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    Using the API

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    Messages
    Create a Message
    Count tokens in a Message
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    Count tokens in a Message
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    Console
    Count tokens in a Message
    beta.messages.count_tokens(MessageCountTokensParams**kwargs) -> BetaMessageTokensCount
    post/v1/messages/count_tokens?beta=true

    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

    ParametersExpand Collapse
    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.

    Example with a single user message:

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

    Example with multiple conversational turns:

    [
      {"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:

    [
      {"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:

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

    See input examples.

    Note that if you want to include a system prompt, 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, List[BetaContentBlockParam]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentUnionMember1 = List[BetaContentBlockParam]
    Accepts one of the following:
    class BetaTextBlockParam: …
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    class BetaImageBlockParam: …
    source: Source
    Accepts one of the following:
    class BetaBase64ImageSource: …
    data: str
    formatbyte
    media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]
    Accepts one of the following:
    "image/jpeg"
    "image/png"
    "image/gif"
    "image/webp"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaURLImageSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileImageSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["image"]
    Accepts one of the following:
    "image"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaRequestDocumentBlock: …
    source: Source
    Accepts one of the following:
    class BetaBase64PDFSource: …
    data: str
    formatbyte
    media_type: Literal["application/pdf"]
    Accepts one of the following:
    "application/pdf"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaPlainTextSource: …
    data: str
    media_type: Literal["text/plain"]
    Accepts one of the following:
    "text/plain"
    type: Literal["text"]
    Accepts one of the following:
    "text"
    class BetaContentBlockSource: …
    content: Union[str, List[BetaContentBlockSourceContent]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentBetaContentBlockSourceContent = List[BetaContentBlockSourceContent]
    Accepts one of the following:
    class BetaTextBlockParam: …
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    class BetaImageBlockParam: …
    source: Source
    Accepts one of the following:
    class BetaBase64ImageSource: …
    data: str
    formatbyte
    media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]
    Accepts one of the following:
    "image/jpeg"
    "image/png"
    "image/gif"
    "image/webp"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaURLImageSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileImageSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["image"]
    Accepts one of the following:
    "image"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    type: Literal["content"]
    Accepts one of the following:
    "content"
    class BetaURLPDFSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileDocumentSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["document"]
    Accepts one of the following:
    "document"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]
    enabled: Optional[bool]
    context: Optional[str]
    minLength1
    title: Optional[str]
    maxLength500
    minLength1
    class BetaSearchResultBlockParam: …
    content: List[BetaTextBlockParam]
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    source: str
    title: str
    type: Literal["search_result"]
    Accepts one of the following:
    "search_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]
    enabled: Optional[bool]
    class BetaThinkingBlockParam: …
    signature: str
    thinking: str
    type: Literal["thinking"]
    Accepts one of the following:
    "thinking"
    class BetaRedactedThinkingBlockParam: …
    data: str
    type: Literal["redacted_thinking"]
    Accepts one of the following:
    "redacted_thinking"
    class BetaToolUseBlockParam: …
    id: str
    input: Dict[str, object]
    name: str
    maxLength200
    minLength1
    type: Literal["tool_use"]
    Accepts one of the following:
    "tool_use"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolResultBlockParam: …
    tool_use_id: str
    type: Literal["tool_result"]
    Accepts one of the following:
    "tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    content: Optional[Union[str, List[Content], null]]
    Accepts one of the following:
    ContentUnionMember0 = str
    Content = List[Content]
    Accepts one of the following:
    class BetaTextBlockParam: …
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    class BetaImageBlockParam: …
    source: Source
    Accepts one of the following:
    class BetaBase64ImageSource: …
    data: str
    formatbyte
    media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]
    Accepts one of the following:
    "image/jpeg"
    "image/png"
    "image/gif"
    "image/webp"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaURLImageSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileImageSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["image"]
    Accepts one of the following:
    "image"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaSearchResultBlockParam: …
    content: List[BetaTextBlockParam]
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    source: str
    title: str
    type: Literal["search_result"]
    Accepts one of the following:
