---
title: Count tokens in a Message
url: https://platform.claude.com/docs/en/api/python/beta/messages/count_tokens
---

# Count tokens in a Message

`beta.messages.count_tokens(**kwargs)  -> BetaMessageTokensCount`

**POST** `/v1/messages/count_tokens`

Count the number of tokens in a Message.

The Token Count API can be used to count the number of tokens in a Message, including tools, images, and documents, without creating it.

Learn more about token counting in our [user guide](https://platform.claude.com/docs/en/build-with-claude/token-counting?sdk_languages=python)

## Parameters

- `messages: Iterable[BetaMessageParam]`

  Input messages.

  Our models are trained to operate on alternating `user` and `assistant` conversational turns. When creating a new `Message`, you specify the prior conversational turns with the `messages` parameter, and the model then generates the next `Message` in the conversation. Consecutive `user` or `assistant` turns in your request will be combined into a single turn.

  Each input message must be an object with a `role` and `content`. You can specify a single `user`-role message, or you can include multiple `user` and `assistant` messages.

  If the final message uses the `assistant` role, the response content will continue immediately from the content in that message. This can be used to constrain part of the model's response. This is called prefill. On models that don't support prefill, creating a message that ends with a partial `assistant` response returns a 400 error. See [Prefill not supported](https://platform.claude.com/docs/en/api/errors?sdk_languages=python#prefill-not-supported).

  Example with a single `user` message:

  ```json
  [{"role": "user", "content": "Hello, Claude"}]
  ```

  Example with multiple conversational turns:

  ```json
  [
    {"role": "user", "content": "Hello there."},
    {"role": "assistant", "content": "Hi, I'm Claude. How can I help you?"},
    {"role": "user", "content": "Can you explain LLMs in plain English?"},
  ]
  ```

  Example with a partially-filled response from Claude, for models that support prefill:

  ```json
  [
    {"role": "user", "content": "What's the Greek name for Sun? (A) Sol (B) Helios (C) Sun"},
    {"role": "assistant", "content": "The best answer is ("},
  ]
  ```

  Each input message `content` may be either a single `string` or an array of content blocks, where each block has a specific `type`. Using a `string` for `content` is shorthand for an array of one content block of type `"text"`. The following input messages are equivalent:

  ```json
  {"role": "user", "content": "Hello, Claude"}
  ```

  ```json
  {"role": "user", "content": [{"type": "text", "text": "Hello, Claude"}]}
  ```

  See [input examples](https://platform.claude.com/docs/en/build-with-claude/working-with-messages?sdk_languages=python).

  Note that if you want to include a [system prompt](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices?sdk_languages=python#give-claude-a-role), you can use the top-level `system` parameter — there is no `"system"` role for input messages in the Messages API.

  There is a limit of 100,000 messages in a single request.

  - `content: Union[str, Iterable[BetaContentBlockParam]]`

    - `str`

    - `Iterable[BetaContentBlockParam]`

      - `class BetaTextBlockParam`

        - `type: Literal["text"]`

        - `text: str`

          minLength: 1

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

          - `type: Literal["ephemeral"]`

          - `ttl: Optional[Literal["5m", "1h"]]`

            The time-to-live for the cache control breakpoint.

            This may be one the following values:

            - `5m`: 5 minutes
            - `1h`: 1 hour

            Defaults to `5m`. See [prompt caching pricing](https://platform.claude.com/docs/en/build-with-claude/prompt-caching?sdk_languages=python) for details.

            - `"5m"`

            - `"1h"`

        - `citations: Optional[Iterable[BetaTextCitationParam]]`

          - `class BetaCitationCharLocationParam`

            - `type: Literal["char_location"]`

            - `cited_text: str`

            - `document_index: int`

              minimum: 0

            - `document_title: Optional[str]`

              minLength: 1, maxLength: 500

            - `end_char_index: int`

            - `start_char_index: int`

              minimum: 0

          - `class BetaCitationPageLocationParam`

            - `type: Literal["page_location"]`

            - `cited_text: str`

            - `document_index: int`

              minimum: 0

            - `document_title: Optional[str]`

              minLength: 1, maxLength: 500

            - `end_page_number: int`

            - `start_page_number: int`

              minimum: 1

          - `class BetaCitationContentBlockLocationParam`

            - `type: Literal["content_block_location"]`

            - `cited_text: str`

              The full text of the cited block range, concatenated.

              Always equals the contents of `content[start_block_index:end_block_index]` joined together. The text block is the minimal citable unit; this field is never a substring of a single block. Not counted toward output tokens, and not counted toward input tokens when sent back in subsequent turns.

            - `document_index: int`

              minimum: 0

            - `document_title: Optional[str]`

              minLength: 1, maxLength: 500

            - `end_block_index: int`

              Exclusive 0-based end index of the cited block range in the source's `content` array.

              Always greater than `start_block_index`; a single-block citation has `end_block_index = start_block_index + 1`.

            - `start_block_index: int`

              0-based index of the first cited block in the source's `content` array.

              minimum: 0

          - `class BetaCitationWebSearchResultLocationParam`

            - `type: Literal["web_search_result_location"]`

            - `cited_text: str`

            - `encrypted_index: str`

            - `title: Optional[str]`

              minLength: 1, maxLength: 512

            - `url: str`

              minLength: 1

          - `class BetaCitationSearchResultLocationParam`

            - `type: Literal["search_result_location"]`

            - `cited_text: str`

              The full text of the cited block range, concatenated.

              Always equals the contents of `content[start_block_index:end_block_index]` joined together. The text block is the minimal citable unit; this field is never a substring of a single block. Not counted toward output tokens, and not counted toward input tokens when sent back in subsequent turns.

            - `end_block_index: int`

              Exclusive 0-based end index of the cited block range in the source's `content` array.

              Always greater than `start_block_index`; a single-block citation has `end_block_index = start_block_index + 1`.

            - `search_result_index: int`

              0-based index of the cited search result among all `search_result` content blocks in the request, in the order they appear across messages and tool results.

              Counted separately from `document_index`; server-side web search results are not included in this count.

              minimum: 0

            - `source: str`

            - `start_block_index: int`

              0-based index of the first cited block in the source's `content` array.

              minimum: 0

            - `title: Optional[str]`

      - `class BetaImageBlockParam`

        - `type: Literal["image"]`

        - `source: Source`

          - `class BetaBase64ImageSourceParam`

            - `type: Literal["base64"]`

            - `data: Union[str, Base64FileInput]`

              format: byte

            - `media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]`

              - `"image/jpeg"`

              - `"image/png"`

              - `"image/gif"`

              - `"image/webp"`

          - `class BetaURLImageSourceParam`

            - `type: Literal["url"]`

            - `url: str`

          - `class BetaFileImageSourceParam`

            - `type: Literal["file"]`

            - `file_id: str`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `transformations: Optional[BetaImageTransformationsParam]`

          Configures the transformations the server applies to this image before the model observes it. Each key names a condition the server transforms images for; its value selects the transformation applied. Omitted keys keep their default behavior, and an empty object is equivalent to omitting the field.

          - `oversized_image: Optional[Literal["downsize", "error"]]`

            What the server does when this image exceeds the model's maximum image size. `"downsize"` (the default) scales the image down to fit, which changes the dimensions the model observes without telling you. `"error"` instead rejects the request with a 400 error naming the image's dimensions and the largest dimensions that fit, so you can scale the image deliberately — your image is never silently scaled down.

            - `"downsize"`

            - `"error"`

      - `class BetaRequestDocumentBlockParam`

        - `type: Literal["document"]`

        - `source: Source`

          - `class BetaBase64PDFSource`

            - `type: Literal["base64"]`

            - `data: str`

              format: byte

            - `media_type: Literal["application/pdf"]`

          - `class BetaPlainTextSource`

            - `type: Literal["text"]`

            - `data: str`

            - `media_type: Literal["text/plain"]`

          - `class BetaContentBlockSourceParam`

            - `type: Literal["content"]`

            - `content: Union[str, Iterable[BetaContentBlockSourceContentParam]]`

              - `str`

              - `Iterable[BetaContentBlockSourceContentParam]`

                - `class BetaTextBlockParam`

                - `class BetaImageBlockParam`

          - `class BetaURLPDFSourceParam`

            - `type: Literal["url"]`

            - `url: str`

          - `class BetaFileDocumentSourceParam`

            - `type: Literal["file"]`

            - `file_id: str`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `citations: Optional[BetaCitationsConfigParamParam]`

          - `enabled: Optional[bool]`

        - `context: Optional[str]`

          minLength: 1

        - `title: Optional[str]`

          minLength: 1, maxLength: 500

      - `class BetaSearchResultBlockParam`

        - `type: Literal["search_result"]`

        - `content: Iterable[BetaTextBlockParam]`

          - `type: Literal["text"]`

          - `text: str`

            minLength: 1

          - `cache_control: Optional[BetaCacheControlEphemeralParam]`

            Create a cache control breakpoint at this content block.

          - `citations: Optional[Iterable[BetaTextCitationParam]]`

        - `source: str`

        - `title: str`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `citations: Optional[BetaCitationsConfigParamParam]`

      - `class BetaThinkingBlockParam`

        - `type: Literal["thinking"]`

        - `signature: str`

          The `signature` value of this thinking block, exactly as returned by the API in a previous response. Used to verify that the block was generated by Claude.

          Thinking blocks must be passed back unmodified and in their original order; a modified block results in a 400 `invalid_request_error`.

        - `thinking: str`

          The `thinking` text of this block as returned by the API.

