Anthropic Prompt Improvement API

openapi: 3.1.0
info:
  title: Anthropic Admin Agents Prompt Improvement API
  description: Manage administrative functions for Anthropic organizations, workspaces, users, invites, and API keys.
  version: 1.0.0
  contact:
    name: Anthropic
    url: https://www.anthropic.com
    email: support@anthropic.com
  license:
    name: Anthropic API License
    url: https://www.anthropic.com/terms
servers:
- url: https://api.anthropic.com/v1
  description: Production Server
security:
- AdminApiKeyAuth: []
tags:
- name: Prompt Improvement
  description: APIs for enhancing existing prompts with feedback
paths:
  /v1/experimental/improve_prompt:
    post:
      summary: Anthropic Improve A Prompt
      description: 'Create a new-and-improved prompt guided by feedback. This API takes an

        existing prompt and enhances it based on provided feedback or general

        prompt engineering best practices.


        **Requirements:**

        - Must have joined the closed research preview for prompt tools APIs

        - Must use the API directly (not available in SDK)

        - Must include the beta header `prompt-tools-2025-04-02`

        - Messages must contain only text-only content blocks

        - No tool calls, images, or prompt caching blocks allowed

        - Only contiguous user messages with text content are permitted

        '
      operationId: improvePrompt
      tags:
      - Prompt Improvement
      x-microcks-operation:
        dispatcher: FALLBACK
        dispatcherRules: ''
        delay: 100
      parameters:
      - $ref: '#/components/parameters/AnthropicBetaHeader'
      - $ref: '#/components/parameters/ApiKeyHeader'
      - $ref: '#/components/parameters/ContentTypeHeader'
      - $ref: '#/components/parameters/BrowserAccessHeader'
      - $ref: '#/components/parameters/AnthropicVersionHeader'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ImprovePromptRequest'
            examples:
              DefaultExample:
                $ref: '#/components/examples/ImprovePromptRequestDefaultExample'
              RecipeWithExampleExample:
                $ref: '#/components/examples/ImprovePromptRequestRecipeExample'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ImprovePromptResponse'
              examples:
                ImprovedRecipeResponse:
                  $ref: '#/components/examples/ImprovePromptResponseExample'
        '400':
          description: Bad Request - Invalid input parameters or unsupported content types
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
              examples:
                BadRequestExample:
                  $ref: '#/components/examples/ErrorBadRequestExample'
        '401':
          description: Unauthorized - Invalid or missing API key
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
              examples:
                UnauthorizedExample:
                  $ref: '#/components/examples/ErrorUnauthorizedExample'
        '403':
          description: Forbidden - Access denied or not in closed research preview
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
              examples:
                ForbiddenExample:
                  $ref: '#/components/examples/ErrorForbiddenExample'
        '429':
          description: Too Many Requests - Rate limit exceeded
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
              examples:
                RateLimitExample:
                  $ref: '#/components/examples/ErrorRateLimitExample'
        '500':
          description: Internal Server Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
              examples:
                ServerErrorExample:
                  $ref: '#/components/examples/ErrorServerExample'
components:
  schemas:
    TextContentBlock:
      type: object
      required:
      - type
      - text
      properties:
        type:
          type: string
          enum:
          - text
          description: The type of content block
        text:
          type: string
          description: The text content
    UsageInfo:
      type: object
      description: Usage information
      required:
      - input_tokens
      - output_tokens
      properties:
        input_tokens:
          type: integer
          description: Number of input tokens used
          minimum: 0
        output_tokens:
          type: integer
          description: Number of output tokens generated
          minimum: 0
    ErrorResponse:
      type: object
      required:
      - type
      - message
      properties:
        type:
          type: string
          description: The type of error
        message:
          type: string
          description: A human-readable error message
    PromptMessage:
      type: object
      required:
      - role
      - content
      properties:
        role:
          type: string
          enum:
          - user
          - assistant
          description: The role of the message sender
        content:
          type: array
          description: The content of the message
          items:
            $ref: '#/components/schemas/TextContentBlock'
    ImprovePromptResponse:
      type: object
      required:
      - messages
      - system
      - usage
      properties:
        messages:
          type: array
          description: 'The improved prompt, incorporating the provided feedback

            and prompt engineering best practices.

            '
          items:
            $ref: '#/components/schemas/PromptMessage'
        system:
          type: string
          description: 'Currently, the system field is always returned as an empty

            string (""). In future iterations, this field may contain

            generated system prompts.

