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    Using the API
    API overviewBeta headersErrors
    Messages
    Create a Message
    Count tokens in a Message
    Create a Message Batch
    Retrieve a Message Batch
    List Message Batches
    Cancel a Message Batch
    Delete a Message Batch
    Retrieve Message Batch results
    Models
    List Models
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    Batches

    Create a Message Batch
    messages.batches.create(**kwargs) -> MessageBatch { id, archived_at, cancel_initiated_at, 7 more }
    POST/v1/messages/batches
    Retrieve a Message Batch
    messages.batches.retrieve(message_batch_id) -> MessageBatch { id, archived_at, cancel_initiated_at, 7 more }
    GET/v1/messages/batches/{message_batch_id}
    List Message Batches
    messages.batches.list(**kwargs) -> Page<MessageBatch { id, archived_at, cancel_initiated_at, 7 more } >
    GET/v1/messages/batches
    Cancel a Message Batch
    messages.batches.cancel(message_batch_id) -> MessageBatch { id, archived_at, cancel_initiated_at, 7 more }
    POST/v1/messages/batches/{message_batch_id}/cancel
    Delete a Message Batch
    messages.batches.delete(message_batch_id) -> DeletedMessageBatch { id, type }
    DELETE/v1/messages/batches/{message_batch_id}
    Retrieve Message Batch results
    messages.batches.results(message_batch_id) -> MessageBatchIndividualResponse { custom_id, result }
    GET/v1/messages/batches/{message_batch_id}/results
    ModelsExpand Collapse
    class DeletedMessageBatch { id, type }
    id: String

    ID of the Message Batch.

    type: :message_batch_deleted

    Deleted object type.

    For Message Batches, this is always "message_batch_deleted".

    class MessageBatch { id, archived_at, cancel_initiated_at, 7 more }
    id: String

    Unique object identifier.

    The format and length of IDs may change over time.

    archived_at: Time

    RFC 3339 datetime string representing the time at which the Message Batch was archived and its results became unavailable.

    cancel_initiated_at: Time

    RFC 3339 datetime string representing the time at which cancellation was initiated for the Message Batch. Specified only if cancellation was initiated.

    created_at: Time

    RFC 3339 datetime string representing the time at which the Message Batch was created.

    ended_at: Time

    RFC 3339 datetime string representing the time at which processing for the Message Batch ended. Specified only once processing ends.

    Processing ends when every request in a Message Batch has either succeeded, errored, canceled, or expired.

    formatdate-time
    expires_at: Time

    RFC 3339 datetime string representing the time at which the Message Batch will expire and end processing, which is 24 hours after creation.

    processing_status: :in_progress | :canceling | :ended

    Processing status of the Message Batch.

    Accepts one of the following:
    :in_progress
    :canceling
    :ended
    request_counts: MessageBatchRequestCounts { canceled, errored, expired, 2 more }

    Tallies requests within the Message Batch, categorized by their status.

    Requests start as processing and move to one of the other statuses only once processing of the entire batch ends. The sum of all values always matches the total number of requests in the batch.

    canceled: Integer

    Number of requests in the Message Batch that have been canceled.

    This is zero until processing of the entire Message Batch has ended.

    errored: Integer

    Number of requests in the Message Batch that encountered an error.

    This is zero until processing of the entire Message Batch has ended.

    expired: Integer

    Number of requests in the Message Batch that have expired.

    This is zero until processing of the entire Message Batch has ended.

    processing: Integer

    Number of requests in the Message Batch that are processing.

    succeeded: Integer

    Number of requests in the Message Batch that have completed successfully.

    This is zero until processing of the entire Message Batch has ended.

    results_url: String

    URL to a .jsonl file containing the results of the Message Batch requests. Specified only once processing ends.

    Results in the file are not guaranteed to be in the same order as requests. Use the custom_id field to match results to requests.

    type: :message_batch

    Object type.

