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list_asr_models

Discover available speech recognition models and their features to select the right one for your audio transcription needs.

Instructions

List all available ASR models and their capabilities.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Implementation Reference

  • The primary handler implementation for the 'list_asr_models' MCP tool. It is registered via the @mcp.tool decorator (which also serves as schema definition with no input parameters). The function fetches ASR models from the WhissleClient, handles various response formats, implements retry logic using handle_api_error, and returns a formatted TextContent.
    @mcp.tool( description="List all available ASR models and their capabilities." ) def list_asr_models() -> TextContent: """List all available ASR models. Returns: TextContent with a formatted list of available models """ try: logger.info("Fetching available ASR models...") retry_count = 0 max_retries = 2 # Increased from 1 to 2 while retry_count <= max_retries: try: logger.info(f"Attempting to list models (Attempt {retry_count+1}/{max_retries+1})") models = client.list_asr_models() if not models: logger.error("No models were returned from the API") return make_error("No models were returned from the API") # Handle both string and object responses if isinstance(models, list): if all(isinstance(model, str) for model in models): # If models is a list of strings model_list = "\n".join(f"Model: {model}" for model in models) else: # If models is a list of objects with name and description model_list = "\n".join( f"Model: {model.name}\nDescription: {model.description}\n" for model in models ) else: logger.error("Unexpected response format from API") return make_error("Unexpected response format from API") logger.info("Successfully retrieved ASR models") return TextContent( type="text", text=f"Available ASR Models:\n\n{model_list}", ) except Exception as api_error: error_msg = str(api_error) logger.error(f"Error listing models: {error_msg}") # Handle API errors with retries error_result = handle_api_error(error_msg, "listing models", retry_count, max_retries) if error_result is not None: # If we should not retry return error_result # Return the error message retry_count += 1 # If we get here, all retries failed logger.error(f"All attempts to list models failed after {max_retries+1} attempts") return make_error(f"Failed to list ASR models after {max_retries+1} attempts") except Exception as e: logger.error(f"Unexpected error listing ASR models: {str(e)}") return make_error(f"Failed to list ASR models: {str(e)}")
  • Shared helper function used by list_asr_models (and other tools) for handling API errors with retry logic for HTTP 500 errors and specific error messages for other status codes.
    def handle_api_error(error_msg, operation_name, retry_count=0, max_retries=2): """Helper function to handle API errors with retries and better error messages""" logger.error(f"API error during {operation_name}: {error_msg}") if "HTTP 500" in error_msg: if retry_count < max_retries: # Exponential backoff: 2, 4, 8 seconds wait_time = 2 ** (retry_count + 1) logger.info(f"HTTP 500 error during {operation_name}. Retrying in {wait_time} seconds... (Attempt {retry_count+1}/{max_retries+1})") time.sleep(wait_time) return None # Signal to retry else: # Provide more detailed error message for upload issues if "uploading file" in error_msg.lower(): return make_error( f"Server error during {operation_name}. The file upload to the Whissle API failed. " f"This could be due to:\n" f"1. Temporary server issues\n" f"2. File format compatibility issues\n" f"3. Network connectivity problems\n" f"Please try again later or contact Whissle support. Error: {error_msg}" ) else: return make_error( f"Server error during {operation_name}. This might be a temporary issue with the Whissle API. " f"Please try again later or contact Whissle support. Error: {error_msg}" ) elif "HTTP 413" in error_msg: return make_error(f"File too large. Please try a smaller file. Error: {error_msg}") elif "HTTP 415" in error_msg: return make_error(f"Unsupported file format. Please use a supported format. Error: {error_msg}") elif "HTTP 401" in error_msg or "HTTP 403" in error_msg: return make_error(f"Authentication error. Please check your API token. Error: {error_msg}") else: return make_error(f"API error during {operation_name}: {error_msg}")
  • Utility helper from utils.py imported and used in list_asr_models for creating standardized error responses.
    def make_error(message: str) -> None: """Raise an error with a message.""" raise ValueError(message)

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