    "search_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]
    enabled: Optional[bool]
    class BetaRequestDocumentBlock: …
    source: Source
    Accepts one of the following:
    class BetaBase64PDFSource: …
    data: str
    formatbyte
    media_type: Literal["application/pdf"]
    Accepts one of the following:
    "application/pdf"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaPlainTextSource: …
    data: str
    media_type: Literal["text/plain"]
    Accepts one of the following:
    "text/plain"
    type: Literal["text"]
    Accepts one of the following:
    "text"
    class BetaContentBlockSource: …
    content: Union[str, List[BetaContentBlockSourceContent]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentBetaContentBlockSourceContent = List[BetaContentBlockSourceContent]
    Accepts one of the following:
    class BetaTextBlockParam: …
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    class BetaImageBlockParam: …
    source: Source
    Accepts one of the following:
    class BetaBase64ImageSource: …
    data: str
    formatbyte
    media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]
    Accepts one of the following:
    "image/jpeg"
    "image/png"
    "image/gif"
    "image/webp"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaURLImageSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileImageSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["image"]
    Accepts one of the following:
    "image"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    type: Literal["content"]
    Accepts one of the following:
    "content"
    class BetaURLPDFSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileDocumentSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["document"]
    Accepts one of the following:
    "document"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]
    enabled: Optional[bool]
    context: Optional[str]
    minLength1
    title: Optional[str]
    maxLength500
    minLength1
    is_error: Optional[bool]
    class BetaServerToolUseBlockParam: …
    id: str
    input: Dict[str, object]
    name: Literal["web_search", "web_fetch", "code_execution", 2 more]
    Accepts one of the following:
    "web_search"
    "web_fetch"
    "code_execution"
    "bash_code_execution"
    "text_editor_code_execution"
    type: Literal["server_tool_use"]
    Accepts one of the following:
    "server_tool_use"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaWebSearchToolResultBlockParam: …
    content: BetaWebSearchToolResultBlockParamContent
    Accepts one of the following:
    ResultBlock = List[BetaWebSearchResultBlockParam]
    encrypted_content: str
    title: str
    type: Literal["web_search_result"]
    Accepts one of the following:
    "web_search_result"
    url: str
    page_age: Optional[str]
    class BetaWebSearchToolRequestError: …
    error_code: BetaWebSearchToolResultErrorCode
    Accepts one of the following:
    "invalid_tool_input"
    "unavailable"
    "max_uses_exceeded"
    "too_many_requests"
    "query_too_long"
    type: Literal["web_search_tool_result_error"]
    Accepts one of the following:
    "web_search_tool_result_error"
    tool_use_id: str
    type: Literal["web_search_tool_result"]
    Accepts one of the following:
    "web_search_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaWebFetchToolResultBlockParam: …
    content: Content
    Accepts one of the following:
    class BetaWebFetchToolResultErrorBlockParam: …
    error_code: BetaWebFetchToolResultErrorCode
    Accepts one of the following:
    "invalid_tool_input"
    "url_too_long"
    "url_not_allowed"
    "url_not_accessible"
    "unsupported_content_type"
    "too_many_requests"
    "max_uses_exceeded"
    "unavailable"
    type: Literal["web_fetch_tool_result_error"]
    Accepts one of the following:
    "web_fetch_tool_result_error"
    class BetaWebFetchBlockParam: …
    content: BetaRequestDocumentBlock
    source: Source
    Accepts one of the following:
    class BetaBase64PDFSource: …
    data: str
    formatbyte
    media_type: Literal["application/pdf"]
    Accepts one of the following:
    "application/pdf"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaPlainTextSource: …
    data: str
    media_type: Literal["text/plain"]
    Accepts one of the following:
    "text/plain"
    type: Literal["text"]
    Accepts one of the following:
    "text"
    class BetaContentBlockSource: …
    content: Union[str, List[BetaContentBlockSourceContent]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentBetaContentBlockSourceContent = List[BetaContentBlockSourceContent]
    Accepts one of the following:
    class BetaTextBlockParam: …
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    class BetaImageBlockParam: …
    source: Source
    Accepts one of the following:
    class BetaBase64ImageSource: …
    data: str
    formatbyte
    media_type: Literal["image/jpeg", "image/png", "image/gif", "image/webp"]
    Accepts one of the following:
    "image/jpeg"
    "image/png"
    "image/gif"
    "image/webp"
    type: Literal["base64"]
    Accepts one of the following:
    "base64"
    class BetaURLImageSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileImageSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["image"]
    Accepts one of the following:
    "image"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    type: Literal["content"]
    Accepts one of the following:
    "content"
    class BetaURLPDFSource: …
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    class BetaFileDocumentSource: …
    file_id: str
    type: Literal["file"]
    Accepts one of the following:
    "file"
    type: Literal["document"]
    Accepts one of the following:
    "document"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]
    enabled: Optional[bool]
    context: Optional[str]
    minLength1
    title: Optional[str]
    maxLength500
    minLength1
    type: Literal["web_fetch_result"]
    Accepts one of the following:
    "web_fetch_result"
    url: str