      - `class BetaRedactedThinkingBlockParam`

        - `type: Literal["redacted_thinking"]`

        - `data: str`

          The `data` value of this redacted thinking block, exactly as returned by the API in a previous response. Opaque and encrypted; pass it back unchanged.

      - `class BetaToolUseBlockParam`

        - `type: Literal["tool_use"]`

        - `id: str`

          pattern: ^[a-zA-Z0-9_-]+$

        - `input: Dict[str, object]`

        - `name: str`

          minLength: 1, maxLength: 200

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `caller: Optional[Caller]`

          - `class BetaDirectCaller`

            Tool invocation directly from the model.

            - `type: Literal["direct"]`

          - `class BetaServerToolCaller`

            Tool invocation generated by a server-side tool.

            - `type: Literal["code_execution_20250825"]`

            - `tool_id: str`

              pattern: ^srvtoolu_[a-zA-Z0-9_]+$

          - `class BetaServerToolCaller20260120`

            - `type: Literal["code_execution_20260120"]`

            - `tool_id: str`

              pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `toolset_name: Optional[str]`

          For a toolset member tool_use, the toolset family this member belongs to.

          minLength: 1, maxLength: 64, pattern: ^[a-zA-Z0-9_-]+$

      - `class BetaToolResultBlockParam`

        - `type: Literal["tool_result"]`

        - `tool_use_id: str`

          pattern: ^[a-zA-Z0-9_-]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `content: Optional[Union[str, Iterable[Content]]]`

          - `str`

          - `Iterable[Content]`

            - `class BetaTextBlockParam`

            - `class BetaImageBlockParam`

            - `class BetaSearchResultBlockParam`

            - `class BetaRequestDocumentBlockParam`

            - `class BetaToolReferenceBlockParam`

              Tool reference block that can be included in tool_result content.

              - `type: Literal["tool_reference"]`

              - `tool_name: str`

                minLength: 1, maxLength: 256, pattern: ^[a-zA-Z0-9_-]{1,256}$

              - `cache_control: Optional[BetaCacheControlEphemeralParam]`

                Create a cache control breakpoint at this content block.

            - `class BetaBrowserStateBlockParam`

              The caller's browser state after a browser toolset member call —
              the full inventory of open tabs, which tab is active, and any side
              effects (tabs opened, download state changes) the call produced.

              At most one per `tool_result`, only on a non-error result answering a
              browser toolset member `tool_use`. The server renders the
              model-visible text from it; the model never sees the raw fields.

              - `type: Literal["browser_state"]`

              - `tabs: Iterable[BetaBrowserStateTabEntryParam]`

                All tabs open in the browser after this call — the full inventory, not a delta. May be empty. Whenever non-empty, exactly one entry carries `active: true`.

                maxItems: 100

                - `tab_id: str`

                  The caller-assigned identifier for this tab, unique within the inventory.

                  minLength: 1, maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                - `title: str`

                  The title of the page the tab is showing. May be empty.

                  maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                - `url: str`

                  The URL of the page the tab is showing. May be empty.

                  maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                - `active: Optional[bool]`

                  Whether this tab is the active tab after this call. Whenever `tabs` is non-empty, exactly one entry is marked `active: true`.

              - `cache_control: Optional[BetaCacheControlEphemeralParam]`

                Create a cache control breakpoint at this content block.

              - `state_changes: Optional[Iterable[BetaBrowserStateChangeParam]]`

                Tabs opened and download state changes during this call. "Nothing to report" is expressed by omitting the field, never by an empty list.

                minItems: 1, maxItems: 200

                - `class BetaBrowserStateChangeTabOpenedParam`

                  A tab this call's execution opened that remains open at its end —
                  the creation delta of the `tabs` inventory, not an event log.

                  Carries only the `tab_id`; the tab's `title` and `url` live on its
                  `tabs` entry, which must include the same `tab_id`. A tab opened
                  during a failed call gets no deferred `tab_opened`; it simply appears
                  in the next result's `tabs` inventory.

                  - `type: Literal["tab_opened"]`

                  - `tab_id: str`

                    The `tab_id` of the opened tab, present in `tabs`.

                    minLength: 1, maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                - `class BetaBrowserStateChangeDownloadStartedParam`

                  A file download that started during this call.

                  - `type: Literal["download_started"]`

                  - `download_id: str`

                    The caller-assigned identifier for this download, stable across the state changes reporting it.

                    minLength: 1, maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `url: str`

                    The final post-redirect URL the download was served from.

                    maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                - `class BetaBrowserStateChangeDownloadCompletedParam`

                  A file download that finished during this call, reported with the
                  same `download_id` as its `download_started` — or without a prior
                  `download_started`, when the download finished during the call that
                  started it (at most one state change per `download_id` per result).

                  - `type: Literal["download_completed"]`

                  - `download_id: str`

                    The caller-assigned identifier for this download, stable across the state changes reporting it.

                    minLength: 1, maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `url: str`

                    The final post-redirect URL the download was served from.

                    maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `path: Optional[str]`

                    Where the executor saved the file, on the executor's filesystem. Only included when another tool in the same environment can read the file at that path.

                    maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `size_bytes: Optional[int]`

                    The completed download's size.

                    minimum: 0

                - `class BetaBrowserStateChangeDownloadFailedParam`

                  A file download that failed — or was cancelled — during this call.

                  - `type: Literal["download_failed"]`

                  - `download_id: str`

                    The caller-assigned identifier for this download, stable across the state changes reporting it.

                    minLength: 1, maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `url: str`

                    The final post-redirect URL the download was served from.

                    maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

                  - `error: Optional[str]`

                    The failure or cancellation detail, when known.

                    maxLength: 4096, pattern: ^[^\x00-\x1f\x7f-\x9f\u2028\u2029]*$

        - `is_error: Optional[bool]`

        - `toolset_name: Optional[str]`

          For a toolset member tool_result, the toolset family of the paired tool_use.

          minLength: 1, maxLength: 64, pattern: ^[a-zA-Z0-9_-]+$

      - `class BetaServerToolUseBlockParam`

        - `type: Literal["server_tool_use"]`

        - `id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `input: Dict[str, object]`

        - `name: Literal["advisor", "web_search", "web_fetch", 5 more]`

          - `"advisor"`

          - `"web_search"`

          - `"web_fetch"`

          - `"code_execution"`

          - `"bash_code_execution"`

          - `"text_editor_code_execution"`

          - `"tool_search_tool_regex"`

          - `"tool_search_tool_bm25"`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `caller: Optional[Caller]`

          - `class BetaDirectCaller`

            Tool invocation directly from the model.

          - `class BetaServerToolCaller`

            Tool invocation generated by a server-side tool.

          - `class BetaServerToolCaller20260120`

      - `class BetaWebSearchToolResultBlockParam`

        - `type: Literal["web_search_tool_result"]`

        - `content: BetaWebSearchToolResultBlockParamContentParam`

          - `Iterable[BetaWebSearchResultBlockParam]`

            - `type: Literal["web_search_result"]`

            - `encrypted_content: str`

            - `title: str`

            - `url: str`

            - `page_age: Optional[str]`

          - `class BetaWebSearchToolRequestErrorParam`

            - `type: Literal["web_search_tool_result_error"]`

            - `error_code: BetaWebSearchToolResultErrorCode`

              - `"invalid_tool_input"`

              - `"unavailable"`

              - `"max_uses_exceeded"`

              - `"too_many_requests"`

              - `"query_too_long"`

              - `"request_too_large"`

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `caller: Optional[Caller]`

          - `class BetaDirectCaller`

            Tool invocation directly from the model.

          - `class BetaServerToolCaller`

            Tool invocation generated by a server-side tool.

          - `class BetaServerToolCaller20260120`

      - `class BetaWebFetchToolResultBlockParam`

        - `type: Literal["web_fetch_tool_result"]`

        - `content: Content`

          - `class BetaWebFetchToolResultErrorBlockParam`

            - `type: Literal["web_fetch_tool_result_error"]`

            - `error_code: BetaWebFetchToolResultErrorCode`

              - `"invalid_tool_input"`

              - `"url_too_long"`

              - `"url_not_allowed"`

              - `"url_not_in_prior_context"`

              - `"url_not_accessible"`

              - `"unsupported_content_type"`

              - `"too_many_requests"`

              - `"max_uses_exceeded"`

              - `"unavailable"`

              - `"content_too_large"`

          - `class BetaWebFetchBlockParam`

            - `type: Literal["web_fetch_result"]`

            - `content: BetaRequestDocumentBlockParam`

            - `url: str`

              Fetched content URL

            - `retrieved_at: Optional[str]`

              ISO 8601 timestamp when the content was retrieved

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `caller: Optional[Caller]`

          - `class BetaDirectCaller`

            Tool invocation directly from the model.

          - `class BetaServerToolCaller`

            Tool invocation generated by a server-side tool.

          - `class BetaServerToolCaller20260120`

      - `class BetaAdvisorToolResultBlockParam`

        - `type: Literal["advisor_tool_result"]`

        - `content: Content`

          - `class BetaAdvisorToolResultErrorParam`

            - `type: Literal["advisor_tool_result_error"]`

            - `error_code: Literal["max_uses_exceeded", "prompt_too_long", "too_many_requests", 4 more]`

              - `"max_uses_exceeded"`

              - `"prompt_too_long"`

              - `"too_many_requests"`

              - `"overloaded"`

              - `"unavailable"`

              - `"execution_time_exceeded"`

              - `"model_not_found"`

          - `class BetaAdvisorResultBlockParam`

            - `type: Literal["advisor_result"]`

            - `text: str`

            - `stop_reason: Optional[str]`

          - `class BetaAdvisorRedactedResultBlockParam`

            - `type: Literal["advisor_redacted_result"]`

            - `encrypted_content: str`

              Opaque blob produced by a prior response; must be round-tripped verbatim.