    For Message Batches, this is always "message_batch".

    class MessageBatchCanceledResult { type }
    type: :canceled
    class MessageBatchErroredResult { error, type }
    error: ErrorResponse { error, request_id, type }
    error: ErrorObject
    Accepts one of the following:
    class InvalidRequestError { message, type }
    message: String
    type: :invalid_request_error
    class AuthenticationError { message, type }
    message: String
    type: :authentication_error
    class BillingError { message, type }
    message: String
    type: :billing_error
    class PermissionError { message, type }
    message: String
    type: :permission_error
    class NotFoundError { message, type }
    message: String
    type: :not_found_error
    class RateLimitError { message, type }
    message: String
    type: :rate_limit_error
    class GatewayTimeoutError { message, type }
    message: String
    type: :timeout_error
    class APIErrorObject { message, type }
    message: String
    type: :api_error
    class OverloadedError { message, type }
    message: String
    type: :overloaded_error
    request_id: String
    type: :error
    type: :errored
    class MessageBatchExpiredResult { type }
    type: :expired
    class MessageBatchIndividualResponse { custom_id, result }

    This is a single line in the response .jsonl file and does not represent the response as a whole.

    custom_id: String

    Developer-provided ID created for each request in a Message Batch. Useful for matching results to requests, as results may be given out of request order.

    Must be unique for each request within the Message Batch.

    result: MessageBatchResult

    Processing result for this request.

    Contains a Message output if processing was successful, an error response if processing failed, or the reason why processing was not attempted, such as cancellation or expiration.

    Accepts one of the following:
    class MessageBatchSucceededResult { message, type }
    message: Message { id, container, content, 6 more }
    id: String

    Unique object identifier.

    The format and length of IDs may change over time.

    container: Container { id, expires_at }

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

    id: String

    Identifier for the container used in this request

    expires_at: Time

    The time at which the container will expire.

    content: Array[ContentBlock]

    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 TextBlock { citations, text, type }
    citations: Array[TextCitation]

    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 CitationCharLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_char_index: Integer
    file_id: String
    start_char_index: Integer
    type: :char_location
    class CitationPageLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_page_number: Integer
    file_id: String
    start_page_number: Integer
    type: :page_location
    class CitationContentBlockLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_block_index: Integer
    file_id: String
    start_block_index: Integer
    type: :content_block_location
    class CitationsWebSearchResultLocation { cited_text, encrypted_index, title, 2 more }
    cited_text: String
    encrypted_index: String
    title: String
    type: :web_search_result_location
    url: String
    class CitationsSearchResultLocation { cited_text, end_block_index, search_result_index, 4 more }
    cited_text: String
    end_block_index: Integer
    search_result_index: Integer
    source: String
    start_block_index: Integer
    title: String
    type: :search_result_location
    text: String
    type: :text
    class ThinkingBlock { signature, thinking, type }
    signature: String
    thinking: String
    type: :thinking
    class RedactedThinkingBlock { data, type }
    data: String
    type: :redacted_thinking
    class ToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: String
    type: :tool_use
    class ServerToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: :web_search | :web_fetch | :code_execution | 4 more
    Accepts one of the following:
    :web_search
    :web_fetch
    :code_execution
    :bash_code_execution
    :text_editor_code_execution
    :tool_search_tool_regex
    :tool_search_tool_bm25
    type: :server_tool_use
    class WebSearchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebSearchToolResultBlockContent
    Accepts one of the following:
    class WebSearchToolResultError { error_code, type }
    error_code: WebSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :max_uses_exceeded
    :too_many_requests
    :query_too_long
    :request_too_large
    type: :web_search_tool_result_error
    Array[WebSearchResultBlock { encrypted_content, page_age, title, 2 more } ]
    encrypted_content: String
    page_age: String
    title: String
    type: :web_search_result
    url: String
    tool_use_id: String
    type: :web_search_tool_result
    class WebFetchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebFetchToolResultErrorBlock { error_code, type } | WebFetchBlock { content, retrieved_at, type, url }
    Accepts one of the following:
    class WebFetchToolResultErrorBlock { error_code, type }
    error_code: WebFetchToolResultErrorCode
    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: :web_fetch_tool_result_error
    class WebFetchBlock { content, retrieved_at, type, url }
    content: DocumentBlock { citations, source, title, type }
    citations: CitationsConfig { enabled }

    Citation configuration for the document

    enabled: bool
    source: Base64PDFSource { data, media_type, type } | PlainTextSource { data, media_type, type }
    Accepts one of the following:
    class Base64PDFSource { data, media_type, type }
    data: String
    media_type: :"application/pdf"
    type: :base64
    class PlainTextSource { data, media_type, type }
    data: String
    media_type: :"text/plain"
    type: :text
    title: String

