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    Using the API

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    Create a Message
    beta.messages.create(MessageCreateParams**kwargs) -> BetaMessage
    post/v1/messages?beta=true

    Send a structured list of input messages with text and/or image content, and the model will generate the next message in the conversation.

    The Messages API can be used for either single queries or stateless multi-turn conversations.

    Learn more about the Messages API in our user guide

    ParametersExpand Collapse
    max_tokens: int

    The maximum number of tokens to generate before stopping.

    Note that our models may stop before reaching this maximum. This parameter only specifies the absolute maximum number of tokens to generate.

    Different models have different maximum values for this parameter. See models for details.

    minimum1
    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
    container: Optional[Container]

    Container identifier for reuse across requests.

    Accepts one of the following:
    class BetaContainerParams: …

    Container parameters with skills to be loaded.

    id: Optional[str]

    Container id

    skills: Optional[List[BetaSkillParams]]

    List of skills to load in the container

    skill_id: str

    Skill ID

    maxLength64
    minLength1
    type: Literal["anthropic", "custom"]

    Type of skill - either 'anthropic' (built-in) or 'custom' (user-defined)

    Accepts one of the following:
    "anthropic"
    "custom"
    version: Optional[str]

    Skill version or 'latest' for most recent version

    maxLength64
    minLength1
    ContainerUnionMember1 = 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]
    metadata: Optional[BetaMetadataParam]

    An object describing metadata about the request.

    user_id: Optional[str]

    An external identifier for the user who is associated with the request.

    This should be a uuid, hash value, or other opaque identifier. Anthropic may use this id to help detect abuse. Do not include any identifying information such as name, email address, or phone number.

    maxLength256
    service_tier: Optional[Literal["auto", "standard_only"]]

    Determines whether to use priority capacity (if available) or standard capacity for this request.

    Anthropic offers different levels of service for your API requests. See service-tiers for details.

    Accepts one of the following:
    "auto"
    "standard_only"
    stop_sequences: Optional[SequenceNotStr[str]]

    Custom text sequences that will cause the model to stop generating.

    Our models will normally stop when they have naturally completed their turn, which will result in a response stop_reason of "end_turn".

    If you want the model to stop generating when it encounters custom strings of text, you can use the stop_sequences parameter. If the model encounters one of the custom sequences, the response stop_reason value will be "stop_sequence" and the response stop_sequence value will contain the matched stop sequence.

    stream: Optional[Literal[false]]

    Whether to incrementally stream the response using server-sent events.

    See streaming for details.

    Accepts one of the following:
    false
    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"
    temperature: Optional[float]

    Amount of randomness injected into the response.

    Defaults to 1.0. Ranges from 0.0 to 1.0. Use temperature closer to 0.0 for analytical / multiple choice, and closer to 1.0 for creative and generative tasks.

    Note that even with temperature of 0.0, the results will not be fully deterministic.

    maximum1
    minimum0
    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[BetaToolUnionParam]]

    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
    top_k: Optional[int]

    Only sample from the top K options for each subsequent token.

    Used to remove "long tail" low probability responses. Learn more technical details here.

    Recommended for advanced use cases only. You usually only need to use temperature.

    minimum0
    top_p: Optional[float]

    Use nucleus sampling.

    In nucleus sampling, we compute the cumulative distribution over all the options for each subsequent token in decreasing probability order and cut it off once it reaches a particular probability specified by top_p. You should either alter temperature or top_p, but not both.

    Recommended for advanced use cases only. You usually only need to use temperature.

    maximum1
    minimum0
    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 BetaMessage: …
    id: str

    Unique object identifier.

    The format and length of IDs may change over time.

    container: Optional[BetaContainer]

    Information about the container used in the request (for the code execution tool)

    id: str

    Identifier for the container used in this request

    expires_at: datetime

    The time at which the container will expire.

    formatdate-time
    skills: Optional[List[BetaSkill]]

    Skills loaded in the container

    skill_id: str

    Skill ID

    maxLength64
    minLength1
    type: Literal["anthropic", "custom"]

    Type of skill - either 'anthropic' (built-in) or 'custom' (user-defined)

    Accepts one of the following:
    "anthropic"
    "custom"
    version: str

    Skill version or 'latest' for most recent version

    maxLength64
    minLength1
    content: List[BetaContentBlock]

    Content generated by the model.

    This is an array of content blocks, each of which has a type that determines its shape.

    Example:

    [{"type": "text", "text": "Hi, I'm Claude."}]
    

    If the request input messages ended with an assistant turn, then the response content will continue directly from that last turn. You can use this to constrain the model's output.

    For example, if the input messages were:

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

    Then the response content might be:

    [{"type": "text", "text": "B)"}]
    
    Accepts one of the following:
    class BetaTextBlock: …
    citations: Optional[List[BetaTextCitation]]

    Citations supporting the text block.