            - `stop_reason: Optional[str]`

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaCodeExecutionToolResultBlockParam`

        - `type: Literal["code_execution_tool_result"]`

        - `content: BetaCodeExecutionToolResultBlockParamContentParam`

          - `class BetaCodeExecutionToolResultErrorParam`

            - `type: Literal["code_execution_tool_result_error"]`

            - `error_code: BetaCodeExecutionToolResultErrorCode`

              - `"invalid_tool_input"`

              - `"unavailable"`

              - `"too_many_requests"`

              - `"execution_time_exceeded"`

          - `class BetaCodeExecutionResultBlockParam`

            - `type: Literal["code_execution_result"]`

            - `content: Iterable[BetaCodeExecutionOutputBlockParam]`

              - `type: Literal["code_execution_output"]`

              - `file_id: str`

            - `return_code: int`

            - `stderr: str`

            - `stdout: str`

          - `class BetaEncryptedCodeExecutionResultBlockParam`

            Code execution result with encrypted stdout for PFC + web_search results.

            - `type: Literal["encrypted_code_execution_result"]`

            - `content: Iterable[BetaCodeExecutionOutputBlockParam]`

              - `type: Literal["code_execution_output"]`

              - `file_id: str`

            - `encrypted_stdout: str`

            - `return_code: int`

            - `stderr: str`

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaBashCodeExecutionToolResultBlockParam`

        - `type: Literal["bash_code_execution_tool_result"]`

        - `content: Content`

          - `class BetaBashCodeExecutionToolResultErrorParam`

            - `type: Literal["bash_code_execution_tool_result_error"]`

            - `error_code: Literal["invalid_tool_input", "unavailable", "too_many_requests", 2 more]`

              - `"invalid_tool_input"`

              - `"unavailable"`

              - `"too_many_requests"`

              - `"execution_time_exceeded"`

              - `"output_file_too_large"`

          - `class BetaBashCodeExecutionResultBlockParam`

            - `type: Literal["bash_code_execution_result"]`

            - `content: Iterable[BetaBashCodeExecutionOutputBlockParam]`

              - `type: Literal["bash_code_execution_output"]`

              - `file_id: str`

            - `return_code: int`

            - `stderr: str`

            - `stdout: str`

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaTextEditorCodeExecutionToolResultBlockParam`

        - `type: Literal["text_editor_code_execution_tool_result"]`

        - `content: Content`

          - `class BetaTextEditorCodeExecutionToolResultErrorParam`

            - `type: Literal["text_editor_code_execution_tool_result_error"]`

            - `error_code: Literal["invalid_tool_input", "unavailable", "too_many_requests", 2 more]`

              - `"invalid_tool_input"`

              - `"unavailable"`

              - `"too_many_requests"`

              - `"execution_time_exceeded"`

              - `"file_not_found"`

            - `error_message: Optional[str]`

          - `class BetaTextEditorCodeExecutionViewResultBlockParam`

            - `type: Literal["text_editor_code_execution_view_result"]`

            - `content: str`

            - `file_type: Literal["text", "image", "pdf"]`

              - `"text"`

              - `"image"`

              - `"pdf"`

            - `num_lines: Optional[int]`

            - `start_line: Optional[int]`

            - `total_lines: Optional[int]`

          - `class BetaTextEditorCodeExecutionCreateResultBlockParam`

            - `type: Literal["text_editor_code_execution_create_result"]`

            - `is_file_update: bool`

          - `class BetaTextEditorCodeExecutionStrReplaceResultBlockParam`

            - `type: Literal["text_editor_code_execution_str_replace_result"]`

            - `lines: Optional[Sequence[str]]`

            - `new_lines: Optional[int]`

            - `new_start: Optional[int]`

            - `old_lines: Optional[int]`

            - `old_start: Optional[int]`

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaToolSearchToolResultBlockParam`

        - `type: Literal["tool_search_tool_result"]`

        - `content: Content`

          - `class BetaToolSearchToolResultErrorParam`

            - `type: Literal["tool_search_tool_result_error"]`

            - `error_code: Literal["invalid_tool_input", "unavailable", "too_many_requests", "execution_time_exceeded"]`

              - `"invalid_tool_input"`

              - `"unavailable"`

              - `"too_many_requests"`

              - `"execution_time_exceeded"`

            - `error_message: Optional[str]`

          - `class BetaToolSearchToolSearchResultBlockParam`

            - `type: Literal["tool_search_tool_search_result"]`

            - `tool_references: Iterable[BetaToolReferenceBlockParam]`

              - `type: Literal["tool_reference"]`

              - `tool_name: str`

                minLength: 1, maxLength: 256, pattern: ^[a-zA-Z0-9_-]{1,256}$

              - `cache_control: Optional[BetaCacheControlEphemeralParam]`

                Create a cache control breakpoint at this content block.

        - `tool_use_id: str`

          pattern: ^srvtoolu_[a-zA-Z0-9_]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaMCPToolUseBlockParam`

        - `type: Literal["mcp_tool_use"]`

        - `id: str`

          pattern: ^[a-zA-Z0-9_-]+$

        - `input: Dict[str, object]`

        - `name: str`

        - `server_name: str`

          The name of the MCP server

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaRequestMCPToolResultBlockParam`

        - `type: Literal["mcp_tool_result"]`

        - `tool_use_id: str`

          pattern: ^[a-zA-Z0-9_-]+$

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `content: Optional[Union[str, Iterable[BetaTextBlockParam]]]`

          - `str`

          - `Iterable[BetaTextBlockParam]`

            - `type: Literal["text"]`

            - `text: str`

              minLength: 1

            - `cache_control: Optional[BetaCacheControlEphemeralParam]`

              Create a cache control breakpoint at this content block.

            - `citations: Optional[Iterable[BetaTextCitationParam]]`

        - `is_error: Optional[bool]`

      - `class BetaContainerUploadBlockParam`

        A content block that represents a file to be uploaded to the container
        Files uploaded via this block will be available in the container's input directory.

        - `type: Literal["container_upload"]`

        - `file_id: str`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

      - `class BetaCompactionBlockParam`

        A compaction block containing summary of previous context.

        Users should round-trip these blocks from responses to subsequent requests
        to maintain context across compaction boundaries.

        When content is None, the block represents a failed compaction. The server
        treats these as no-ops. Empty string content is not allowed.

        - `type: Literal["compaction"]`

        - `cache_control: Optional[BetaCacheControlEphemeralParam]`

          Create a cache control breakpoint at this content block.

        - `content: Optional[str]`

          Summary of previously compacted content, or null if compaction failed

        - `encrypted_content: Optional[str]`

          Opaque metadata from prior compaction, to be round-tripped verbatim

        - `signature: Optional[str]`

          The block's signature as returned, to be sent back verbatim

        - `tool_changes: Optional[Iterable[ToolChange]]`

          The tool changes of the compacted range, as the server returned them on this block: the `tool_addition` and `tool_removal` entries that take the request's `tools` to the tool set in effect at the end of the range. Send them back unchanged with the block.

          - `class BetaRequestToolAdditionBlockParam`

            Mid-conversation directive to make a tool available.

            `tool` is a reference to a tool (or MCP toolset) declared in the
            request's `tools`. Under the `inline-tools-2026-09-15` beta it may
            instead be a reference to a tool defined earlier in `messages`, or a
            `tool_definition` object that carries an inline tool definition in
            `definition` (the same object a `tools` entry holds). An `mcp_toolset`
            definition also requires the `mcp-client-2026-09-15` beta. The tool is
            offered to the model from this point in the conversation onward.

            - `type: Literal["tool_addition"]`

            - `tool: Tool`

              - `class BetaToolChangeToolReferenceParam`

                Reference to a single tool, by the name the model uses to call it: a
                tool declared in `tools` or defined by an earlier `tool_addition`
                block. Does not accept the composed `{server}_{name}` form the server
                assigns to MCP-resolved tools; use `mcp_tool_reference` or
                `mcp_toolset_reference` for those.

                - `type: Literal["tool_reference"]`

                - `name: str`

                  pattern: ^[a-zA-Z0-9_-]{1,128}$

              - `class BetaToolChangeMCPToolReferenceParam`

                Reference to a single MCP tool by its server and remote name; the
                same `server_name`/`name` pair `mcp_tool_use` carries.

                - `type: Literal["mcp_tool_reference"]`

                - `name: str`

                - `server_name: str`

              - `class BetaToolChangeMCPToolsetReferenceParam`

                Reference to every tool in the named MCP server's toolset.

                - `type: Literal["mcp_toolset_reference"]`

                - `server_name: str`

              - `class BetaToolChangeToolDefinitionParam`

                A tool defined by value: `definition` is a `tools` entry (any kind
                `tools` accepts, an MCP toolset included). An `mcp_toolset` given here
                also requires the `mcp-client-2026-09-15` beta.

                - `type: Literal["tool_definition"]`

                - `definition: BetaToolUnionParam`

                  - `class BetaToolParam`

                    - `type: Optional[Literal["custom"]]`

                    - `input_schema: InputSchema`

                      [JSON schema](https://json-schema.org/draft/2020-12) for this tool's input.

                      This defines the shape of the `input` that your tool accepts and that the model will produce.