    The title of the document

    type: :document
    retrieved_at: String

    ISO 8601 timestamp when the content was retrieved

    type: :web_fetch_result
    url: String

    Fetched content URL

    tool_use_id: String
    type: :web_fetch_tool_result
    class CodeExecutionToolResultBlock { content, tool_use_id, type }
    content: CodeExecutionToolResultBlockContent

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

    Accepts one of the following:
    class CodeExecutionToolResultError { error_code, type }
    error_code: CodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    type: :code_execution_tool_result_error
    class CodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :code_execution_result
    class EncryptedCodeExecutionResultBlock { content, encrypted_stdout, return_code, 2 more }

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

    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    encrypted_stdout: String
    return_code: Integer
    stderr: String
    type: :encrypted_code_execution_result
    tool_use_id: String
    type: :code_execution_tool_result
    class BashCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: BashCodeExecutionToolResultError { error_code, type } | BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    Accepts one of the following:
    class BashCodeExecutionToolResultError { error_code, type }
    error_code: BashCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :output_file_too_large
    type: :bash_code_execution_tool_result_error
    class BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[BashCodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :bash_code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :bash_code_execution_result
    tool_use_id: String
    type: :bash_code_execution_tool_result
    class TextEditorCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: TextEditorCodeExecutionToolResultError { error_code, error_message, type } | TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more } | TextEditorCodeExecutionCreateResultBlock { is_file_update, type } | TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    Accepts one of the following:
    class TextEditorCodeExecutionToolResultError { error_code, error_message, type }
    error_code: TextEditorCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :file_not_found
    error_message: String
    type: :text_editor_code_execution_tool_result_error
    class TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more }
    content: String
    file_type: :text | :image | :pdf
    Accepts one of the following:
    :text
    :image
    :pdf
    num_lines: Integer
    start_line: Integer
    total_lines: Integer
    type: :text_editor_code_execution_view_result
    class TextEditorCodeExecutionCreateResultBlock { is_file_update, type }
    is_file_update: bool
    type: :text_editor_code_execution_create_result
    class TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    lines: Array[String]
    new_lines: Integer
    new_start: Integer
    old_lines: Integer
    old_start: Integer
    type: :text_editor_code_execution_str_replace_result
    tool_use_id: String
    type: :text_editor_code_execution_tool_result
    class ToolSearchToolResultBlock { content, tool_use_id, type }
    content: ToolSearchToolResultError { error_code, error_message, type } | ToolSearchToolSearchResultBlock { tool_references, type }
    Accepts one of the following:
    class ToolSearchToolResultError { error_code, error_message, type }
    error_code: ToolSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    error_message: String
    type: :tool_search_tool_result_error
    class ToolSearchToolSearchResultBlock { tool_references, type }
    tool_references: Array[ToolReferenceBlock { tool_name, type } ]
    tool_name: String
    type: :tool_reference
    type: :tool_search_tool_search_result
    tool_use_id: String
    type: :tool_search_tool_result
    class ContainerUploadBlock { file_id, type }

    Response model for a file uploaded to the container.

    file_id: String
    type: :container_upload
    model: Model

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6" | :"claude-sonnet-4-6" | :"claude-opus-4-5-20251101" | 19 more

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6"

    Most intelligent model for building agents and coding

    :"claude-sonnet-4-6"

    Frontier intelligence at scale — built for coding, agents, and enterprise workflows

    :"claude-opus-4-5-20251101"

    Premium model combining maximum intelligence with practical performance

    :"claude-opus-4-5"

    Premium model combining maximum intelligence with practical performance

    :"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

    String
    role: :assistant

    Conversational role of the generated message.

    This will always be "assistant".

    stop_reason: StopReason

    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
    stop_sequence: String

    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: :message

    Object type.

