chore: import upstream snapshot with attribution

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+# Media
+
+Text is not the only thing a tool can return.
+
+The SDK ships two helpers for binary results (**`Image`** and **`Audio`**) and an **`Icon`** type for giving your server, tools, resources, and prompts a face in the client's UI.
+
+## Returning an image
+
+Annotate the return type as `Image` and return one:
+
+```python title="server.py" hl_lines="14 16"
+--8<-- "docs_src/media/tutorial001.py"
+```
+
+* `Image` takes exactly one of `data` (raw bytes) or `path` (a file to read).
+* `format="png"` becomes the MIME type the client sees: `image/png`.
+* The bytes here are a one-pixel placeholder so the file runs on its own. In a real server they come from Pillow, matplotlib, a headless browser, or anything else that hands you `bytes`.
+
+`Image` is an SDK convenience, not a protocol type. On the wire your return value becomes an **`ImageContent`** block (your bytes base64-encoded, plus the MIME type):
+
+```python
+result.content             # [ImageContent(type="image", data="iVBORw0KGgoAAAANSUhEUg...", mime_type="image/png")]
+result.structured_content  # None
+```
+
+Two things to notice:
+
+* `data` is base64. You returned raw `bytes`; the SDK did the encoding.
+* `structured_content` is `None`. An `Image` is content for the model to look at, not data for the application to parse: there is no output schema. (Contrast **[Structured Output](structured-output.md)**, where the return annotation *is* the schema.)
+
+!!! info
+    `ImageContent` and `AudioContent` live in `mcp_types`, right next to the `TextContent`
+    that a plain `str` result becomes (**[Tools](tools.md)**). A tool result is a list of content blocks; `Image` and `Audio` are
+    the shortest way to produce the two binary kinds.
+
+### Try it
+
+```console
+uv run mcp dev server.py
+```
+
+Open the **Tools** tab and call `logo`. The result is not a string: it is an `image` content block, and the Inspector renders it as a picture. You returned `bytes`; everything between that and the pixels on screen was the SDK.
+
+## Returning audio
+
+`Audio` is the same shape:
+
+```python title="server.py" hl_lines="21-24"
+--8<-- "docs_src/media/tutorial002.py"
+```
+
+The result is an **`AudioContent`** block:
+
+```python
+result.content             # [AudioContent(type="audio", data="UklGRjQAAABXQVZFZm1...", mime_type="audio/wav")]
+result.structured_content  # None
+```
+
+Same deal: raw bytes in, base64 and a MIME type out, no output schema.
+
+## Bytes or a file
+
+Both helpers also accept `path=` instead of `data=`. The file is read when the result is built, and the MIME type is guessed from the suffix:
+
+* `Image`: `.png`, `.jpg`, `.jpeg`, `.gif`, `.webp`.
+* `Audio`: `.wav`, `.mp3`, `.ogg`, `.flac`, `.aac`, `.m4a`.
+
+A suffix it doesn't recognise falls back to `application/octet-stream`.
+
+!!! check
+    With `data=` there is no filename, so there is nothing to guess from. Forget `format=` and
+    the SDK falls back to a default: `image/png` for images, `audio/wav` for audio. Build an
+    `Audio` from MP3 bytes that way and the client is told `mime_type="audio/wav"`, then
+    faithfully fails to decode it. When you pass `data=`, pass `format=`.
+
+## Icons
+
+An `Icon` is metadata, not content. It doesn't carry the image; it points at one with a URI, and a client may fetch it and show it next to your server's name, a tool, a resource, or a prompt.
+
+```python title="server.py" hl_lines="5-6 8 11 17"
+--8<-- "docs_src/media/tutorial003.py"
+```
+
+* `src` is a URI the client can resolve: `https:`, or a `data:` URI if you want the icon embedded with no extra fetch.
+* `mime_type` and `sizes` (`"48x48"`, or `"any"` for a scalable format) let the client pick the right one when you offer several.
+* `theme="light"` or `theme="dark"` marks an icon for one colour scheme.
+
+The same `icons=[...]` keyword is accepted by `MCPServer(...)`, `@mcp.tool()`, `@mcp.resource()`, and `@mcp.prompt()`.
+
+### Where a client sees them
+
+Icons travel with whatever they decorate. The server's arrive when the client connects, on `client.server_info`:
+
+```python
+client.server_info.icons  # [Icon(src="https://example.com/brand-kit.png", mime_type="image/png", sizes=["48x48"])]
+```
+
+A tool's icons are on the `Tool` object from `tools/list`, a resource's on the `Resource` from `resources/list`, a prompt's on the `Prompt` from `prompts/list`. The field is always called `icons`.
+
+## Recap
+
+* Return an `Image` or `Audio` from a tool and the client receives an `ImageContent` / `AudioContent` block: your bytes base64-encoded, with a MIME type.
+* Build one from in-memory `data=` plus an explicit `format=`, or from a `path=` and let the suffix decide.
+* Media results carry no `structured_content` and no output schema.
+* An `Icon` is a pointer: a `src` URI plus optional `mime_type`, `sizes`, and `theme`.
+* `icons=[...]` works on the server, on tools, on resources, and on prompts, and clients find them on the matching objects.
+
+That is everything a tool can put *into* a result. What happens when a tool *fails* (and who should find out) is **[Handling errors](handling-errors.md)**.