                      - `type: Literal["object"]`

                      - `properties: Optional[Dict[str, object]]`

                      - `required: Optional[Sequence[str]]`

                    - `name: str`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                      minLength: 1, maxLength: 128, pattern: ^[a-zA-Z0-9_-]{1,128}$

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeralParam]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `description: Optional[str]`

                      Description of what this tool does.

                      Tool descriptions should be as detailed as possible. The more information that the model has about what the tool is and how to use it, the better it will perform. You can use natural language descriptions to reinforce important aspects of the tool input JSON schema.

                    - `eager_input_streaming: Optional[bool]`

                      Enable eager input streaming for this tool. When true, tool input parameters will be streamed incrementally as they are generated, and types will be inferred on-the-fly rather than buffering the full JSON output. When false, streaming is disabled for this tool even if the fine-grained-tool-streaming beta is active. When null (default), uses the default behavior based on beta headers.

                    - `input_examples: Optional[Iterable[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolBash20241022`

                    - `type: Literal["bash_20241022"]`

                    - `name: Literal["bash"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolBash20250124`

                    - `type: Literal["bash_20250124"]`

                    - `name: Literal["bash"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaCodeExecutionTool20250522`

                    - `type: Literal["code_execution_20250522"]`

                    - `name: Literal["code_execution"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaCodeExecutionTool20250825`

                    - `type: Literal["code_execution_20250825"]`

                    - `name: Literal["code_execution"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaCodeExecutionTool20260120`

                    Code execution tool with REPL state persistence (daemon mode + gVisor checkpoint).

                    - `type: Literal["code_execution_20260120"]`

                    - `name: Literal["code_execution"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaCodeExecutionTool20260521`

                    Code execution tool with REPL state persistence.

                    - `type: Literal["code_execution_20260521"]`

                    - `name: Literal["code_execution"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaBrowserToolset20260801`

                    The browser toolset: a single `tools[]` entry (carrying no
                    `name`) that declares the browser tool family. The model is served
                    the family's tool with any members disabled via `configs` removed
                    from its schema.

                    - `type: Literal["browser_toolset_20260801"]`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `configs: Optional[BetaBrowserToolsetConfigs]`

                      Sparse per-member overrides, keyed by member name. Absent, null, and {} are equivalent; a member's defaults apply wherever its key is absent.

                      - `type: Optional[BetaBrowserTypeConfig]`

                        `type`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `close_tab: Optional[BetaBrowserCloseTabConfig]`

                        `close_tab`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `double_click: Optional[BetaBrowserDoubleClickConfig]`

                        `double_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `file_upload: Optional[BetaBrowserFileUploadConfig]`

                        `file_upload`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `find: Optional[BetaBrowserFindConfig]`

                        `find`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `form_input: Optional[BetaBrowserFormInputConfig]`

                        `form_input`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `get_page_text: Optional[BetaBrowserGetPageTextConfig]`

                        `get_page_text`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `hold_key: Optional[BetaBrowserHoldKeyConfig]`

                        `hold_key`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `hover: Optional[BetaBrowserHoverConfig]`

                        `hover`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `javascript_exec: Optional[BetaBrowserJavascriptExecConfig]`

                        `javascript_exec`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `key: Optional[BetaBrowserKeyConfig]`

                        `key`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_click: Optional[BetaBrowserLeftClickConfig]`

                        `left_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_click_drag: Optional[BetaBrowserLeftClickDragConfig]`

                        `left_click_drag`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_mouse_down: Optional[BetaBrowserLeftMouseDownConfig]`

                        `left_mouse_down`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_mouse_up: Optional[BetaBrowserLeftMouseUpConfig]`

                        `left_mouse_up`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `list_tabs: Optional[BetaBrowserListTabsConfig]`

                        `list_tabs`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `middle_click: Optional[BetaBrowserMiddleClickConfig]`

                        `middle_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `mouse_move: Optional[BetaBrowserMouseMoveConfig]`

                        `mouse_move`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `navigate: Optional[BetaBrowserNavigateConfig]`

                        `navigate`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `new_tab: Optional[BetaBrowserNewTabConfig]`

                        `new_tab`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `read_console: Optional[BetaBrowserReadConsoleConfig]`

                        `read_console`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `read_network: Optional[BetaBrowserReadNetworkConfig]`

                        `read_network`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `read_page: Optional[BetaBrowserReadPageConfig]`

                        `read_page`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `right_click: Optional[BetaBrowserRightClickConfig]`

                        `right_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `screenshot: Optional[BetaBrowserScreenshotConfig]`

                        `screenshot`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `scroll: Optional[BetaBrowserScrollConfig]`

                        `scroll`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `scroll_to: Optional[BetaBrowserScrollToConfig]`

                        `scroll_to`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `switch_tab: Optional[BetaBrowserSwitchTabConfig]`

                        `switch_tab`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `triple_click: Optional[BetaBrowserTripleClickConfig]`

                        `triple_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `wait: Optional[BetaBrowserWaitConfig]`

                        `wait`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `zoom: Optional[BetaBrowserZoomConfig]`

                        `zoom`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                  - `class BetaToolComputerUse20241022`

                    - `type: Literal["computer_20241022"]`

                    - `display_height_px: int`

                      The height of the display in pixels.

                      minimum: 1

                    - `display_width_px: int`

                      The width of the display in pixels.

                      minimum: 1

                    - `name: Literal["computer"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `display_number: Optional[int]`

                      The X11 display number (e.g. 0, 1) for the display.

                      minimum: 0

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaMemoryTool20250818`

                    - `type: Literal["memory_20250818"]`

                    - `name: Literal["memory"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolComputerUse20250124`

                    - `type: Literal["computer_20250124"]`

                    - `display_height_px: int`

                      The height of the display in pixels.

                      minimum: 1

                    - `display_width_px: int`

                      The width of the display in pixels.

                      minimum: 1

                    - `name: Literal["computer"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `display_number: Optional[int]`

                      The X11 display number (e.g. 0, 1) for the display.

                      minimum: 0

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolTextEditor20241022`

                    - `type: Literal["text_editor_20241022"]`

                    - `name: Literal["str_replace_editor"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolComputerUse20251124`

                    - `type: Literal["computer_20251124"]`

                    - `display_height_px: int`

                      The height of the display in pixels.

                      minimum: 1

                    - `display_width_px: int`

                      The width of the display in pixels.

                      minimum: 1

                    - `name: Literal["computer"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `display_number: Optional[int]`

                      The X11 display number (e.g. 0, 1) for the display.

                      minimum: 0

                    - `enable_zoom: Optional[bool]`

                      Whether to enable an action to take a zoomed-in screenshot of the screen.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaComputerToolset20260801`

                    The computer toolset: a single `tools[]` entry (carrying no
                    `name`) that declares the computer tool family. The model is
                    served the family's tool with any members disabled via `configs`
                    removed from its schema. Every member is enabled by default, zoom
                    included. The single-tool options `display_number` and
                    `enable_zoom` are not fields of a toolset entry — it carries only
                    `type`, `configs`, and `cache_control`; zoom is controlled
                    via `configs.zoom.enabled`.

                    - `type: Literal["computer_toolset_20260801"]`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `configs: Optional[BetaComputerToolsetConfigs]`

                      Sparse per-member overrides, keyed by member name. Absent, null, and {} are equivalent; a member's defaults apply wherever its key is absent.

                      - `type: Optional[BetaComputerTypeConfig]`

                        `type`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `cursor_position: Optional[BetaComputerCursorPositionConfig]`

                        `cursor_position`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `double_click: Optional[BetaComputerDoubleClickConfig]`

                        `double_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `hold_key: Optional[BetaComputerHoldKeyConfig]`

                        `hold_key`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `key: Optional[BetaComputerKeyConfig]`

                        `key`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_click: Optional[BetaComputerLeftClickConfig]`

                        `left_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_click_drag: Optional[BetaComputerLeftClickDragConfig]`

                        `left_click_drag`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_mouse_down: Optional[BetaComputerLeftMouseDownConfig]`

                        `left_mouse_down`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `left_mouse_up: Optional[BetaComputerLeftMouseUpConfig]`

                        `left_mouse_up`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `middle_click: Optional[BetaComputerMiddleClickConfig]`

                        `middle_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `mouse_move: Optional[BetaComputerMouseMoveConfig]`

                        `mouse_move`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `right_click: Optional[BetaComputerRightClickConfig]`

                        `right_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `screenshot: Optional[BetaComputerScreenshotConfig]`

                        `screenshot`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `scroll: Optional[BetaComputerScrollConfig]`

                        `scroll`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `triple_click: Optional[BetaComputerTripleClickConfig]`

                        `triple_click`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `wait: Optional[BetaComputerWaitConfig]`

                        `wait`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                      - `zoom: Optional[BetaComputerZoomConfig]`

                        `zoom`'s config overrides.

                        - `defer_loading: Optional[bool]`

                          Defer loading for this member. Must resolve to the same value on every enabled member of the toolset.

                        - `enabled: Optional[bool]`

                          Whether this member is offered to the model. Default is per member, per the toolset's documentation. A member whose enabled resolves false is withheld from the served schema.

                  - `class BetaToolTextEditor20250124`

                    - `type: Literal["text_editor_20250124"]`

                    - `name: Literal["str_replace_editor"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolTextEditor20250429`

                    - `type: Literal["text_editor_20250429"]`

                    - `name: Literal["str_replace_based_edit_tool"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolTextEditor20250728`

                    - `type: Literal["text_editor_20250728"]`

                    - `name: Literal["str_replace_based_edit_tool"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `input_examples: Optional[List[Dict[str, object]]]`

                    - `max_characters: Optional[int]`

                      Maximum number of characters to display when viewing a file. If not specified, defaults to displaying the full file.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaWebSearchTool20250305`

                    - `type: Literal["web_search_20250305"]`

                    - `name: Literal["web_search"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      If provided, only these domains will be included in results. Cannot be used alongside `blocked_domains`.

