Give bare dict, set and frozenset return annotations structured output

docs/servers/structured-output.md

@@ -143,11 +143,11 @@ A `list[...]` isn't a JSON object either, so it gets the `{"result": ...}` wrapp
 
 Ask for a two-day forecast and `structured_content` is `{"result": [{...}, {...}]}`. `content` becomes **two** `TextContent` blocks, one per item: a list is flattened for the model rather than dumped as one string.
 
-`tuple[...]`, unions, and `Optional[...]` are wrapped the same way.
+`tuple[...]`, unions, and `Optional[...]` are wrapped the same way, and so are `set` and `frozenset`, with or without an item type. A bare `list` or `tuple` is not: see **[Content blocks and media](#content-blocks-and-media)**.
 
 ## Dictionaries
 
-`dict[str, ...]` (or `typing.Dict[str, ...]`) is the one generic that already *is* a JSON object, so it isn't wrapped:
+`dict[str, ...]` (or `typing.Dict[str, ...]`, or a bare `dict`, read as `dict[str, Any]`) is the one generic that already *is* a JSON object, so it isn't wrapped:
 
 ```python title="server.py" hl_lines="9"
 --8<-- "docs_src/structured_output/tutorial006.py"
@@ -212,6 +212,8 @@ The opposite, `structured_output=True`, turns the automatic detection into a req
 
 Content blocks and media (`TextContent`, `EmbeddedResource`, `Image`, `Audio` and friends, on their own, as the items of a `list`, `tuple` or `Sequence`, or as the arms of a union) are opted out for you: they are for the model to read, so auto-detection derives no schema from them (**[Images, audio & icons](media.md)** covers `Image` and `Audio`). `structured_output=True` still forces one for the content-block classes.
 
+A bare `list` or `tuple` is opted out too. Nothing in the annotation says its items aren't blocks, and a schema would send any image it holds twice: once as a block for the model, and again as base64 in `structured_content`. Write the item type (`list[str]`, `tuple[int, ...]`) to get a schema, or pass `structured_output=True` to wrap it as a list of anything. The forced wrapper still has to serialize every item as JSON, so an `Image` or `Audio` in it makes the call fail. Only a bare `list` or `tuple` as the whole annotation is opted out: `list | None` is wrapped like any other union.
+
 ## A class without type hints
 
 There is one way to end up unstructured without asking for it: return a class that has **no annotations on its body**.
@@ -241,9 +243,9 @@ There is one way to end up unstructured without asking for it: return a class th
 ## Recap
 
 * The **return type annotation** is the output schema. It's published in `tools/list` as `output_schema`.
-* Scalars, lists, tuples and unions are wrapped in `{"result": ...}`. Models, `TypedDict`s, dataclasses, annotated classes and `dict[str, ...]` are objects already and stay as they are.
+* Scalars, `list[...]`, `tuple[...]`, sets and unions are wrapped in `{"result": ...}`. Models, `TypedDict`s, dataclasses, annotated classes, `dict[str, ...]` and a bare `dict` are objects already and stay as they are.
 * Every result carries `content` (text, for the model) **and** `structured_content` (data, for the application).
 * What you return is validated against the schema. A mismatch is a tool error, not a corrupt result.
-* `structured_output=False` opts a tool out. Content blocks, `Image` and `Audio` opt out by default; a class without type hints opts out silently, so watch for it.
+* `structured_output=False` opts a tool out. Content blocks, `Image`, `Audio` and a bare `list` or `tuple` opt out by default; a class without type hints opts out silently, so watch for it.
 
 You now own everything a tool can say back. Next, the second primitive: **[Resources](resources.md)**.

src/mcp/server/mcpserver/utilities/func_metadata.py

@@ -446,10 +446,11 @@ def func_metadata(
     else:
         original_annotation = effective_annotation
 
-    if structured_output is None and _returns_content(return_type_expr):
+    if structured_output is None and (return_type_expr in (list, tuple) or _returns_content(return_type_expr)):
         # Content blocks and the Image/Audio helpers are what the model reads, not data for the
         # application: a derived schema would advertise the block's own model as output_schema (and,
         # unless the tool builds its own CallToolResult, echo every block into structured_content).
+        # A bare list/tuple says nothing about its items, so it may hold blocks too.
         # structured_output=True still forces one.
         return FuncMetadata(arg_model=arguments_model)
 
@@ -540,12 +541,16 @@ def _create_output_model(original_annotation: Any, type_expr: Any, func_name: st
         elif is_typeddict(type_annotation):
             model = type_annotation
 
-        # Case 3: Primitive types that need wrapping
-        elif type_annotation in (str, int, float, bool, bytes, type(None)):
+        # Case 3: A bare dict is a JSON object already, like dict[str, Any]
+        elif type_annotation is dict:
+            model = dict[str, Any]
+
+        # Case 4: Primitive types and bare collections that need wrapping
+        elif type_annotation in (str, int, float, bool, bytes, type(None), list, tuple, set, frozenset):
             model = _create_wrapped_model(func_name, original_annotation)
             wrap_output = True
 
-        # Case 4: Other class types (dataclasses, regular classes with annotations)