    For Messages, this is always "message".

    usage: Usage { cache_creation, cache_creation_input_tokens, cache_read_input_tokens, 5 more }

    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: CacheCreation { ephemeral_1h_input_tokens, ephemeral_5m_input_tokens }

    Breakdown of cached tokens by TTL

    ephemeral_1h_input_tokens: Integer

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

    ephemeral_5m_input_tokens: Integer

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

    cache_creation_input_tokens: Integer

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

    cache_read_input_tokens: Integer

    The number of input tokens read from the cache.

    inference_geo: String

    The geographic region where inference was performed for this request.

    input_tokens: Integer

    The number of input tokens which were used.

    output_tokens: Integer

    The number of output tokens which were used.

    server_tool_use: ServerToolUsage { web_fetch_requests, web_search_requests }

    The number of server tool requests.

    web_fetch_requests: Integer

    The number of web fetch tool requests.

    web_search_requests: Integer

    The number of web search tool requests.

    service_tier: :standard | :priority | :batch

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

    Accepts one of the following:
    :standard
    :priority
    :batch
    type: :succeeded
    class MessageBatchErroredResult { error, type }
    error: ErrorResponse { error, request_id, type }
    error: ErrorObject
    Accepts one of the following:
    class InvalidRequestError { message, type }
    message: String
    type: :invalid_request_error
    class AuthenticationError { message, type }
    message: String
    type: :authentication_error
    class BillingError { message, type }
    message: String
    type: :billing_error
    class PermissionError { message, type }
    message: String
    type: :permission_error
    class NotFoundError { message, type }
    message: String
    type: :not_found_error
    class RateLimitError { message, type }
    message: String
    type: :rate_limit_error
    class GatewayTimeoutError { message, type }
    message: String
    type: :timeout_error
    class APIErrorObject { message, type }
    message: String
    type: :api_error
    class OverloadedError { message, type }
    message: String
    type: :overloaded_error
    request_id: String
    type: :error
    type: :errored
    class MessageBatchCanceledResult { type }
    type: :canceled
    class MessageBatchExpiredResult { type }
    type: :expired
    class MessageBatchRequestCounts { canceled, errored, expired, 2 more }
    canceled: Integer

    Number of requests in the Message Batch that have been canceled.

    This is zero until processing of the entire Message Batch has ended.

    errored: Integer

    Number of requests in the Message Batch that encountered an error.

    This is zero until processing of the entire Message Batch has ended.

    expired: Integer

    Number of requests in the Message Batch that have expired.

    This is zero until processing of the entire Message Batch has ended.

    processing: Integer

    Number of requests in the Message Batch that are processing.

    succeeded: Integer

    Number of requests in the Message Batch that have completed successfully.

    This is zero until processing of the entire Message Batch has ended.

    MessageBatchResult = MessageBatchSucceededResult { message, type } | MessageBatchErroredResult { error, type } | MessageBatchCanceledResult { type } | MessageBatchExpiredResult { type }

    Processing result for this request.

    Contains a Message output if processing was successful, an error response if processing failed, or the reason why processing was not attempted, such as cancellation or expiration.

    Accepts one of the following:
    class MessageBatchSucceededResult { message, type }
    message: Message { id, container, content, 6 more }
    id: String

    Unique object identifier.

    The format and length of IDs may change over time.

    container: Container { id, expires_at }

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

    id: String

    Identifier for the container used in this request

    expires_at: Time

    The time at which the container will expire.

    content: Array[ContentBlock]

    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 TextBlock { citations, text, type }
    citations: Array[TextCitation]

    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 CitationCharLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_char_index: Integer
    file_id: String
    start_char_index: Integer
    type: :char_location
    class CitationPageLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_page_number: Integer
    file_id: String
    start_page_number: Integer
    type: :page_location
    class CitationContentBlockLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_block_index: Integer
    file_id: String
    start_block_index: Integer
    type: :content_block_location
    class CitationsWebSearchResultLocation { cited_text, encrypted_index, title, 2 more }
    cited_text: String
    encrypted_index: String
    title: String
    type: :web_search_result_location
    url: String
    class CitationsSearchResultLocation { cited_text, end_block_index, search_result_index, 4 more }
    cited_text: String
    end_block_index: Integer
    search_result_index: Integer
    source: String
    start_block_index: Integer
    title: String
    type: :search_result_location
    text: String
    type: :text
    class ThinkingBlock { signature, thinking, type }
    signature: String
    thinking: String
    type: :thinking
    class RedactedThinkingBlock { data, type }
    data: String
    type: :redacted_thinking
    class ToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: String
    type: :tool_use
    class ServerToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: :web_search | :web_fetch | :code_execution | 4 more
    Accepts one of the following:
    :web_search
    :web_fetch
    :code_execution
    :bash_code_execution
    :text_editor_code_execution
    :tool_search_tool_regex
    :tool_search_tool_bm25
    type: :server_tool_use
    class WebSearchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebSearchToolResultBlockContent
    Accepts one of the following:
    class WebSearchToolResultError { error_code, type }
    error_code: WebSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :max_uses_exceeded
    :too_many_requests
    :query_too_long
    :request_too_large
    type: :web_search_tool_result_error
    Array[WebSearchResultBlock { encrypted_content, page_age, title, 2 more } ]
    encrypted_content: String
    page_age: String
    title: String
    type: :web_search_result
    url: String
    tool_use_id: String
    type: :web_search_tool_result
    class WebFetchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebFetchToolResultErrorBlock { error_code, type } | WebFetchBlock { content, retrieved_at, type, url }
    Accepts one of the following:
    class WebFetchToolResultErrorBlock { error_code, type }
    error_code: WebFetchToolResultErrorCode
    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: :web_fetch_tool_result_error
    class WebFetchBlock { content, retrieved_at, type, url }
    content: DocumentBlock { citations, source, title, type }
    citations: CitationsConfig { enabled }