                    - `blocked_domains: Optional[List[str]]`

                      If provided, these domains will never appear in results. Cannot be used alongside `allowed_domains`.

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `user_location: Optional[BetaUserLocation]`

                      Parameters for the user's location. Used to provide more relevant search results.

                      - `type: Literal["approximate"]`

                      - `city: Optional[str]`

                        The city of the user.

                        minLength: 1, maxLength: 255

                      - `country: Optional[str]`

                        The two letter [ISO country code](https://en.wikipedia.org/wiki/ISO_3166-1_alpha-2) of the user.

                        minLength: 2, maxLength: 2

                      - `region: Optional[str]`

                        The region of the user.

                        minLength: 1, maxLength: 255

                      - `timezone: Optional[str]`

                        The [IANA timezone](https://nodatime.org/TimeZones) of the user.

                        minLength: 1, maxLength: 255

                  - `class BetaWebFetchTool20250910`

                    - `type: Literal["web_fetch_20250910"]`

                    - `name: Literal["web_fetch"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      List of domains to allow fetching from

                    - `blocked_domains: Optional[List[str]]`

                      List of domains to block fetching from

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `citations: Optional[BetaCitationsConfigParam]`

                      Citations configuration for fetched documents. Citations are disabled by default.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_content_tokens: Optional[int]`

                      Maximum number of tokens used by including web page text content in the context. The limit is approximate and does not apply to binary content such as PDFs.

                      minimum: 1

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `url_sources: Optional[BetaWebFetchURLSources]`

                      Which sources contribute to the set of URLs the tool may fetch. Omitted means every source.

                      - `client_tool_results: Optional[ClientToolResults]`

                        Which client tools' results contribute fetchable URLs: "all", "none", or an only or except list of client tool names from tools[].

                        - `class BetaWebFetchURLSourceAll`

                          The `url_sources` variant under which a source contributes in
                          full: every result of the tool filter's source, or all user input.

                          - `type: Literal["all"]`

                        - `class BetaWebFetchURLSourceNone`

                          The `url_sources` variant under which a source contributes nothing:
                          no result of the tool filter's source, or no user input.

                          - `type: Literal["none"]`

                        - `class BetaWebFetchURLSourceOnly`

                          The tool filter variant under which only the named tools' results
                          contribute.

                          - `type: Literal["only"]`

                          - `tools: List[BetaWebFetchURLSourceToolReference]`

                            - `type: Literal["tool_reference"]`

                            - `name: str`

                        - `class BetaWebFetchURLSourceExcept`

                          The tool filter variant under which every result but the named
                          tools' contributes.

                          - `type: Literal["except"]`

                          - `tools: List[BetaWebFetchURLSourceToolReference]`

                            - `type: Literal["tool_reference"]`

                            - `name: str`

                      - `server_tool_results: Optional[ServerToolResults]`

                        Which server tools' results contribute fetchable URLs: "all", "none", or an only or except list of server tool names from tools[]; only web_search and web_fetch results ever contribute.

                        - `class BetaWebFetchURLSourceAll`

                          The `url_sources` variant under which a source contributes in
                          full: every result of the tool filter's source, or all user input.

                        - `class BetaWebFetchURLSourceNone`

                          The `url_sources` variant under which a source contributes nothing:
                          no result of the tool filter's source, or no user input.

                        - `class BetaWebFetchURLSourceOnly`

                          The tool filter variant under which only the named tools' results
                          contribute.

                        - `class BetaWebFetchURLSourceExcept`

                          The tool filter variant under which every result but the named
                          tools' contributes.

                      - `user_input: Optional[UserInput]`

                        Whether URLs in user messages are fetchable: "all" or "none".

                        - `class BetaWebFetchURLSourceAll`

                          The `url_sources` variant under which a source contributes in
                          full: every result of the tool filter's source, or all user input.

                        - `class BetaWebFetchURLSourceNone`

                          The `url_sources` variant under which a source contributes nothing:
                          no result of the tool filter's source, or no user input.

                  - `class BetaWebSearchTool20260209`

                    - `type: Literal["web_search_20260209"]`

                    - `name: Literal["web_search"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      If provided, only these domains will be included in results. Cannot be used alongside `blocked_domains`.

                    - `blocked_domains: Optional[List[str]]`

                      If provided, these domains will never appear in results. Cannot be used alongside `allowed_domains`.

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `user_location: Optional[BetaUserLocation]`

                      Parameters for the user's location. Used to provide more relevant search results.

                  - `class BetaWebFetchTool20260209`

                    - `type: Literal["web_fetch_20260209"]`

                    - `name: Literal["web_fetch"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      List of domains to allow fetching from

                    - `blocked_domains: Optional[List[str]]`

                      List of domains to block fetching from

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `citations: Optional[BetaCitationsConfigParam]`

                      Citations configuration for fetched documents. Citations are disabled by default.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_content_tokens: Optional[int]`

                      Maximum number of tokens used by including web page text content in the context. The limit is approximate and does not apply to binary content such as PDFs.

                      minimum: 1

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `url_sources: Optional[BetaWebFetchURLSources]`

                      Which sources contribute to the set of URLs the tool may fetch. Omitted means every source.

                  - `class BetaWebFetchTool20260309`

                    Web fetch tool with use_cache parameter for bypassing cached content.

                    - `type: Literal["web_fetch_20260309"]`

                    - `name: Literal["web_fetch"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      List of domains to allow fetching from

                    - `blocked_domains: Optional[List[str]]`

                      List of domains to block fetching from

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `citations: Optional[BetaCitationsConfigParam]`

                      Citations configuration for fetched documents. Citations are disabled by default.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_content_tokens: Optional[int]`

                      Maximum number of tokens used by including web page text content in the context. The limit is approximate and does not apply to binary content such as PDFs.

                      minimum: 1

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `url_sources: Optional[BetaWebFetchURLSources]`

                      Which sources contribute to the set of URLs the tool may fetch. Omitted means every source.

                    - `use_cache: Optional[bool]`

                      Whether to use cached content. Set to false to bypass the cache and fetch fresh content. Only set to false when the user explicitly requests fresh content or when fetching rapidly-changing sources.

                  - `class BetaWebSearchTool20260318`

                    - `type: Literal["web_search_20260318"]`

                    - `name: Literal["web_search"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      If provided, only these domains will be included in results. Cannot be used alongside `blocked_domains`.

                    - `blocked_domains: Optional[List[str]]`

                      If provided, these domains will never appear in results. Cannot be used alongside `allowed_domains`.

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `response_inclusion: Optional[Literal["full", "excluded"]]`

                      How this tool's result blocks appear in the API response when the result was consumed by a completed code_execution call in the same turn. 'full' returns the complete content (default). 'excluded' drops the nested server_tool_use and result block pair entirely. Results from direct calls, or from code_execution calls that paused before completing, are always returned in full so they can be sent back on the next turn.

                      - `"full"`

                      - `"excluded"`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `user_location: Optional[BetaUserLocation]`

                      Parameters for the user's location. Used to provide more relevant search results.

                  - `class BetaWebFetchTool20260318`

                    - `type: Literal["web_fetch_20260318"]`

                    - `name: Literal["web_fetch"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `allowed_domains: Optional[List[str]]`

                      List of domains to allow fetching from

                    - `blocked_domains: Optional[List[str]]`

                      List of domains to block fetching from

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `citations: Optional[BetaCitationsConfigParam]`

                      Citations configuration for fetched documents. Citations are disabled by default.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_content_tokens: Optional[int]`

                      Maximum number of tokens used by including web page text content in the context. The limit is approximate and does not apply to binary content such as PDFs.

                      minimum: 1

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `response_inclusion: Optional[Literal["full", "excluded"]]`

                      How this tool's result blocks appear in the API response when the result was consumed by a completed code_execution call in the same turn. 'full' returns the complete content (default). 'excluded' drops the nested server_tool_use and result block pair entirely. Results from direct calls, or from code_execution calls that paused before completing, are always returned in full so they can be sent back on the next turn.

                      - `"full"`

                      - `"excluded"`

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                    - `url_sources: Optional[BetaWebFetchURLSources]`

                      Which sources contribute to the set of URLs the tool may fetch. Omitted means every source.

                    - `use_cache: Optional[bool]`

                      Whether to use cached content. Set to false to bypass the cache and fetch fresh content. Only set to false when the user explicitly requests fresh content or when fetching rapidly-changing sources.

                  - `class BetaAdvisorTool20260301`

                    - `type: Literal["advisor_20260301"]`

                    - `model: Model`

                      The model that will complete your prompt.

                      See [models](https://docs.anthropic.com/en/docs/models-overview) for additional details and options.

                      - `"claude-haiku-5-5"`

                        Fastest model for high-volume, real-time tasks

                      - `"claude-sonnet-5-5"`

                        Efficient model for coding and agents

                      - `"claude-fable-5-1"`

                        Frontier intelligence for ambitious tasks across coding, scientific discovery, and enterprise workflows

                      - `"claude-opus-5-5"`

                        Powerful intelligence for coding, knowledge work, and long-running agents

                      - `"claude-mythos-5-1"`

                        Our most capable model for cybersecurity and biology research, available through trusted access programs

                      - `"claude-sonnet-5"`

                        Efficient model for coding and agents

                      - `"claude-fable-5"`

                        Next generation of intelligence for the hardest knowledge work and coding problems

                      - `"claude-mythos-5"`

                        Most capable model for cybersecurity and biology research

                      - `"claude-opus-5"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-opus-4-8"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-opus-4-7"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-opus-4-6"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-sonnet-4-6"`

                        Best combination of speed and intelligence

                      - `"claude-haiku-4-5"`

                      - `"claude-haiku-4-5-20251001"`

                      - `"claude-opus-4-5"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-opus-4-5-20251101"`

                        Powerful intelligence for long-running agents and coding

                      - `"claude-mythos-preview"`

                        **Deprecated**: Will reach end-of-life on June 30, 2026. Please migrate to claude-mythos-5. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.