+        # Case 5: Other class types (dataclasses, regular classes with annotations)
         else:
             type_hints = get_type_hints(type_annotation)
             if type_hints:

tests/server/mcpserver/test_func_metadata.py

@@ -3,6 +3,8 @@
 # pyright: reportMissingParameterType=false
 # pyright: reportUnknownArgumentType=false
 # pyright: reportUnknownLambdaType=false
+# pyright: reportMissingTypeArgument=false
+# pyright: reportUnknownVariableType=false
 import typing
 from collections.abc import Callable
 from dataclasses import dataclass
@@ -11,6 +13,7 @@
 import annotated_types
 import pytest
 from dirty_equals import IsPartialDict
+from inline_snapshot import snapshot
 from mcp_types import CallToolResult, ContentBlock, EmbeddedResource, InputRequiredResult, TextContent
 from pydantic import BaseModel, Field, ValidationError
 from typing_extensions import ReadOnly
@@ -1008,6 +1011,14 @@ def _returns_call_tool_result_annotated_with_blocks() -> Annotated[CallToolResul
     raise NotImplementedError
 
 
+def _returns_bare_list() -> list:
+    return [1, "a"]
+
+
+def _returns_bare_tuple() -> tuple:
+    raise NotImplementedError
+
+
 @pytest.mark.parametrize(
     "tool",
     [
@@ -1017,12 +1028,15 @@ def _returns_call_tool_result_annotated_with_blocks() -> Annotated[CallToolResul
         _returns_audio_clips,
         _returns_described_blocks,
         _returns_call_tool_result_annotated_with_blocks,
+        _returns_bare_list,
+        _returns_bare_tuple,
     ],
 )
 def test_content_block_return_annotation_yields_no_output_schema(tool: Callable[..., Any]):
     """SDK-defined: content blocks and the Image/Audio helpers anywhere in the return annotation are
     presentation, not data, so auto-detection derives no output schema (and `list[str | Image]` /
-    `tuple[Audio, ...]`, which pydantic cannot build a schema for, register instead of raising)."""
+    `tuple[Audio, ...]`, which pydantic cannot build a schema for, register instead of raising). A bare
+    `list`/`tuple` may hold blocks, so it gets no schema either."""
     assert func_metadata(tool).output_schema is None
 
 
@@ -1031,6 +1045,99 @@ def test_structured_output_true_overrides_the_content_block_rule():
     assert func_metadata(_returns_block, structured_output=True).output_model is EmbeddedResource
 
 
+def test_structured_output_true_wraps_a_bare_list():
+    """SDK-defined: the explicit flag wraps a bare list as a list of anything instead of rejecting it."""
+    meta = func_metadata(_returns_bare_list, structured_output=True)
+
+    assert meta.output_schema == snapshot(
+        {"properties": {"result": {"items": {}, "type": "array"}}, "required": ["result"], "type": "object"}
+    )
+    assert meta.convert_result(_returns_bare_list()) == snapshot(
+        CallToolResult(content=[TextContent(text="1"), TextContent(text="a")], structured_content={"result": [1, "a"]})
+    )
+
+
+def _returns_optional_bare_list() -> list | None:
+    return [1]
+
+
+def test_a_bare_list_inside_a_union_keeps_its_schema():
+    """SDK-defined: only a bare list/tuple as the whole annotation is opted out; nested ones stay wrapped."""
+    meta = func_metadata(_returns_optional_bare_list)
+
+    assert meta.output_schema == snapshot(
+        {
+            "properties": {"result": {"anyOf": [{"items": {}, "type": "array"}, {"type": "null"}]}},
+            "required": ["result"],
+            "type": "object",
+        }
+    )
+    assert meta.convert_result(_returns_optional_bare_list()) == snapshot(
+        CallToolResult(content=[TextContent(text="1")], structured_content={"result": [1]})
+    )
+
+
+def _returns_bare_dict() -> dict:
+    return {"id": 1}
+
+
+def test_a_bare_dict_is_structured_like_dict_str_any():
+    """SDK-defined: a bare dict is a JSON object already, so it gets an object schema and is not wrapped."""
+    meta = func_metadata(_returns_bare_dict)
+
+    assert meta.output_schema == snapshot({"additionalProperties": True, "type": "object"})
+    assert meta.convert_result(_returns_bare_dict()) == snapshot(
+        CallToolResult(
+            content=[
+                TextContent(
+                    text="""\
+{
+  "id": 1
+}\
+"""
+                )
+            ],
+            structured_content={"id": 1},
+        )
+    )
+
+
+def _returns_bare_set() -> set:
+    return {1}
+
+
+def _returns_bare_frozenset() -> frozenset:
+    return frozenset({1})
+
+
+@pytest.mark.parametrize("tool", [_returns_bare_set, _returns_bare_frozenset])
+def test_a_bare_set_is_wrapped(tool: Callable[..., Any]):
+    """SDK-defined: a bare set/frozenset is wrapped like its parameterized form; it cannot hold content blocks."""
+    meta = func_metadata(tool)
+
+    assert meta.output_schema == snapshot(
+        {
+            "properties": {"result": {"items": {}, "type": "array", "uniqueItems": True}},
+            "required": ["result"],
+            "type": "object",
+        }
+    )
+    assert meta.convert_result(tool()) == snapshot(
+        CallToolResult(
+            content=[
+                TextContent(
+                    text="""\
+[
+  1
+]\
+"""
+                )
+            ],
+            structured_content={"result": [1]},
+        )
+    )
+
+
 class _Report(BaseModel):
     summary: str
     attachment: EmbeddedResource