    Citation configuration for the document

    enabled: bool
    source: Base64PDFSource { data, media_type, type } | PlainTextSource { data, media_type, type }
    Accepts one of the following:
    class Base64PDFSource { data, media_type, type }
    data: String
    media_type: :"application/pdf"
    type: :base64
    class PlainTextSource { data, media_type, type }
    data: String
    media_type: :"text/plain"
    type: :text
    title: String

    The title of the document

    type: :document
    retrieved_at: String

    ISO 8601 timestamp when the content was retrieved

    type: :web_fetch_result
    url: String

    Fetched content URL

    tool_use_id: String
    type: :web_fetch_tool_result
    class CodeExecutionToolResultBlock { content, tool_use_id, type }
    content: CodeExecutionToolResultBlockContent

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

    Accepts one of the following:
    class CodeExecutionToolResultError { error_code, type }
    error_code: CodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    type: :code_execution_tool_result_error
    class CodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :code_execution_result
    class EncryptedCodeExecutionResultBlock { content, encrypted_stdout, return_code, 2 more }

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

    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    encrypted_stdout: String
    return_code: Integer
    stderr: String
    type: :encrypted_code_execution_result
    tool_use_id: String
    type: :code_execution_tool_result
    class BashCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: BashCodeExecutionToolResultError { error_code, type } | BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    Accepts one of the following:
    class BashCodeExecutionToolResultError { error_code, type }
    error_code: BashCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :output_file_too_large
    type: :bash_code_execution_tool_result_error
    class BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[BashCodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :bash_code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :bash_code_execution_result
    tool_use_id: String
    type: :bash_code_execution_tool_result
    class TextEditorCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: TextEditorCodeExecutionToolResultError { error_code, error_message, type } | TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more } | TextEditorCodeExecutionCreateResultBlock { is_file_update, type } | TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    Accepts one of the following:
    class TextEditorCodeExecutionToolResultError { error_code, error_message, type }
    error_code: TextEditorCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :file_not_found
    error_message: String
    type: :text_editor_code_execution_tool_result_error
    class TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more }
    content: String
    file_type: :text | :image | :pdf
    Accepts one of the following:
    :text
    :image
    :pdf
    num_lines: Integer
    start_line: Integer
    total_lines: Integer
    type: :text_editor_code_execution_view_result
    class TextEditorCodeExecutionCreateResultBlock { is_file_update, type }
    is_file_update: bool
    type: :text_editor_code_execution_create_result
    class TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    lines: Array[String]
    new_lines: Integer
    new_start: Integer
    old_lines: Integer
    old_start: Integer
    type: :text_editor_code_execution_str_replace_result
    tool_use_id: String
    type: :text_editor_code_execution_tool_result
    class ToolSearchToolResultBlock { content, tool_use_id, type }
    content: ToolSearchToolResultError { error_code, error_message, type } | ToolSearchToolSearchResultBlock { tool_references, type }
    Accepts one of the following:
    class ToolSearchToolResultError { error_code, error_message, type }
    error_code: ToolSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    error_message: String
    type: :tool_search_tool_result_error
    class ToolSearchToolSearchResultBlock { tool_references, type }
    tool_references: Array[ToolReferenceBlock { tool_name, type } ]
    tool_name: String
    type: :tool_reference
    type: :tool_search_tool_search_result
    tool_use_id: String
    type: :tool_search_tool_result
    class ContainerUploadBlock { file_id, type }