                        New class of intelligence, strongest in coding and cybersecurity

                      - `"claude-sonnet-4-5"`

                        **Deprecated**: Will reach end-of-life on November 30, 2026. Please migrate to claude-sonnet-5-5. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.

                        High-performance model for agents and coding

                      - `"claude-sonnet-4-5-20250929"`

                        **Deprecated**: Will reach end-of-life on November 30, 2026. Please migrate to claude-sonnet-5-5. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.

                        High-performance model for agents and coding

                      - `str`

                    - `name: Literal["advisor"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `caching: Optional[BetaCacheControlEphemeral]`

                      Caching for the advisor's own prompt. When set, each advisor call writes a cache entry at the given TTL so subsequent calls in the same conversation read the stable prefix. When omitted, the advisor prompt is not cached.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `max_tokens: Optional[int]`

                      Bounds the advisor's total output (thinking + text) per call. When the advisor hits this cap, the returned advisor_result or advisor_redacted_result block carries stop_reason='max_tokens', and a truncation note is appended to the advice text the worker model sees (inside the encrypted blob in redacted mode). When set, the server also emits a remaining-tokens budget block in the advisor's prompt so the advisor self-shapes toward the cap. When omitted, the advisor model's default output cap applies and no budget block is emitted.

                      minimum: 1024

                    - `max_uses: Optional[int]`

                      Maximum number of times the tool can be used in the API request.

                      minimum: 1

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolSearchToolBm25_20251119`

                    - `type: Literal["tool_search_tool_bm25_20251119", "tool_search_tool_bm25"]`

                      - `"tool_search_tool_bm25_20251119"`

                      - `"tool_search_tool_bm25"`

                    - `name: Literal["tool_search_tool_bm25"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaToolSearchToolRegex20251119`

                    - `type: Literal["tool_search_tool_regex_20251119", "tool_search_tool_regex"]`

                      - `"tool_search_tool_regex_20251119"`

                      - `"tool_search_tool_regex"`

                    - `name: Literal["tool_search_tool_regex"]`

                      Name of the tool.

                      This is how the tool will be called by the model and in `tool_use` blocks.

                    - `allowed_callers: Optional[List[Literal["direct", "code_execution_20250825", "code_execution_20260120", "code_execution_20260521"]]]`

                      - `"direct"`

                      - `"code_execution_20250825"`

                      - `"code_execution_20260120"`

                      - `"code_execution_20260521"`

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `defer_loading: Optional[bool]`

                      If true, tool will not be included in initial system prompt. Only loaded when returned via tool_reference from tool search.

                    - `strict: Optional[bool]`

                      When true, guarantees schema validation on tool names and inputs

                  - `class BetaMCPToolset`

                    Configuration for a group of tools from an MCP server.

                    Allows configuring enabled status and defer_loading for all tools
                    from an MCP server, with optional per-tool overrides.

                    - `type: Literal["mcp_toolset"]`

                    - `mcp_server_name: str`

                      Name of the MCP server to configure tools for

                      minLength: 1, maxLength: 255

                    - `cache_control: Optional[BetaCacheControlEphemeral]`

                      Create a cache control breakpoint at this content block.

                    - `configs: Optional[Dict[str, BetaMCPToolConfig]]`

                      Configuration overrides for specific tools, keyed by tool name

                      - `defer_loading: Optional[bool]`

                      - `enabled: Optional[bool]`

                    - `default_config: Optional[BetaMCPToolDefaultConfig]`

                      Default configuration applied to all tools from this server

                      - `defer_loading: Optional[bool]`

                      - `enabled: Optional[bool]`

                    - `tools: Optional[List[BetaMCPToolParam]]`

                      The server's tool listing, pinned: when present, the server is not asked for its tools before sampling and exactly these entries, with `default_config` and `configs` applied, are the toolset's tools. Copy it from the `mcp_tool_listing` block of an earlier response.

                      - `input_schema: Dict[str, object]`

                        The tool's input schema as the MCP server lists it, verbatim.

                      - `name: str`

                        The tool's name as the MCP server lists it (not prefixed with the server name).

                        minLength: 1

                      - `description: Optional[str]`

                        The tool's description as the MCP server lists it.

            - `cache_control: Optional[BetaCacheControlEphemeralParam]`

              Create a cache control breakpoint at this content block.

          - `class BetaRequestToolRemovalBlockParam`

            Mid-conversation directive to withdraw a tool.

            `tool` references a tool (or MCP toolset) by name: one declared in the
            request's `tools` or defined earlier in `messages`. It is no longer
            offered to the model from this point in the conversation onward.

            - `type: Literal["tool_removal"]`

            - `tool: Tool`

              - `class BetaToolChangeToolReferenceParam`

                Reference to a single tool, by the name the model uses to call it: a
                tool declared in `tools` or defined by an earlier `tool_addition`
                block. Does not accept the composed `{server}_{name}` form the server
                assigns to MCP-resolved tools; use `mcp_tool_reference` or
                `mcp_toolset_reference` for those.

              - `class BetaToolChangeMCPToolReferenceParam`

                Reference to a single MCP tool by its server and remote name; the
                same `server_name`/`name` pair `mcp_tool_use` carries.

              - `class BetaToolChangeMCPToolsetReferenceParam`

                Reference to every tool in the named MCP server's toolset.

            - `cache_control: Optional[BetaCacheControlEphemeralParam]`

              Create a cache control breakpoint at this content block.

      - `class BetaRequestToolAdditionBlockParam`

        Mid-conversation directive to make a tool available.

        `tool` is a reference to a tool (or MCP toolset) declared in the
        request's `tools`. Under the `inline-tools-2026-09-15` beta it may
        instead be a reference to a tool defined earlier in `messages`, or a
        `tool_definition` object that carries an inline tool definition in
        `definition` (the same object a `tools` entry holds). An `mcp_toolset`
        definition also requires the `mcp-client-2026-09-15` beta. The tool is
        offered to the model from this point in the conversation onward.

      - `class BetaRequestToolRemovalBlockParam`

        Mid-conversation directive to withdraw a tool.

        `tool` references a tool (or MCP toolset) by name: one declared in the
        request's `tools` or defined earlier in `messages`. It is no longer
        offered to the model from this point in the conversation onward.

      - `class BetaMCPToolListingBlockParam`

        The tool listing an MCP server returned while an earlier response was
        produced, as that response carried it. Send the assistant message back
        unchanged, this block included, and the server uses this listing for the
        matching `mcp_toolset` instead of asking the MCP server again.

        - `type: Literal["mcp_tool_listing"]`

        - `mcp_server_name: str`

          The name of the MCP server this listing came from, as `mcp_servers` declares it.

          minLength: 1, maxLength: 255

        - `tools: Iterable[BetaMCPToolParamParam]`

          The server's tools, exactly as the response listed them.

          - `input_schema: Dict[str, object]`

            The tool's input schema as the MCP server lists it, verbatim.

          - `name: str`

            The tool's name as the MCP server lists it (not prefixed with the server name).

            minLength: 1

          - `description: Optional[str]`

            The tool's description as the MCP server lists it.

      - `class BetaFallbackBlockParam`

        A `fallback` block echoed back from a prior response.

        Accepted in `messages[].content` and not rendered into the prompt; not
        validated against the request's `fallbacks` chain or top-level `model`.

        Echo the assistant turn back verbatim, including this block in its
        original position. The block marks the boundary between content produced
        before and after a fallback hop, and the server relies on that boundary
        to validate the turn: when thinking runs flank the boundary, omitting
        the block merges them into one span the server cannot validate (the
        request is rejected), and moving it into the middle of a single run is
        likewise rejected; between non-thinking blocks the block's placement has
        no validation effect.

        - `type: Literal["fallback"]`

        - `from: BetaFallbackInfoParam`

          Identifies one hop of a fallback transition.

          - `model: ModelParam`

            The model that will complete your prompt.

            See [models](https://docs.anthropic.com/en/docs/models-overview) for additional details and options.

        - `to: BetaFallbackInfoParam`

          Identifies one hop of a fallback transition.

        - `trigger: Optional[object]`

          The response block's `trigger`, echoed verbatim. Accepted and ignored by the server; any object or `null` is allowed.

  - `role: Literal["user", "assistant", "system"]`

    - `"user"`

    - `"assistant"`

    - `"system"`

  - `clear_at: Optional[Literal["next_user_message", "never"]]`

    How long this system message's text stays in front of the model. `"never"` (the default) renders it on every request that includes it. `"next_user_message"` renders it only for the user turn it follows: once a later `role: "user"` message exists in `messages` the message stays in the array (send it unchanged) but is no longer shown to the model. Only permitted on `role: "system"` messages.

    - `"next_user_message"`

    - `"never"`

  - `output_config: Optional[BetaSystemMessageOutputConfigParam]`

    Per-message output configuration on a role:"system" input message.

    Fields here apply per-turn; `format` remains top-level only. An
    empty `{}` is accepted on a message that carries content; a message
    with neither content nor output_config fields is rejected.