    Fetched content URL

    retrieved_at: Optional[str]

    ISO 8601 timestamp when the content was retrieved

    tool_use_id: str
    type: Literal["web_fetch_tool_result"]
    Accepts one of the following:
    "web_fetch_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaCodeExecutionToolResultBlockParam: …
    content: BetaCodeExecutionToolResultBlockParamContent
    Accepts one of the following:
    class BetaCodeExecutionToolResultErrorParam: …
    error_code: BetaCodeExecutionToolResultErrorCode
    Accepts one of the following:
    "invalid_tool_input"
    "unavailable"
    "too_many_requests"
    "execution_time_exceeded"
    type: Literal["code_execution_tool_result_error"]
    Accepts one of the following:
    "code_execution_tool_result_error"
    class BetaCodeExecutionResultBlockParam: …
    content: List[BetaCodeExecutionOutputBlockParam]
    file_id: str
    type: Literal["code_execution_output"]
    Accepts one of the following:
    "code_execution_output"
    return_code: int
    stderr: str
    stdout: str
    type: Literal["code_execution_result"]
    Accepts one of the following:
    "code_execution_result"
    tool_use_id: str
    type: Literal["code_execution_tool_result"]
    Accepts one of the following:
    "code_execution_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaBashCodeExecutionToolResultBlockParam: …
    content: Content
    Accepts one of the following:
    class BetaBashCodeExecutionToolResultErrorParam: …
    error_code: Literal["invalid_tool_input", "unavailable", "too_many_requests", 2 more]
    Accepts one of the following:
    "invalid_tool_input"
    "unavailable"
    "too_many_requests"
    "execution_time_exceeded"
    "output_file_too_large"
    type: Literal["bash_code_execution_tool_result_error"]
    Accepts one of the following:
    "bash_code_execution_tool_result_error"
    class BetaBashCodeExecutionResultBlockParam: …
    content: List[BetaBashCodeExecutionOutputBlockParam]
    file_id: str
    type: Literal["bash_code_execution_output"]
    Accepts one of the following:
    "bash_code_execution_output"
    return_code: int
    stderr: str
    stdout: str
    type: Literal["bash_code_execution_result"]
    Accepts one of the following:
    "bash_code_execution_result"
    tool_use_id: str
    type: Literal["bash_code_execution_tool_result"]
    Accepts one of the following:
    "bash_code_execution_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaTextEditorCodeExecutionToolResultBlockParam: …
    content: Content
    Accepts one of the following:
    class BetaTextEditorCodeExecutionToolResultErrorParam: …
    error_code: Literal["invalid_tool_input", "unavailable", "too_many_requests", 2 more]
    Accepts one of the following:
    "invalid_tool_input"
    "unavailable"
    "too_many_requests"
    "execution_time_exceeded"
    "file_not_found"
    type: Literal["text_editor_code_execution_tool_result_error"]
    Accepts one of the following:
    "text_editor_code_execution_tool_result_error"
    error_message: Optional[str]
    class BetaTextEditorCodeExecutionViewResultBlockParam: …
    content: str
    file_type: Literal["text", "image", "pdf"]
    Accepts one of the following:
    "text"
    "image"
    "pdf"
    type: Literal["text_editor_code_execution_view_result"]
    Accepts one of the following:
    "text_editor_code_execution_view_result"
    num_lines: Optional[int]
    start_line: Optional[int]
    total_lines: Optional[int]
    class BetaTextEditorCodeExecutionCreateResultBlockParam: …
    is_file_update: bool
    type: Literal["text_editor_code_execution_create_result"]
    Accepts one of the following:
    "text_editor_code_execution_create_result"
    class BetaTextEditorCodeExecutionStrReplaceResultBlockParam: …
    type: Literal["text_editor_code_execution_str_replace_result"]
    Accepts one of the following:
    "text_editor_code_execution_str_replace_result"
    lines: Optional[List[str]]
    new_lines: Optional[int]
    new_start: Optional[int]
    old_lines: Optional[int]
    old_start: Optional[int]
    tool_use_id: str
    type: Literal["text_editor_code_execution_tool_result"]
    Accepts one of the following:
    "text_editor_code_execution_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaMCPToolUseBlockParam: …
    id: str
    input: Dict[str, object]
    name: str
    server_name: str