    The type of citation returned will depend on the type of document being cited. Citing a PDF results in page_location, plain text results in char_location, and content document results in content_block_location.

    Accepts one of the following:
    class BetaCitationCharLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_char_index: int
    file_id: Optional[str]
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_page_number: int
    file_id: Optional[str]
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_block_index: int
    file_id: Optional[str]
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationsWebSearchResultLocation: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    class BetaCitationSearchResultLocation: …
    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"
    text: str
    maxLength5000000
    minLength0
    type: Literal["text"]
    Accepts one of the following:
    "text"
    class BetaThinkingBlock: …
    signature: str
    thinking: str
    type: Literal["thinking"]
    Accepts one of the following:
    "thinking"
    class BetaRedactedThinkingBlock: …
    data: str
    type: Literal["redacted_thinking"]
    Accepts one of the following:
    "redacted_thinking"
    class BetaToolUseBlock: …
    id: str
    input: Dict[str, object]
    name: str
    minLength1
    type: Literal["tool_use"]
    Accepts one of the following:
    "tool_use"
    class BetaServerToolUseBlock: …
    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"
    class BetaWebSearchToolResultBlock: …
    content: BetaWebSearchToolResultBlockContent
    Accepts one of the following:
    class BetaWebSearchToolResultError: …
    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"
    UnionMember1 = List[BetaWebSearchResultBlock]
    encrypted_content: str
    page_age: Optional[str]
    title: str
    type: Literal["web_search_result"]
    Accepts one of the following:
    "web_search_result"
    url: str
    tool_use_id: str
    type: Literal["web_search_tool_result"]
    Accepts one of the following:
    "web_search_tool_result"
    class BetaWebFetchToolResultBlock: …
    content: Content
    Accepts one of the following:
    class BetaWebFetchToolResultErrorBlock: …
    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 BetaWebFetchBlock: …
    content: BetaDocumentBlock
    citations: Optional[BetaCitationConfig]

    Citation configuration for the document

    enabled: bool
    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"
    title: Optional[str]

    The title of the document

    type: Literal["document"]
    Accepts one of the following:
    "document"
    retrieved_at: Optional[str]

    ISO 8601 timestamp when the content was retrieved

    type: Literal["web_fetch_result"]
    Accepts one of the following:
    "web_fetch_result"
    url: str

    Fetched content URL

    tool_use_id: str
    type: Literal["web_fetch_tool_result"]
    Accepts one of the following:
    "web_fetch_tool_result"
    class BetaCodeExecutionToolResultBlock: …
    content: BetaCodeExecutionToolResultBlockContent
    Accepts one of the following:
    class BetaCodeExecutionToolResultError: …
    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 BetaCodeExecutionResultBlock: …
    content: List[BetaCodeExecutionOutputBlock]
    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"
    class BetaBashCodeExecutionToolResultBlock: …
    content: Content
    Accepts one of the following:
    class BetaBashCodeExecutionToolResultError: …
    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 BetaBashCodeExecutionResultBlock: …
    content: List[BetaBashCodeExecutionOutputBlock]
    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"
    class BetaTextEditorCodeExecutionToolResultBlock: …
    content: Content
    Accepts one of the following:
    class BetaTextEditorCodeExecutionToolResultError: …
    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"
    error_message: Optional[str]
    type: Literal["text_editor_code_execution_tool_result_error"]
    Accepts one of the following:
    "text_editor_code_execution_tool_result_error"
    class BetaTextEditorCodeExecutionViewResultBlock: …
    content: str
    file_type: Literal["text", "image", "pdf"]
    Accepts one of the following:
    "text"
    "image"
    "pdf"
    num_lines: Optional[int]
    start_line: Optional[int]
    total_lines: Optional[int]
    type: Literal["text_editor_code_execution_view_result"]
    Accepts one of the following:
    "text_editor_code_execution_view_result"
    class BetaTextEditorCodeExecutionCreateResultBlock: …
    is_file_update: bool
    type: Literal["text_editor_code_execution_create_result"]
    Accepts one of the following:
    "text_editor_code_execution_create_result"
    class BetaTextEditorCodeExecutionStrReplaceResultBlock: …
    lines: Optional[List[str]]
    new_lines: Optional[int]
    new_start: Optional[int]
    old_lines: Optional[int]
    old_start: Optional[int]
    type: Literal["text_editor_code_execution_str_replace_result"]
    Accepts one of the following:
    "text_editor_code_execution_str_replace_result"
    tool_use_id: str
    type: Literal["text_editor_code_execution_tool_result"]
    Accepts one of the following:
    "text_editor_code_execution_tool_result"
    class BetaMCPToolUseBlock: …
    id: str
    input: Dict[str, object]
    name: str

    The name of the MCP tool

    server_name: str

    The name of the MCP server

    type: Literal["mcp_tool_use"]
    Accepts one of the following:
    "mcp_tool_use"
    class BetaMCPToolResultBlock: …
    content: Union[str, List[BetaTextBlock]]
    Accepts one of the following:
    ContentUnionMember0 = str
    ContentBetaMCPToolResultBlockContent = List[BetaTextBlock]
    citations: Optional[List[BetaTextCitation]]

    Citations supporting the text block.