    - `effort: Optional[Literal["low", "medium", "high", 2 more]]`

      How much effort the model should put into its response. Higher effort levels may result in more thorough analysis but take longer.

      Valid values are `low`, `medium`, `high`, `xhigh`, or `max`.

      - `"low"`

      - `"medium"`

      - `"high"`

      - `"xhigh"`

      - `"max"`

- `model: ModelParam`

  The model that will complete your prompt.

  See [models](https://docs.anthropic.com/en/docs/models-overview) for additional details and options.

- `cache_control: Optional[BetaCacheControlEphemeralParam]`

  Top-level cache control automatically applies a cache_control marker to the last cacheable block in the request.

- `compaction: Optional[BetaCompactionConfigParam]`

  Compaction configuration.

  When set on `POST /v1/messages`, the request is a compaction request: the conversation in `messages` is summarized and the response holds only the resulting `compaction` block (`stop_reason` `"compaction"`), which later requests send first in `messages` in place of the messages it summarizes. `POST /v1/messages/count_tokens` accepts this parameter and ignores it: the count it returns is for the conversation in `messages` as sent. Cannot be combined with `context_management`.

  - `type: Literal["summarize"]`

  - `instructions: Optional[str]`

    Replaces the server's default summarization prompt for this request. An empty or whitespace-only value counts as absent.

    maxLength: 16384

- `context_management: Optional[BetaContextManagementConfigParam]`

  Context management configuration.

  This allows you to control how Claude manages context across multiple requests, such as whether to clear function results or not.

  - `edits: Optional[Iterable[Edit]]`

    List of context management edits to apply

    - `class BetaClearToolUses20250919EditParam`

      - `type: Literal["clear_tool_uses_20250919"]`

      - `clear_at_least: Optional[BetaInputTokensClearAtLeastParam]`

        Minimum number of tokens that must be cleared when triggered. Context will only be modified if at least this many tokens can be removed.

        - `type: Literal["input_tokens"]`

        - `value: int`

          minimum: 0

      - `clear_tool_inputs: Optional[Union[bool, Sequence[str], null]]`

        Whether to clear all tool inputs (bool) or specific tool inputs to clear (list)

        - `bool`

        - `Sequence[str]`

      - `exclude_tools: Optional[Sequence[str]]`

        Tool names whose uses are preserved from clearing

      - `keep: Optional[BetaToolUsesKeepParam]`

        Number of tool uses to retain in the conversation

        - `type: Literal["tool_uses"]`

        - `value: int`

          minimum: 0

      - `trigger: Optional[Trigger]`

        Condition that triggers the context management strategy

        - `class BetaInputTokensTriggerParam`

          - `type: Literal["input_tokens"]`

          - `value: int`

            minimum: 1

        - `class BetaToolUsesTriggerParam`

          - `type: Literal["tool_uses"]`

          - `value: int`

            minimum: 1

    - `class BetaClearThinking20251015EditParam`

      - `type: Literal["clear_thinking_20251015"]`

      - `keep: Optional[Keep]`

        Number of most recent assistant turns to keep thinking blocks for. Older turns will have their thinking blocks removed.

        - `class BetaThinkingTurnsParam`

          - `type: Literal["thinking_turns"]`

          - `value: int`

            minimum: 1

        - `class BetaAllThinkingTurnsParam`

          - `type: Literal["all"]`

        - `"all"`

    - `class BetaCompact20260112EditParam`

      Automatically compact older context when reaching the configured trigger threshold.

      - `type: Literal["compact_20260112"]`

      - `instructions: Optional[str]`

        Additional instructions for summarization.

      - `pause_after_compaction: Optional[bool]`

        Whether to pause after compaction and return the compaction block to the user.

      - `trigger: Optional[BetaInputTokensTriggerParam]`

        When to trigger compaction. Defaults to 150000 input tokens.

- `mcp_servers: Optional[Iterable[BetaRequestMCPServerURLDefinitionParam]]`

  MCP servers to be utilized in this request

  maxItems: 20

  - `type: Literal["url"]`

  - `name: str`

  - `url: str`

  - `authorization_token: Optional[str]`

  - `tool_configuration: Optional[BetaRequestMCPServerToolConfigurationParam]`

    - `allowed_tools: Optional[Sequence[str]]`

    - `enabled: Optional[bool]`

- `output_config: Optional[BetaOutputConfigParam]`

  Configuration options for the model's output, such as the output format.

  - `effort: Optional[Literal["low", "medium", "high", 2 more]]`

    How much effort the model should put into its response. Higher effort levels may result in more thorough analysis but take longer.

    Valid values are `low`, `medium`, `high`, `xhigh`, or `max`.

    - `"low"`

    - `"medium"`

    - `"high"`

    - `"xhigh"`

    - `"max"`

  - `format: Optional[BetaJSONOutputFormatParam]`

    A schema to specify Claude's output format in responses. See [structured outputs](https://platform.claude.com/docs/en/build-with-claude/structured-outputs?sdk_languages=python)

    - `type: Literal["json_schema"]`

    - `schema: Dict[str, object]`

      The JSON schema of the format

  - `task_budget: Optional[BetaTokenTaskBudgetParam]`

    Configuration for token budget tracking across contexts.

    - `type: Literal["tokens"]`

      The budget type. Currently only 'tokens' is supported.

    - `total: int`

      Total token budget across all contexts in the session.

      minimum: 1024

    - `remaining: Optional[int]`

      Remaining tokens in the budget. Use this to track usage across contexts when implementing compaction client-side. Defaults to total if not provided.

      minimum: 0

- `speed: Optional[Literal["standard", "fast"]]`

  The inference speed mode for this request. `"fast"` enables high output-tokens-per-second inference.

  - `"standard"`

  - `"fast"`

- `system: Optional[Union[str, Iterable[BetaTextBlockParam]]]`

  System prompt.

  A system prompt is a way of providing context and instructions to Claude, such as specifying a particular goal or role. See our [guide to system prompts](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/claude-prompting-best-practices?sdk_languages=python#give-claude-a-role).

  - `str`

  - `Iterable[BetaTextBlockParam]`

    - `type: Literal["text"]`

    - `text: str`

      minLength: 1

    - `cache_control: Optional[BetaCacheControlEphemeralParam]`

      Create a cache control breakpoint at this content block.

    - `citations: Optional[Iterable[BetaTextCitationParam]]`

- `thinking: Optional[BetaThinkingConfigParam]`

  Configuration for Claude's thinking.

  With `{"type": "adaptive"}`, Claude decides when and how much to think. With `{"type": "enabled"}` (manual extended thinking), you set a `budget_tokens` of at least 1,024. Thinking tokens count toward your `max_tokens` limit.

  Which `type` values are accepted, and what happens when you omit `thinking`, depend on the model. See [thinking](https://platform.claude.com/docs/en/build-with-claude/thinking?sdk_languages=python#configuring-thinking) for each model's behavior.

  - `class BetaThinkingConfigEnabledParam`

    - `type: Literal["enabled"]`

    - `budget_tokens: int`

      Determines how many tokens Claude can use for its internal reasoning process. Larger budgets can enable more thorough analysis for complex problems, improving response quality.

      Must be ≥1024 and less than `max_tokens`.

      See [extended thinking](https://platform.claude.com/docs/en/build-with-claude/extended-thinking?sdk_languages=python) for details.

      minimum: 1024

    - `block_binding: Optional[BetaThinkingBlockBindingParam]`

      Controls for block binding: what happens when a thinking block this request sends back fails the conversation check. `null`, absent or an empty object means every default.

      - `prefix_mismatch_behavior: Optional[BetaThinkingPrefixMismatchBehavior]`

        "error" (default) | "drop_block". What happens when a thinking block in `messages` fails the conversation check (it was created in a different conversation, or the messages before it have changed since). "error" fails the request with a 400 error. "drop_block" removes the failing blocks and the request proceeds; each removal is reported in `input_transformations`.

        - `"error"`

        - `"drop_block"`

    - `display: Optional[Literal["summarized", "omitted", "updates"]]`

      Controls how thinking content appears in the response. When set to `summarized`, thinking is returned normally. When set to `omitted`, thinking content is redacted but a signature is returned for multi-turn continuity. The default depends on the model; see [Controlling thinking display](https://platform.claude.com/docs/en/build-with-claude/thinking?sdk_languages=python#controlling-thinking-display).

      - `"summarized"`

      - `"omitted"`

      - `"updates"`

  - `class BetaThinkingConfigDisabledParam`

    - `type: Literal["disabled"]`

  - `class BetaThinkingConfigBetweenToolsParam`

    - `type: Literal["between_tools"]`

  - `class BetaThinkingConfigAdaptiveParam`

    - `type: Literal["adaptive"]`

    - `block_binding: Optional[BetaThinkingBlockBindingParam]`

      Controls for block binding: what happens when a thinking block this request sends back fails the conversation check. `null`, absent or an empty object means every default.

    - `display: Optional[Literal["summarized", "omitted", "updates"]]`

      Controls how thinking content appears in the response. When set to `summarized`, thinking is returned normally. When set to `omitted`, thinking content is redacted but a signature is returned for multi-turn continuity. The default depends on the model; see [Controlling thinking display](https://platform.claude.com/docs/en/build-with-claude/thinking?sdk_languages=python#controlling-thinking-display).

      - `"summarized"`

      - `"omitted"`

      - `"updates"`

- `tool_choice: Optional[BetaToolChoiceParam]`

  How the model should use the provided tools. The model can use a specific tool, any available tool, decide by itself, or not use tools at all.