    The name of the MCP server

    type: Literal["mcp_tool_use"]
    Accepts one of the following:
    "mcp_tool_use"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaRequestMCPToolResultBlockParam: …
    tool_use_id: str
    type: Literal["mcp_tool_result"]
    Accepts one of the following:
    "mcp_tool_result"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    content: Optional[Union[str, List[BetaTextBlockParam], null]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentBetaMCPToolResultBlockParamContent = List[BetaTextBlockParam]
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    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.

    file_id: str
    type: Literal["container_upload"]
    Accepts one of the following:
    "container_upload"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    role: Literal["user", "assistant"]
    Accepts one of the following:
    "user"
    "assistant"
    model: ModelParam

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    UnionMember0 = Literal["claude-3-7-sonnet-latest", "claude-3-7-sonnet-20250219", "claude-3-5-haiku-latest", 15 more]

    The model that will complete your prompt.

    See models for additional details and options.

    • claude-3-7-sonnet-latest - Deprecated: Will reach end-of-life on February 19th, 2026. Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.
    • claude-3-7-sonnet-20250219 - Deprecated: Will reach end-of-life on February 19th, 2026. Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.
    • claude-3-5-haiku-latest - Fastest and most compact model for near-instant responsiveness
    • claude-3-5-haiku-20241022 - Our fastest model
    • claude-haiku-4-5 - Hybrid model, capable of near-instant responses and extended thinking
    • claude-haiku-4-5-20251001 - Hybrid model, capable of near-instant responses and extended thinking
    • claude-sonnet-4-20250514 - High-performance model with extended thinking
    • claude-sonnet-4-0 - High-performance model with extended thinking
    • claude-4-sonnet-20250514 - High-performance model with extended thinking
    • claude-sonnet-4-5 - Our best model for real-world agents and coding
    • claude-sonnet-4-5-20250929 - Our best model for real-world agents and coding
    • claude-opus-4-0 - Our most capable model
    • claude-opus-4-20250514 - Our most capable model
    • claude-4-opus-20250514 - Our most capable model
    • claude-opus-4-1-20250805 - Our most capable model
    • claude-3-opus-latest - Deprecated: Will reach end-of-life on January 5th, 2026. Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.
    • claude-3-opus-20240229 - Deprecated: Will reach end-of-life on January 5th, 2026. Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.
    • claude-3-haiku-20240307 - Our previous most fast and cost-effective
    Accepts one of the following:
    "claude-3-7-sonnet-latest"

    High-performance model with early extended thinking

    "claude-3-7-sonnet-20250219"

    High-performance model with early extended thinking

    "claude-3-5-haiku-latest"

    Fastest and most compact model for near-instant responsiveness

    "claude-3-5-haiku-20241022"

    Our fastest model

    "claude-haiku-4-5"

    Hybrid model, capable of near-instant responses and extended thinking

    "claude-haiku-4-5-20251001"

    Hybrid model, capable of near-instant responses and extended thinking

    "claude-sonnet-4-20250514"

    High-performance model with extended thinking

    "claude-sonnet-4-0"

    High-performance model with extended thinking

    "claude-4-sonnet-20250514"

    High-performance model with extended thinking

    "claude-sonnet-4-5"

