alias(self) -> None:
+        """Test that 'time_grain_sqla' is accepted as alias for 'time_grain'."""
+        config = XYChartConfig.model_validate(
+            {
+                "chart_type": "xy",
+                "x": {"name": "order_date"},
+                "y": [{"name": "sales", "aggregate": "SUM"}],
+                "time_grain_sqla": "P1D",
+            }
+        )
+        assert config.time_grain is not None
+
+    def test_table_order_by_alias_for_sort_by(self) -> None:
+        """Test that 'order_by' is accepted as alias for 'sort_by'."""
+        config = TableChartConfig.model_validate(
+            {
+                "chart_type": "table",
+                "columns": [{"name": "product"}],
+                "order_by": ["product"],
+            }
+        )
+        assert config.sort_by == ["product"]
+
+    def test_mixed_timeseries_time_grain_sqla_alias(self) -> None:
+        """Test that 'time_grain_sqla' works for MixedTimeseriesChartConfig."""
+        from superset.mcp_service.chart.schemas import MixedTimeseriesChartConfig
+
+        config = MixedTimeseriesChartConfig.model_validate(
+            {
+                "chart_type": "mixed_timeseries",
+                "x": {"name": "order_date"},
+                "y": [{"name": "sales", "aggregate": "SUM"}],
+                "y_secondary": [{"name": "profit", "aggregate": "SUM"}],
+                "time_grain_sqla": "P1M",
+            }
+        )
+        assert config.time_grain is not None
+
+
+class TestUnknownFieldDetection:
+    """Test that unknown fields produce helpful error messages."""
+
+    def test_near_miss_suggests_correct_field(self) -> None:
+        """Test that a near-miss field name produces 'did you mean?' suggestion."""
+        with pytest.raises(ValidationError, match="did you mean"):
+            XYChartConfig.model_validate(
+                {
+                    "chart_type": "xy",
+                    "x": {"name": "category"},
+                    "y": [{"name": "sales", "aggregate": "SUM"}],
+                    "stacks": True,
+                }
+            )
+
+    def test_completely_unknown_field_lists_valid_fields(self) -> None:
+        """Test that a completely unknown field lists valid fields."""
+        with pytest.raises(ValidationError, match="Valid fields:"):
+            XYChartConfig.model_validate(
+                {
+                    "chart_type": "xy",
+                    "x": {"name": "category"},
+                    "y": [{"name": "sales", "aggregate": "SUM"}],
+                    "zzz_nonexistent": True,
+                }
+            )
+
+    def test_pie_chart_unknown_field(self) -> None:
+        """Test unknown field detection on PieChartConfig."""
+        from superset.mcp_service.chart.schemas import PieChartConfig
+
+        with pytest.raises(ValidationError, match="Unknown field"):
+            PieChartConfig.model_validate(
+                {
+                    "chart_type": "pie",
+                    "dimension": {"name": "category"},
+                    "metric": {"name": "sales", "aggregate": "SUM"},
+                    "bad_field": True,
+                }
+            )
+
+    def test_table_chart_unknown_field(self) -> None:
+        """Test unknown field detection on TableChartConfig."""
+        with pytest.raises(ValidationError, match="Unknown field"):
+            TableChartConfig.model_validate(
+                {
+                    "chart_type": "table",
+                    "columns": [{"name": "product"}],
+                    "invalid_param": "test",
+                }
+            )
+
+    def test_known_aliases_not_flagged_as_unknown(self) -> None:
+        """Test that known aliases pass validation without errors."""
+        config = XYChartConfig.model_validate(
+            {
+                "chart_type": "xy",
+                "x_axis": {"name": "category"},
+                "metrics": [{"name": "sales", "aggregate": "SUM"}],
+                "groupby": [{"name": "region"}],
+                "stack": True,
+                "time_grain_sqla": "P1D",
+            }
+        )
+        assert config.stacked is True
+        assert config.row_limit == 10000
+        assert config.group_by is not None
diff --git a/tests/unit_tests/mcp_service/chart/test_handlebars_chart.py b/tests/unit_tests/mcp_service/chart/test_handlebars_chart.py
index ed0317265fc..377a9cb9006 100644
--- a/tests/unit_tests/mcp_service/chart/test_handlebars_chart.py
+++ b/tests/unit_tests/mcp_service/chart/test_handlebars_chart.py
@@ -119,7 +119,7 @@ class TestHandlebarsChartConfig:
             )
 