            '
        usage:
          $ref: '#/components/schemas/UsageInfo'
    ImprovePromptRequest:
      type: object
      required:
      - messages
      properties:
        messages:
          type: array
          description: 'The prompt to improve, structured as a list of message objects.

            Each message must contain only text-only content blocks and

            not include tool calls, images, or prompt caching blocks.

            Only contiguous user messages with text content are allowed.

            Assistant prefill is permitted.

            '
          items:
            $ref: '#/components/schemas/PromptMessage'
        feedback:
          type: string
          nullable: true
          description: 'Feedback for improving the prompt.

            Use this parameter to share specific guidance on what

            aspects of the prompt should be enhanced or modified.

            When not set, the API will improve the prompt using general

            prompt engineering best practices.

            '
        system:
          type: string
          nullable: true
          description: 'The existing system prompt to incorporate, if any.

            Note that while system prompts typically appear as separate

            parameters in standard API calls, in the improve_prompt

            response, the system content will be incorporated directly

            into the returned user message.

            '
        target_model:
          type: string
          nullable: true
          default: null
          description: 'The model this prompt will be used for. This optional

            parameter helps us understand which models our prompt tools

            are being used with, but it doesn''t currently affect

            functionality.

            '
          minLength: 1
          maxLength: 256
  examples:
    ImprovePromptRequestDefaultExample:
      summary: Simple recipe prompt improvement
      value:
        messages:
        - role: user
          content:
          - type: text
            text: Concise recipe for {{food}}
        feedback: Make the recipes shorter
    ImprovePromptResponseExample:
      summary: Improved recipe prompt response
      value:
        messages:
        - role: user
          content:
          - type: text
            text: You are a professional meal prep chef. Create a detailed recipe for {{food}} including preparation time, cooking time, and step-by-step instructions with specific temperatures and timing for each step.
        - role: assistant
          content:
          - type: text
            text: Here's a detailed recipe for
        system: ''
        usage:
          input_tokens: 45
          output_tokens: 180
    ErrorServerExample:
      summary: Server error
      value:
        type: api_error
        message: An internal server error occurred
    ErrorRateLimitExample:
      summary: Rate limit error
      value:
        type: rate_limit_error
        message: Rate limit exceeded. Please retry after some time.
    ImprovePromptRequestRecipeExample:
      summary: Recipe prompt with example interaction
      value:
        messages:
        - role: user
          content:
          - type: text
            text: 'Concise for {{food}}.


              example


              mandu: Put the mandu in the air fryer at 380F for 7 minutes.'
        system: You are a professional meal prep chef
        feedback: Make it more detailed and include cooking times
        target_model: claude-3-7-sonnet-20250219
    ErrorBadRequestExample:
      summary: Bad request error
      value:
        type: invalid_request_error
        message: Invalid request format
    ErrorUnauthorizedExample:
      summary: Unauthorized error
      value:
        type: authentication_error
        message: Invalid or missing API key
    ErrorForbiddenExample:
      summary: Forbidden error
      value:
        type: permission_error
        message: Access denied or not in closed research preview
  parameters:
    BrowserAccessHeader:
      name: anthropic-dangerous-direct-browser-access
      in: header
      required: false
      description: Enable CORS.
      schema:
        type: string
        default: 'true'
    AnthropicVersionHeader:
      name: anthropic-version
      in: header
      required: true
      description: Which version of the Anthropic API to use.
      schema:
        type: string
        default: '2023-06-01'
    ContentTypeHeader:
      name: Content-Type
      in: header
      required: true
      description: The content type.
      schema:
        type: string
        default: application/json
    AnthropicBetaHeader:
      name: anthropic-beta
      in: header
      description: 'Optional header to specify the beta version(s) you want to use.

        To use multiple betas, use a comma separated list like `beta1,beta2`

        or specify the header multiple times for each beta.

        '
      required: false
      schema:
        type: array
        items:
          type: string
        example:
        - prompt-tools-2025-04-02
      style: simple
      explode: false
    ApiKeyHeader:
      name: x-api-key
      in: header
      required: true
      description: A valid API token.
      schema:
        type: string
  securitySchemes:
    AdminApiKeyAuth:
      type: apiKey
      in: header
      name: x-api-key
      description: Your Admin API key for authentication (starts with sk-ant-admin...).