    Our best model for real-world agents and coding

    "claude-sonnet-4-5-20250929"

    Our best model for real-world agents and coding

    "claude-opus-4-0"

    Our most capable model

    "claude-opus-4-20250514"

    Our most capable model

    "claude-4-opus-20250514"

    Our most capable model

    "claude-opus-4-1-20250805"

    Our most capable model

    "claude-3-opus-latest"

    Excels at writing and complex tasks

    "claude-3-opus-20240229"

    Excels at writing and complex tasks

    "claude-3-haiku-20240307"

    Our previous most fast and cost-effective

    UnionMember1 = str
    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[List[Edit]]

    List of context management edits to apply

    Accepts one of the following:
    class BetaClearToolUses20250919Edit: …
    type: Literal["clear_tool_uses_20250919"]
    Accepts one of the following:
    "clear_tool_uses_20250919"
    clear_at_least: Optional[BetaInputTokensClearAtLeast]

    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"]
    Accepts one of the following:
    "input_tokens"
    value: int
    minimum0
    clear_tool_inputs: Optional[Union[bool, List[str], null]]

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

    Accepts one of the following:
    ClearToolInputsUnionMember0 = bool
    ClearToolInputsUnionMember1 = List[str]
    exclude_tools: Optional[List[str]]

    Tool names whose uses are preserved from clearing

    keep: Optional[BetaToolUsesKeep]

    Number of tool uses to retain in the conversation

    type: Literal["tool_uses"]
    Accepts one of the following:
    "tool_uses"
    value: int
    minimum0
    trigger: Optional[Trigger]

    Condition that triggers the context management strategy

    Accepts one of the following:
    class BetaInputTokensTrigger: …
    type: Literal["input_tokens"]
    Accepts one of the following:
    "input_tokens"
    value: int
    minimum1
    class BetaToolUsesTrigger: …
    type: Literal["tool_uses"]
    Accepts one of the following:
    "tool_uses"
    value: int
    minimum1
    class BetaClearThinking20251015Edit: …
    type: Literal["clear_thinking_20251015"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    class BetaThinkingTurns: …
    type: Literal["thinking_turns"]
    Accepts one of the following:
    "thinking_turns"
    value: int
    minimum1
    class BetaAllThinkingTurns: …
    type: Literal["all"]
    Accepts one of the following:
    "all"
    KeepUnionMember2 = Literal["all"]
    Accepts one of the following:
    "all"
    mcp_servers: Optional[Iterable[BetaRequestMCPServerURLDefinitionParam]]

    MCP servers to be utilized in this request

    name: str
    type: Literal["url"]
    Accepts one of the following:
    "url"
    url: str
    authorization_token: Optional[str]
    tool_configuration: Optional[BetaRequestMCPServerToolConfiguration]
    allowed_tools: Optional[List[str]]
    enabled: Optional[bool]
    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.

    Accepts one of the following:
    SystemUnionMember0 = str
    SystemUnionMember1 = Iterable[BetaTextBlockParam]
    text: str
    minLength1
    type: Literal["text"]
    Accepts one of the following:
    "text"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[List[BetaTextCitationParam]]
    Accepts one of the following:
    class BetaCitationCharLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_char_index: int
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_page_number: int
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocationParam: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    maxLength255
    minLength1
    end_block_index: int
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationWebSearchResultLocationParam: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    minLength1
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    maxLength2048
    minLength1
    class BetaCitationSearchResultLocationParam: …
    cited_text: str
    end_block_index: int
    search_result_index: int
    minimum0
    source: str
    start_block_index: int
    minimum0
    title: Optional[str]
    type: Literal["search_result_location"]
    Accepts one of the following:
    "search_result_location"
    thinking: Optional[BetaThinkingConfigParam]

    Configuration for enabling Claude's extended thinking.

    When enabled, responses include thinking content blocks showing Claude's thinking process before the final answer. Requires a minimum budget of 1,024 tokens and counts towards your max_tokens limit.

    See extended thinking for details.