     def test_extra_fields_forbidden(self) -> None:
-        with pytest.raises(ValueError, match="Extra inputs"):
+        with pytest.raises(ValueError, match="Unknown field 'unknown_field'"):
             HandlebarsChartConfig(
                 chart_type="handlebars",
                 handlebars_template="<p>test</p>",
diff --git a/tests/unit_tests/mcp_service/chart/test_new_chart_types.py b/tests/unit_tests/mcp_service/chart/test_new_chart_types.py
index 9390530843b..9469f63b39a 100644
--- a/tests/unit_tests/mcp_service/chart/test_new_chart_types.py
+++ b/tests/unit_tests/mcp_service/chart/test_new_chart_types.py
@@ -103,15 +103,14 @@ class TestPieChartConfigSchema:
         assert config.filters is not None
         assert len(config.filters) == 1
 
-    def test_pie_config_ignores_extra_fields(self) -> None:
-        config = PieChartConfig(
-            chart_type="pie",
-            dimension=ColumnRef(name="product"),
-            metric=ColumnRef(name="revenue", aggregate="SUM"),
-            unknown_field="bad",
-        )
-        assert config.dimension.name == "product"
-        assert not hasattr(config, "unknown_field")
+    def test_pie_config_rejects_extra_fields(self) -> None:
+        with pytest.raises(ValidationError, match="Unknown field"):
+            PieChartConfig(
+                chart_type="pie",
+                dimension=ColumnRef(name="product"),
+                metric=ColumnRef(name="revenue", aggregate="SUM"),
+                unknown_field="bad",
+            )
 
     def test_pie_config_missing_dimension(self) -> None:
         with pytest.raises(ValidationError):
@@ -324,15 +323,14 @@ class TestPivotTableChartConfigSchema:
                 metrics=[ColumnRef(name="revenue", aggregate="SUM")],
             )
 
-    def test_pivot_table_ignores_extra_fields(self) -> None:
-        config = PivotTableChartConfig(
-            chart_type="pivot_table",
-            rows=[ColumnRef(name="product")],
-            metrics=[ColumnRef(name="revenue", aggregate="SUM")],
-            unknown_field="bad",
-        )
-        assert config.rows[0].name == "product"
-        assert not hasattr(config, "unknown_field")
+    def test_pivot_table_rejects_extra_fields(self) -> None:
+        with pytest.raises(ValidationError, match="Unknown field"):
+            PivotTableChartConfig(
+                chart_type="pivot_table",
+                rows=[ColumnRef(name="product")],
+                metrics=[ColumnRef(name="revenue", aggregate="SUM")],
+                unknown_field="bad",
+            )
 
     def test_pivot_table_valid_aggregate_functions(self) -> None:
         for agg in ["Sum", "Average", "Median", "Count", "Minimum", "Maximum"]:
@@ -504,16 +502,15 @@ class TestMixedTimeseriesChartConfigSchema:
                 y_secondary=[ColumnRef(name="orders", aggregate="COUNT")],
             )
 
-    def test_mixed_timeseries_ignores_extra_fields(self) -> None:
-        config = MixedTimeseriesChartConfig(
-            chart_type="mixed_timeseries",
-            x=ColumnRef(name="date"),
-            y=[ColumnRef(name="revenue", aggregate="SUM")],
-            y_secondary=[ColumnRef(name="orders", aggregate="COUNT")],
-            unknown_field="bad",
-        )
-        assert config.x.name == "date"
-        assert not hasattr(config, "unknown_field")
+    def test_mixed_timeseries_rejects_extra_fields(self) -> None:
+        with pytest.raises(ValidationError, match="Unknown field"):
+            MixedTimeseriesChartConfig(
+                chart_type="mixed_timeseries",
+                x=ColumnRef(name="date"),
+                y=[ColumnRef(name="revenue", aggregate="SUM")],
+                y_secondary=[ColumnRef(name="orders", aggregate="COUNT")],
+                unknown_field="bad",
+            )
 
     def test_mixed_timeseries_default_row_limit(self) -> None:
         config = MixedTimeseriesChartConfig(