    Response model for a file uploaded to the container.

    file_id: String
    type: :container_upload
    model: Model

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6" | :"claude-sonnet-4-6" | :"claude-opus-4-5-20251101" | 19 more

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6"

    Most intelligent model for building agents and coding

    :"claude-sonnet-4-6"

    Frontier intelligence at scale — built for coding, agents, and enterprise workflows

    :"claude-opus-4-5-20251101"

    Premium model combining maximum intelligence with practical performance

    :"claude-opus-4-5"

    Premium model combining maximum intelligence with practical performance

    :"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

    String
    role: :assistant

    Conversational role of the generated message.

    This will always be "assistant".

    stop_reason: StopReason

    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
    stop_sequence: String

    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: :message

    Object type.

    For Messages, this is always "message".

    usage: Usage { cache_creation, cache_creation_input_tokens, cache_read_input_tokens, 5 more }

    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: CacheCreation { ephemeral_1h_input_tokens, ephemeral_5m_input_tokens }

    Breakdown of cached tokens by TTL

    ephemeral_1h_input_tokens: Integer

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

    ephemeral_5m_input_tokens: Integer

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

    cache_creation_input_tokens: Integer

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

    cache_read_input_tokens: Integer

    The number of input tokens read from the cache.

    inference_geo: String

    The geographic region where inference was performed for this request.

    input_tokens: Integer

    The number of input tokens which were used.

    output_tokens: Integer

    The number of output tokens which were used.

    server_tool_use: ServerToolUsage { web_fetch_requests, web_search_requests }

    The number of server tool requests.

    web_fetch_requests: Integer

    The number of web fetch tool requests.

    web_search_requests: Integer

    The number of web search tool requests.

    service_tier: :standard | :priority | :batch

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

    Accepts one of the following:
    :standard
    :priority
    :batch
    type: :succeeded
    class MessageBatchErroredResult { error, type }
    error: ErrorResponse { error, request_id, type }
    error: ErrorObject
    Accepts one of the following:
    class InvalidRequestError { message, type }
    message: String
    type: :invalid_request_error
    class AuthenticationError { message, type }
    message: String
    type: :authentication_error
    class BillingError { message, type }
    message: String
    type: :billing_error
    class PermissionError { message, type }
    message: String
    type: :permission_error
    class NotFoundError { message, type }
    message: String
    type: :not_found_error
    class RateLimitError { message, type }
    message: String
    type: :rate_limit_error
    class GatewayTimeoutError { message, type }
    message: String
    type: :timeout_error
    class APIErrorObject { message, type }
    message: String
    type: :api_error
    class OverloadedError { message, type }
    message: String
    type: :overloaded_error
    request_id: String
    type: :error
    type: :errored
    class MessageBatchCanceledResult { type }
    type: :canceled
    class MessageBatchExpiredResult { type }
    type: :expired
    class MessageBatchSucceededResult { message, type }
    message: Message { id, container, content, 6 more }
    id: String

    Unique object identifier.

    The format and length of IDs may change over time.

    container: Container { id, expires_at }

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

    id: String

    Identifier for the container used in this request

    expires_at: Time

    The time at which the container will expire.

    content: Array[ContentBlock]

    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 TextBlock { citations, text, type }
    citations: Array[TextCitation]