    The type of citation returned will depend on the type of document being cited. Citing a PDF results in page_location, plain text results in char_location, and content document results in content_block_location.

    Accepts one of the following:
    class BetaCitationCharLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_char_index: int
    file_id: Optional[str]
    start_char_index: int
    minimum0
    type: Literal["char_location"]
    Accepts one of the following:
    "char_location"
    class BetaCitationPageLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_page_number: int
    file_id: Optional[str]
    start_page_number: int
    minimum1
    type: Literal["page_location"]
    Accepts one of the following:
    "page_location"
    class BetaCitationContentBlockLocation: …
    cited_text: str
    document_index: int
    minimum0
    document_title: Optional[str]
    end_block_index: int
    file_id: Optional[str]
    start_block_index: int
    minimum0
    type: Literal["content_block_location"]
    Accepts one of the following:
    "content_block_location"
    class BetaCitationsWebSearchResultLocation: …
    cited_text: str
    encrypted_index: str
    title: Optional[str]
    maxLength512
    type: Literal["web_search_result_location"]
    Accepts one of the following:
    "web_search_result_location"
    url: str
    class BetaCitationSearchResultLocation: …
    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"
    text: str
    maxLength5000000
    minLength0
    type: Literal["text"]
    Accepts one of the following:
    "text"
    is_error: bool
    tool_use_id: str
    type: Literal["mcp_tool_result"]
    Accepts one of the following:
    "mcp_tool_result"
    class BetaContainerUploadBlock: …

    Response model for a file uploaded to the container.

    file_id: str
    type: Literal["container_upload"]
    Accepts one of the following:
    "container_upload"
    context_management: Optional[BetaContextManagementResponse]

    Context management response.

    Information about context management strategies applied during the request.

    applied_edits: List[AppliedEdit]

    List of context management edits that were applied.

    Accepts one of the following:
    class BetaClearToolUses20250919EditResponse: …
    cleared_input_tokens: int

    Number of input tokens cleared by this edit.

    minimum0
    cleared_tool_uses: int

    Number of tool uses that were cleared.

    minimum0
    type: Literal["clear_tool_uses_20250919"]

    The type of context management edit applied.

    Accepts one of the following:
    "clear_tool_uses_20250919"
    class BetaClearThinking20251015EditResponse: …
    cleared_input_tokens: int

    Number of input tokens cleared by this edit.

    minimum0
    cleared_thinking_turns: int

    Number of thinking turns that were cleared.

    minimum0
    type: Literal["clear_thinking_20251015"]

    The type of context management edit applied.

    Accepts one of the following:
    "clear_thinking_20251015"
    model: Model

    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
    role: Literal["assistant"]

    Conversational role of the generated message.

    This will always be "assistant".

    Accepts one of the following:
    "assistant"
    stop_reason: Optional[BetaStopReason]

    The reason that we stopped.

    This may be one the following values:

    • "end_turn": the model reached a natural stopping point
    • "max_tokens": we exceeded the requested max_tokens or the model's maximum
    • "stop_sequence": one of your provided custom stop_sequences was generated
    • "tool_use": the model invoked one or more tools
    • "pause_turn": we paused a long-running turn. You may provide the response back as-is in a subsequent request to let the model continue.
    • "refusal": when streaming classifiers intervene to handle potential policy violations

    In non-streaming mode this value is always non-null. In streaming mode, it is null in the message_start event and non-null otherwise.

    Accepts one of the following:
    "end_turn"
    "max_tokens"
    "stop_sequence"
    "tool_use"
    "pause_turn"
    "refusal"
    "model_context_window_exceeded"
    stop_sequence: Optional[str]

    Which custom stop sequence was generated, if any.

    This value will be a non-null string if one of your custom stop sequences was generated.

    type: Literal["message"]

    Object type.

    For Messages, this is always "message".

    Accepts one of the following:
    "message"
    usage: BetaUsage

    Billing and rate-limit usage.

    Anthropic's API bills and rate-limits by token counts, as tokens represent the underlying cost to our systems.

    Under the hood, the API transforms requests into a format suitable for the model. The model's output then goes through a parsing stage before becoming an API response. As a result, the token counts in usage will not match one-to-one with the exact visible content of an API request or response.