  - `class BetaToolChoiceAutoParam`

    The model will automatically decide whether to use tools.

    - `type: Literal["auto"]`

    - `disable_parallel_tool_use: Optional[bool]`

      Whether to disable parallel tool use.

      Defaults to `false`. If set to `true`, the model will output at most one tool use.

  - `class BetaToolChoiceAnyParam`

    The model will use any available tools.

    - `type: Literal["any"]`

    - `disable_parallel_tool_use: Optional[bool]`

      Whether to disable parallel tool use.

      Defaults to `false`. If set to `true`, the model will output exactly one tool use.

  - `class BetaToolChoiceToolParam`

    The model will use the specified tool with `tool_choice.name`.

    - `type: Literal["tool"]`

    - `name: str`

      The name of the tool to use.

    - `disable_parallel_tool_use: Optional[bool]`

      Whether to disable parallel tool use.

      Defaults to `false`. If set to `true`, the model will output exactly one tool use.

  - `class BetaToolChoiceNoneParam`

    The model will not be allowed to use tools.

    - `type: Literal["none"]`

- `tools: Optional[Iterable[Tool]]`

  Definitions of tools that the model may use.

  If you include `tools` in your API request, the model may return `tool_use` content blocks that represent the model's use of those tools. You can then run those tools using the tool input generated by the model and then optionally return results back to the model using `tool_result` content blocks.

  There are two types of tools: **client tools** and **server tools**. The behavior described below applies to client tools. For [server tools](https://platform.claude.com/docs/en/agents-and-tools/tool-use/server-tools?sdk_languages=python), see their individual documentation as each has its own behavior (e.g., the [web search tool](https://platform.claude.com/docs/en/agents-and-tools/tool-use/web-search-tool?sdk_languages=python)).

  Each tool definition includes:

  * `name`: Name of the tool.
  * `description`: Optional, but strongly-recommended description of the tool.
  * `input_schema`: [JSON schema](https://json-schema.org/draft/2020-12) for the tool `input` shape that the model will produce in `tool_use` output content blocks.

  For example, if you defined `tools` as:

  ```json
  [
    {
      "name": "get_stock_price",
      "description": "Get the current stock price for a given ticker symbol.",
      "input_schema": {
        "type": "object",
        "properties": {
          "ticker": {
            "type": "string",
            "description": "The stock ticker symbol, e.g. AAPL for Apple Inc."
          }
        },
        "required": ["ticker"]
      }
    }
  ]
  ```

  And then asked the model "What's the S&P 500 at today?", the model might produce `tool_use` content blocks in the response like this:

  ```json
  [
    {
      "type": "tool_use",
      "id": "toolu_01D7FLrfh4GYq7yT1ULFeyMV",
      "name": "get_stock_price",
      "input": { "ticker": "^GSPC" }
    }
  ]
  ```

  You might then run your `get_stock_price` tool with `{"ticker": "^GSPC"}` as an input, and return the following back to the model in a subsequent `user` message:

  ```json
  [
    {
      "type": "tool_result",
      "tool_use_id": "toolu_01D7FLrfh4GYq7yT1ULFeyMV",
      "content": "259.75 USD"
    }
  ]
  ```

  Tools can be used for workflows that include running client-side tools and functions, or more generally whenever you want the model to produce a particular JSON structure of output.

  See our [guide](https://platform.claude.com/docs/en/agents-and-tools/tool-use/overview?sdk_languages=python) for more details.

  - `class BetaToolParam`

  - `class BetaToolBash20241022`

  - `class BetaToolBash20250124`

  - `class BetaCodeExecutionTool20250522`

  - `class BetaCodeExecutionTool20250825`

  - `class BetaCodeExecutionTool20260120`

    Code execution tool with REPL state persistence (daemon mode + gVisor checkpoint).

  - `class BetaCodeExecutionTool20260521`

    Code execution tool with REPL state persistence.

  - `class BetaBrowserToolset20260801`

    The browser toolset: a single `tools[]` entry (carrying no
    `name`) that declares the browser tool family. The model is served
    the family's tool with any members disabled via `configs` removed
    from its schema.

  - `class BetaToolComputerUse20241022`

  - `class BetaMemoryTool20250818`

  - `class BetaToolComputerUse20250124`

  - `class BetaToolTextEditor20241022`

  - `class BetaToolComputerUse20251124`

  - `class BetaComputerToolset20260801`

    The computer toolset: a single `tools[]` entry (carrying no
    `name`) that declares the computer tool family. The model is
    served the family's tool with any members disabled via `configs`
    removed from its schema. Every member is enabled by default, zoom
    included. The single-tool options `display_number` and
    `enable_zoom` are not fields of a toolset entry — it carries only
    `type`, `configs`, and `cache_control`; zoom is controlled
    via `configs.zoom.enabled`.

  - `class BetaToolTextEditor20250124`

  - `class BetaToolTextEditor20250429`

  - `class BetaToolTextEditor20250728`

  - `class BetaWebSearchTool20250305`

  - `class BetaWebFetchTool20250910`

  - `class BetaWebSearchTool20260209`

  - `class BetaWebFetchTool20260209`

  - `class BetaWebFetchTool20260309`

    Web fetch tool with use_cache parameter for bypassing cached content.

  - `class BetaWebSearchTool20260318`

  - `class BetaWebFetchTool20260318`

  - `class BetaAdvisorTool20260301`

  - `class BetaToolSearchToolBm25_20251119`

  - `class BetaToolSearchToolRegex20251119`

  - `class BetaMCPToolset`

    Configuration for a group of tools from an MCP server.

    Allows configuring enabled status and defer_loading for all tools
    from an MCP server, with optional per-tool overrides.

- `betas: Optional[List[AnthropicBetaParam]]` (header parameter)

  Optional header to specify the beta version(s) you want to use.

  - `str`

  - `"message-batches-2024-09-24"`

  - `"prompt-caching-2024-07-31"`

  - `"computer-use-2024-10-22"`

  - `"computer-use-2025-01-24"`

  - `"pdfs-2024-09-25"`

  - `"token-counting-2024-11-01"`

  - `"token-efficient-tools-2025-02-19"`

  - `"output-128k-2025-02-19"`

  - `"files-api-2025-04-14"`

  - `"mcp-client-2025-04-04"`

  - `"mcp-client-2025-11-20"`

  - `"dev-full-thinking-2025-05-14"`

  - `"interleaved-thinking-2025-05-14"`

  - `"code-execution-2025-05-22"`

  - `"extended-cache-ttl-2025-04-11"`

  - `"context-1m-2025-08-07"`

  - `"context-management-2025-06-27"`

  - `"model-context-window-exceeded-2025-08-26"`

  - `"skills-2025-10-02"`

  - `"fast-mode-2026-02-01"`

  - `"output-300k-2026-03-24"`

  - `"user-profiles-2026-03-24"`

  - `"user-profiles-2026-08-18"`

  - `"user-profiles-2026-09-04"`

  - `"advisor-tool-2026-03-01"`

  - `"managed-agents-2026-04-01"`

  - `"cache-diagnosis-2026-04-07"`

  - `"dreaming-2026-04-21"`

  - `"thinking-token-count-2026-05-13"`

  - `"server-side-fallback-2026-06-01"`

  - `"server-side-fallback-2026-07-01"`

  - `"fallback-credit-2026-06-01"`

  - `"fallback-credit-2026-07-01"`

  - `"agent-memory-2026-07-22"`

  - `"mid-conversation-tool-changes-2026-07-01"`

  - `"compact-2026-01-12"`

  - `"computer-use-2025-11-24"`

  - `"mcp-tunnels-2026-06-22"`

  - `"structured-outputs-2025-11-13"`

  - `"task-budgets-2026-03-13"`

  - `"thinking-display-updates-2026-08-18"`

  - `"ce-user-management-2026-07-13"`

  - `"mid-conversation-output-config-2026-07-01"`

  - `"thinking-binding-controls-2026-08-01"`

  - `"mid-conversation-system-clear-at-2026-08-21"`

  - `"compact-2026-09-04"`

  - `"inline-tools-2026-09-15"`

  - `"mcp-client-2026-09-15"`

  - `"ce-plugins-2026-09-01"`

  - `"spend-limit-reads-2026-09-26"`

- `user_profile_id: Optional[str]` (header parameter)

  The user profile ID to attribute this request to. Use when acting on behalf of a party other than your organization. Requires the `user-profiles` beta header.

- `workspace_id: Optional[str]` (header parameter)

  Optional header to select the Workspace for this request. The value is a Workspace ID (for example, `wrkspc_011CZkZaBF1tNoB5wlCeusgy`).

  Only needed for credentials that can act on more than one Workspace. A credential that belongs to a specific Workspace may omit it; if sent, it must match that Workspace.

## Returns

- `class BetaMessageTokensCount`

  - `context_management: Optional[BetaCountTokensContextManagementResponse]`

    Information about context management applied to the message.

    - `original_input_tokens: int`

      The original token count before context management was applied

  - `input_tokens: int`

    The total number of tokens across the provided list of messages, system prompt, and tools.

## Example

```python
import os
from anthropic import Anthropic

client = Anthropic(
    api_key=os.environ.get(
        "ANTHROPIC_API_KEY"
    ),  # This is the default and can be omitted
)
beta_message_tokens_count = client.beta.messages.count_tokens(
    messages=[
        {
            "content": "Hello, world",
            "role": "user",
        }
    ],
    model="claude-opus-5-5",
)
print(beta_message_tokens_count.context_management)
```

### Response (200)

```json
{
  "context_management": {
    "original_input_tokens": 0
  },
  "input_tokens": 2095
}
```