    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 CitationCharLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_char_index: Integer
    file_id: String
    start_char_index: Integer
    type: :char_location
    class CitationPageLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_page_number: Integer
    file_id: String
    start_page_number: Integer
    type: :page_location
    class CitationContentBlockLocation { cited_text, document_index, document_title, 4 more }
    cited_text: String
    document_index: Integer
    document_title: String
    end_block_index: Integer
    file_id: String
    start_block_index: Integer
    type: :content_block_location
    class CitationsWebSearchResultLocation { cited_text, encrypted_index, title, 2 more }
    cited_text: String
    encrypted_index: String
    title: String
    type: :web_search_result_location
    url: String
    class CitationsSearchResultLocation { cited_text, end_block_index, search_result_index, 4 more }
    cited_text: String
    end_block_index: Integer
    search_result_index: Integer
    source: String
    start_block_index: Integer
    title: String
    type: :search_result_location
    text: String
    type: :text
    class ThinkingBlock { signature, thinking, type }
    signature: String
    thinking: String
    type: :thinking
    class RedactedThinkingBlock { data, type }
    data: String
    type: :redacted_thinking
    class ToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: String
    type: :tool_use
    class ServerToolUseBlock { id, caller_, input, 2 more }
    id: String
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    input: Hash[Symbol, untyped]
    name: :web_search | :web_fetch | :code_execution | 4 more
    Accepts one of the following:
    :web_search
    :web_fetch
    :code_execution
    :bash_code_execution
    :text_editor_code_execution
    :tool_search_tool_regex
    :tool_search_tool_bm25
    type: :server_tool_use
    class WebSearchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebSearchToolResultBlockContent
    Accepts one of the following:
    class WebSearchToolResultError { error_code, type }
    error_code: WebSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :max_uses_exceeded
    :too_many_requests
    :query_too_long
    :request_too_large
    type: :web_search_tool_result_error
    Array[WebSearchResultBlock { encrypted_content, page_age, title, 2 more } ]
    encrypted_content: String
    page_age: String
    title: String
    type: :web_search_result
    url: String
    tool_use_id: String
    type: :web_search_tool_result
    class WebFetchToolResultBlock { caller_, content, tool_use_id, type }
    caller_: DirectCaller { type } | ServerToolCaller { tool_id, type } | ServerToolCaller20260120 { tool_id, type }

    Tool invocation directly from the model.

    Accepts one of the following:
    class DirectCaller { type }

    Tool invocation directly from the model.

    type: :direct
    class ServerToolCaller { tool_id, type }

    Tool invocation generated by a server-side tool.

    tool_id: String
    type: :code_execution_20250825
    class ServerToolCaller20260120 { tool_id, type }
    tool_id: String
    type: :code_execution_20260120
    content: WebFetchToolResultErrorBlock { error_code, type } | WebFetchBlock { content, retrieved_at, type, url }
    Accepts one of the following:
    class WebFetchToolResultErrorBlock { error_code, type }
    error_code: WebFetchToolResultErrorCode
    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: :web_fetch_tool_result_error
    class WebFetchBlock { content, retrieved_at, type, url }
    content: DocumentBlock { citations, source, title, type }
    citations: CitationsConfig { enabled }

    Citation configuration for the document

    enabled: bool
    source: Base64PDFSource { data, media_type, type } | PlainTextSource { data, media_type, type }
    Accepts one of the following:
    class Base64PDFSource { data, media_type, type }
    data: String
    media_type: :"application/pdf"
    type: :base64
    class PlainTextSource { data, media_type, type }
    data: String
    media_type: :"text/plain"
    type: :text
    title: String

    The title of the document

    type: :document
    retrieved_at: String

    ISO 8601 timestamp when the content was retrieved

    type: :web_fetch_result
    url: String

    Fetched content URL

    tool_use_id: String
    type: :web_fetch_tool_result
    class CodeExecutionToolResultBlock { content, tool_use_id, type }
    content: CodeExecutionToolResultBlockContent

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

    Accepts one of the following:
    class CodeExecutionToolResultError { error_code, type }
    error_code: CodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    type: :code_execution_tool_result_error
    class CodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :code_execution_result
    class EncryptedCodeExecutionResultBlock { content, encrypted_stdout, return_code, 2 more }