    For example, output_tokens will be non-zero, even for an empty string response from Claude.

    Total input tokens in a request is the summation of input_tokens, cache_creation_input_tokens, and cache_read_input_tokens.

    cache_creation: Optional[BetaCacheCreation]

    Breakdown of cached tokens by TTL

    ephemeral_1h_input_tokens: int

    The number of input tokens used to create the 1 hour cache entry.

    minimum0
    ephemeral_5m_input_tokens: int

    The number of input tokens used to create the 5 minute cache entry.

    minimum0
    cache_creation_input_tokens: Optional[int]

    The number of input tokens used to create the cache entry.

    minimum0
    cache_read_input_tokens: Optional[int]

    The number of input tokens read from the cache.

    minimum0
    input_tokens: int

    The number of input tokens which were used.

    minimum0
    output_tokens: int

    The number of output tokens which were used.

    minimum0
    server_tool_use: Optional[BetaServerToolUsage]

    The number of server tool requests.

    web_fetch_requests: int

    The number of web fetch tool requests.

    minimum0
    web_search_requests: int

    The number of web search tool requests.

    minimum0
    service_tier: Optional[Literal["standard", "priority", "batch"]]

    If the request used the priority, standard, or batch tier.

    Accepts one of the following:
    "standard"
    "priority"
    "batch"
    Create a Message
    Python
    from anthropic import Anthropic
    
    client = Anthropic(
        api_key="my-anthropic-api-key",
    )
    beta_message = client.beta.messages.create(
        max_tokens=1024,
        messages=[{
            "content": "Hello, world",
            "role": "user",
        }],
        model="claude-sonnet-4-5-20250929",
    )
    print(beta_message.id)
    {
      "id": "msg_013Zva2CMHLNnXjNJJKqJ2EF",
      "container": {
        "id": "id",
        "expires_at": "2019-12-27T18:11:19.117Z",
        "skills": [
          {
            "skill_id": "x",
            "type": "anthropic",
            "version": "x"
          }
        ]
      },
      "content": [
        {
          "citations": [
            {
              "cited_text": "cited_text",
              "document_index": 0,
              "document_title": "document_title",
              "end_char_index": 0,
              "file_id": "file_id",
              "start_char_index": 0,
              "type": "char_location"
            }
          ],
          "text": "Hi! My name is Claude.",
          "type": "text"
        }
      ],
      "context_management": {
        "applied_edits": [
          {
            "cleared_input_tokens": 0,
            "cleared_tool_uses": 0,
            "type": "clear_tool_uses_20250919"
          }
        ]
      },
      "model": "claude-sonnet-4-5-20250929",
      "role": "assistant",
      "stop_reason": "end_turn",
      "stop_sequence": null,
      "type": "message",
      "usage": {
        "cache_creation": {
          "ephemeral_1h_input_tokens": 0,
          "ephemeral_5m_input_tokens": 0
        },
        "cache_creation_input_tokens": 2051,
        "cache_read_input_tokens": 2051,
        "input_tokens": 2095,
        "output_tokens": 503,
        "server_tool_use": {
          "web_fetch_requests": 2,
          "web_search_requests": 0
        },
        "service_tier": "standard"
      }
    }
    Returns Examples
    {
      "id": "msg_013Zva2CMHLNnXjNJJKqJ2EF",
      "container": {
        "id": "id",
        "expires_at": "2019-12-27T18:11:19.117Z",
        "skills": [
          {
            "skill_id": "x",
            "type": "anthropic",
            "version": "x"
          }
        ]
      },
      "content": [
        {
          "citations": [
            {
              "cited_text": "cited_text",
              "document_index": 0,
              "document_title": "document_title",
              "end_char_index": 0,
              "file_id": "file_id",
              "start_char_index": 0,
              "type": "char_location"
            }
          ],
          "text": "Hi! My name is Claude.",
          "type": "text"
        }
      ],
      "context_management": {
        "applied_edits": [
          {
            "cleared_input_tokens": 0,
            "cleared_tool_uses": 0,
            "type": "clear_tool_uses_20250919"
          }
        ]
      },
      "model": "claude-sonnet-4-5-20250929",
      "role": "assistant",
      "stop_reason": "end_turn",
      "stop_sequence": null,
      "type": "message",
      "usage": {
        "cache_creation": {
          "ephemeral_1h_input_tokens": 0,
          "ephemeral_5m_input_tokens": 0
        },
        "cache_creation_input_tokens": 2051,
        "cache_read_input_tokens": 2051,
        "input_tokens": 2095,
        "output_tokens": 503,
        "server_tool_use": {
          "web_fetch_requests": 2,
          "web_search_requests": 0
        },
        "service_tier": "standard"
      }
    }
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    • Usage policy

    Products

    • Claude
    • 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