    Accepts one of the following:
    class BetaThinkingConfigEnabled: …
    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 for details.

    minimum1024
    type: Literal["enabled"]
    Accepts one of the following:
    "enabled"
    class BetaThinkingConfigDisabled: …
    type: Literal["disabled"]
    Accepts one of the following:
    "disabled"
    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.

    Accepts one of the following:
    class BetaToolChoiceAuto: …

    The model will automatically decide whether to use tools.

    type: Literal["auto"]
    Accepts one of the following:
    "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 BetaToolChoiceAny: …

    The model will use any available tools.

    type: Literal["any"]
    Accepts one of the following:
    "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 BetaToolChoiceTool: …

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

    name: str

    The name of the tool to use.

    type: Literal["tool"]
    Accepts one of the following:
    "tool"
    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 BetaToolChoiceNone: …

    The model will not be allowed to use tools.

    type: Literal["none"]
    Accepts one of the following:
    "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, see their individual documentation as each has its own behavior (e.g., the web search tool).

    Each tool definition includes:

    • name: Name of the tool.
    • description: Optional, but strongly-recommended description of the tool.
    • input_schema: JSON schema for the tool input shape that the model will produce in tool_use output content blocks.

    For example, if you defined tools as:

    [
      {
        "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:

    [
      {
        "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:

    [
      {
        "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 for more details.

    Accepts one of the following:
    class BetaTool: …
    input_schema: InputSchema

    JSON schema 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"]
    Accepts one of the following:
    "object"
    properties: Optional[Dict[str, object]]
    required: Optional[List[str]]
    name: str

    Name of the tool.

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

    maxLength128
    minLength1
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    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.

    type: Optional[Literal["custom"]]
    Accepts one of the following:
    "custom"
    class BetaToolBash20241022: …
    name: Literal["bash"]

    Name of the tool.

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

    Accepts one of the following:
    "bash"
    type: Literal["bash_20241022"]
    Accepts one of the following:
    "bash_20241022"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolBash20250124: …
    name: Literal["bash"]

    Name of the tool.

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

    Accepts one of the following:
    "bash"
    type: Literal["bash_20250124"]
    Accepts one of the following:
    "bash_20250124"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaCodeExecutionTool20250522: …
    name: Literal["code_execution"]

    Name of the tool.

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

    Accepts one of the following:
    "code_execution"
    type: Literal["code_execution_20250522"]
    Accepts one of the following:
    "code_execution_20250522"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaCodeExecutionTool20250825: …
    name: Literal["code_execution"]

    Name of the tool.

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

    Accepts one of the following:
    "code_execution"
    type: Literal["code_execution_20250825"]
    Accepts one of the following:
    "code_execution_20250825"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolComputerUse20241022: …
    display_height_px: int

    The height of the display in pixels.

    minimum1
    display_width_px: int

    The width of the display in pixels.

    minimum1
    name: Literal["computer"]

    Name of the tool.

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

    Accepts one of the following:
    "computer"
    type: Literal["computer_20241022"]
    Accepts one of the following:
    "computer_20241022"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    display_number: Optional[int]

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

    minimum0
    class BetaMemoryTool20250818: …
    name: Literal["memory"]

    Name of the tool.

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

    Accepts one of the following:
    "memory"
    type: Literal["memory_20250818"]
    Accepts one of the following:
    "memory_20250818"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolComputerUse20250124: …
    display_height_px: int

    The height of the display in pixels.

    minimum1
    display_width_px: int

    The width of the display in pixels.

    minimum1
    name: Literal["computer"]

    Name of the tool.

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

    Accepts one of the following:
    "computer"
    type: Literal["computer_20250124"]
    Accepts one of the following:
    "computer_20250124"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    display_number: Optional[int]

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

    minimum0
    class BetaToolTextEditor20241022: …
    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.

    Accepts one of the following:
    "str_replace_editor"
    type: Literal["text_editor_20241022"]
    Accepts one of the following:
    "text_editor_20241022"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolTextEditor20250124: …
    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.

    Accepts one of the following:
    "str_replace_editor"
    type: Literal["text_editor_20250124"]
    Accepts one of the following:
    "text_editor_20250124"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolTextEditor20250429: …
    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.