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

    content: Array[CodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :code_execution_output
    encrypted_stdout: String
    return_code: Integer
    stderr: String
    type: :encrypted_code_execution_result
    tool_use_id: String
    type: :code_execution_tool_result
    class BashCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: BashCodeExecutionToolResultError { error_code, type } | BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    Accepts one of the following:
    class BashCodeExecutionToolResultError { error_code, type }
    error_code: BashCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :output_file_too_large
    type: :bash_code_execution_tool_result_error
    class BashCodeExecutionResultBlock { content, return_code, stderr, 2 more }
    content: Array[BashCodeExecutionOutputBlock { file_id, type } ]
    file_id: String
    type: :bash_code_execution_output
    return_code: Integer
    stderr: String
    stdout: String
    type: :bash_code_execution_result
    tool_use_id: String
    type: :bash_code_execution_tool_result
    class TextEditorCodeExecutionToolResultBlock { content, tool_use_id, type }
    content: TextEditorCodeExecutionToolResultError { error_code, error_message, type } | TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more } | TextEditorCodeExecutionCreateResultBlock { is_file_update, type } | TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    Accepts one of the following:
    class TextEditorCodeExecutionToolResultError { error_code, error_message, type }
    error_code: TextEditorCodeExecutionToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    :file_not_found
    error_message: String
    type: :text_editor_code_execution_tool_result_error
    class TextEditorCodeExecutionViewResultBlock { content, file_type, num_lines, 3 more }
    content: String
    file_type: :text | :image | :pdf
    Accepts one of the following:
    :text
    :image
    :pdf
    num_lines: Integer
    start_line: Integer
    total_lines: Integer
    type: :text_editor_code_execution_view_result
    class TextEditorCodeExecutionCreateResultBlock { is_file_update, type }
    is_file_update: bool
    type: :text_editor_code_execution_create_result
    class TextEditorCodeExecutionStrReplaceResultBlock { lines, new_lines, new_start, 3 more }
    lines: Array[String]
    new_lines: Integer
    new_start: Integer
    old_lines: Integer
    old_start: Integer
    type: :text_editor_code_execution_str_replace_result
    tool_use_id: String
    type: :text_editor_code_execution_tool_result
    class ToolSearchToolResultBlock { content, tool_use_id, type }
    content: ToolSearchToolResultError { error_code, error_message, type } | ToolSearchToolSearchResultBlock { tool_references, type }
    Accepts one of the following:
    class ToolSearchToolResultError { error_code, error_message, type }
    error_code: ToolSearchToolResultErrorCode
    Accepts one of the following:
    :invalid_tool_input
    :unavailable
    :too_many_requests
    :execution_time_exceeded
    error_message: String
    type: :tool_search_tool_result_error
    class ToolSearchToolSearchResultBlock { tool_references, type }
    tool_references: Array[ToolReferenceBlock { tool_name, type } ]
    tool_name: String
    type: :tool_reference
    type: :tool_search_tool_search_result
    tool_use_id: String
    type: :tool_search_tool_result
    class ContainerUploadBlock { file_id, type }

    Response model for a file uploaded to the container.

    file_id: String
    type: :container_upload
    model: Model

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6" | :"claude-sonnet-4-6" | :"claude-opus-4-5-20251101" | 19 more

    The model that will complete your prompt.

    See models for additional details and options.

    Accepts one of the following:
    :"claude-opus-4-6"

    Most intelligent model for building agents and coding

    :"claude-sonnet-4-6"

    Frontier intelligence at scale — built for coding, agents, and enterprise workflows

    :"claude-opus-4-5-20251101"

    Premium model combining maximum intelligence with practical performance

    :"claude-opus-4-5"

    Premium model combining maximum intelligence with practical performance

    :"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

    String
    role: :assistant

    Conversational role of the generated message.

    This will always be "assistant".

    stop_reason: StopReason

    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
    stop_sequence: String

    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: :message

    Object type.

    For Messages, this is always "message".

    usage: Usage { cache_creation, cache_creation_input_tokens, cache_read_input_tokens, 5 more }

    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: CacheCreation { ephemeral_1h_input_tokens, ephemeral_5m_input_tokens }

    Breakdown of cached tokens by TTL

    ephemeral_1h_input_tokens: Integer

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

    ephemeral_5m_input_tokens: Integer

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

    cache_creation_input_tokens: Integer

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

    cache_read_input_tokens: Integer

    The number of input tokens read from the cache.

    inference_geo: String

    The geographic region where inference was performed for this request.

    input_tokens: Integer

    The number of input tokens which were used.

    output_tokens: Integer

    The number of output tokens which were used.

    server_tool_use: ServerToolUsage { web_fetch_requests, web_search_requests }

    The number of server tool requests.

    web_fetch_requests: Integer

    The number of web fetch tool requests.

    web_search_requests: Integer

    The number of web search tool requests.

    service_tier: :standard | :priority | :batch

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

    Accepts one of the following:
    :standard
    :priority
    :batch
    type: :succeeded

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