    Accepts one of the following:
    "str_replace_based_edit_tool"
    type: Literal["text_editor_20250429"]
    Accepts one of the following:
    "text_editor_20250429"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    class BetaToolTextEditor20250728: …
    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.

    Accepts one of the following:
    "str_replace_based_edit_tool"
    type: Literal["text_editor_20250728"]
    Accepts one of the following:
    "text_editor_20250728"
    cache_control: Optional[BetaCacheControlEphemeral]

    Create a cache control breakpoint at this content block.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    max_characters: Optional[int]

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

    minimum1
    class BetaWebSearchTool20250305: …
    name: Literal["web_search"]

    Name of the tool.

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

    Accepts one of the following:
    "web_search"
    type: Literal["web_search_20250305"]
    Accepts one of the following:
    "web_search_20250305"
    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.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    max_uses: Optional[int]

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

    exclusiveMinimum0
    user_location: Optional[UserLocation]

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

    type: Literal["approximate"]
    Accepts one of the following:
    "approximate"
    city: Optional[str]

    The city of the user.

    maxLength255
    minLength1
    country: Optional[str]

    The two letter ISO country code of the user.

    maxLength2
    minLength2
    region: Optional[str]

    The region of the user.

    maxLength255
    minLength1
    timezone: Optional[str]

    The IANA timezone of the user.

    maxLength255
    minLength1
    class BetaWebFetchTool20250910: …
    name: Literal["web_fetch"]

    Name of the tool.

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

    Accepts one of the following:
    "web_fetch"
    type: Literal["web_fetch_20250910"]
    Accepts one of the following:
    "web_fetch_20250910"
    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.

    type: Literal["ephemeral"]
    Accepts one of the following:
    "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.

    Accepts one of the following:
    "5m"
    "1h"
    citations: Optional[BetaCitationsConfigParam]

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

    enabled: Optional[bool]
    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.

    exclusiveMinimum0
    max_uses: Optional[int]

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

    exclusiveMinimum0
    betas: Optional[List[AnthropicBetaParam]]

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

    Accepts one of the following:
    UnionMember0 = str
    UnionMember1 = Literal["message-batches-2024-09-24", "prompt-caching-2024-07-31", "computer-use-2024-10-22", 15 more]
    Accepts one of the following:
    "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"
    "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"
    ReturnsExpand Collapse
    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.

    Count tokens in a Message
    Python
    from anthropic import Anthropic
    
    client = Anthropic(
        api_key="my-anthropic-api-key",
    )
    beta_message_tokens_count = client.beta.messages.count_tokens(
        messages=[{
            "content": "string",
            "role": "user",
        }],
        model="claude-3-7-sonnet-latest",
    )
    print(beta_message_tokens_count.context_management)
    {
      "context_management": {
        "original_input_tokens": 0
      },
      "input_tokens": 2095
    }
    Returns Examples
    {
      "context_management": {
        "original_input_tokens": 0
      },
      "input_tokens": 2095
    }
    © 2025 ANTHROPIC PBC

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    • Claude Code
    • Max plan
    • Team plan
    • Enterprise plan
    • Download app
    • Pricing
    • Log in

    Features

    • Claude and Slack
    • Claude in Excel

    Models

    • Opus
    • Sonnet
    • Haiku

    Solutions

    • AI agents
    • Code modernization
    • Coding
    • Customer support
    • Education
    • Financial services
    • Government
    • Life sciences

    Claude Developer Platform

    • Overview
    • Developer docs
    • Pricing
    • Amazon Bedrock
    • Google Cloud’s Vertex AI
    • Console login

    Learn

    • Blog
    • Catalog
    • Courses
    • Use cases
    • Connectors
    • Customer stories
    • Engineering at Anthropic
    • Events
    • Powered by Claude
    • Service partners
    • Startups program

    Company

    • Anthropic
    • Careers
    • Economic Futures
    • Research
    • News
    • Responsible Scaling Policy
    • Security and compliance
    • Transparency

    Help and security

    • Availability
    • Status
    • Support center

    Terms and policies

    • Privacy policy
    • Responsible disclosure policy
    • Terms of service: Commercial
    • Terms of service: Consumer
    • Usage policy
    © 2025 ANTHROPIC PBC