Return the game class. :param config: Configuration dictionary containing the type of game. :return: An instance of the sele

Retrieve the singleton logger instance with an adapter for additional context. :return: A LoggerAdapter instance with the component

Load data from a pickle file. :param file_path: The path to the original file. :return: The loaded data, or None if loading

Run the multi-agent task force. :param message: Message to be processed by the task force. :return: Result object containing

Abstract method to parse the document. :param file_path: Path to the document to be parsed. :return: Result object containin

Save a new chat message to memory. :param message: The message object to save. :return: Result object indicating success or e

Reconfigure the logger with new settings. :param config: Dictionary with new configuration settings. :return: The reconfigur

Manually invoke the decorated function with the provided arguments. :return: The result of the function invocation.

Return the LLM model instance. :return: The LLM model instance.

Retrieve messages from memory. :param limit: Optional max number of messages to return (default: all or as configured). :retu

Clear context memory. :return: Result object containing the status of the clear operation.

Parse a PDF file. :param file_path: Path to the PDF file :return: Result object containing the extracted elements

Return the memory instance. :return: The memory instance.

Get the settings of the game. :return: Result object containing the status of the clear operation.

Check if a file is cached at the given path. :param file_path: The path to the original file. :return: Boolean indicating if

Parse a document file. :param file_path: Path to the document file :return: Result object containing the extracted elements

Answer chat discussion

Return the appropriate Task Force based on the provided configuration. :param config: Configuration dictionary containing the type o

Generates a tool prompt from a template etring passed as input, utilizing additional parameters for customization. :param te

Save data to a pickle file. :param file_path: The path to the original file. :param data: Data to be saved.

Retrieve the data collection. :return: The requested data collection.

Prints a formatted response object with optional extra information.

Create a new ChatMessage with a text block.

Retrieve the tool's manifest, optionally formatted as JSON. :param json_flag: Whether to return the manifest as JSON. :retur

Insert data into the Chroma dB collection. :param collection: Chroma dB collection. :param elements: List of dictionaries co

Prints a clear step header with optional description.

Initialize and run a Flask web application based on the tool's settings. :param test: Whether to run the app in test mode. :

Add a tool to the repository based on the provided configuration and metadata. :param tool: tool object. :param metadata: Op

Code in specific framework message type.

Insert messages into a list at the given index.

Decode in specific framework message type.

Synchronously invoke the model with a list of messages. :param messages: List of messages formatted for the LLM input. :retu

Load data from the remote memory endpoint. :param inputs: Inputs to load from memory. :return: Loaded memory data.

This function reads the documentations, builds or uses a vector store from them, and then uses a query engine to find and return relevant

Save prompt to file. :param prompt_name: The name of the prompt to save. :param content: The content to save.

Store data to the remote memory endpoint. :param inputs: Inputs to save. :param outputs: Outputs to save.

Retrieve data from the Chroma dB collection based on the provided query. :param collection: Chroma collection to query. :par

Set the settings of the tool specified. :param tool_reference: The path or URL to the tool. :param settings: The dict with t

Normalize input messages to a list of ChatMessage. :param messages: A string, a ChatMessage, or a list of them. :return: Lis

Add a tool to the repository based on the provided configuration and metadata. :param tool: Tool object. :param metadata: Op

Clear the memory of the reasoning engine.

* Helper function to create the task field * @param {int} key - The task key * @param {string} type - The type of field * @returns {string} The HTM

Retrieve the Qdrant dB collection based on the current configuration. :return: Result object containing the collection name or error

Retrieve the current configuration settings. :return: The dictionary of configuration settings.

Retrieves the 'settings' dictionary from a given tool entry if it exists. Returns: dict or None: The 'settings' dictiona

Load prompt from file. :param prompt_name: The name of the prompt to load. :param params: Additional parameters for loading

Set the tools for the reasoning engine. :param tool_list: List of tools to be used by the engine.

Concatenate all text blocks into a single string. :return: Concatenated text.

Update an existing tool's configuration or metadata in the repository. :param tool_name: The name of the tool to update. :pa

Validate that required fields are present in the request. :param request: Parsed chat request model. :raises HTTPException:

Validate and split the input elements into documents, metadata, and embeddings. :param elements: List of dictionaries containing 'te

Validate and split the input elements into documents and metadata. :param elements: List of dictionaries containing 'text' and 'meta

Validate and split the input elements into documents, metadata, and embeddings. :param elements: List of dictionaries containing 'te

Dynamically create a Pydantic model for the tool's arguments. :param tool_name: The name of the tool. :param arguments: A li

Generate the cached file path based on the original file path. :param file_path: The path to the original file. :return: The

Construct the full endpoint URL. :param endpoint: Endpoint path. :return: Full endpoint URL.

Checks if the code is likely running in a Jupyter/IPython environment.

Merge elements below their respective headers. :param elements: List of elements with text data :return: List of merged elements below h

Make a POST request to the given URL with the provided data. :param url: URL to make the POST request to. :param data: Data

Enrich metadata of elements based on the configuration provided. If the configuration specifies enrichment for metadata, this function will

Build a response compatible with OpenAI's chat completion format. :param request: The original chat request. :param content:

Call the selected OpenAPI helper function

* Clears the content of an HTML element. * @param {HTMLElement} element - The element to clear.

Convert messages into a serializable format.

Retrieve the Chroma dB collection based on the current configuration. :return: Result object containing the collection or error deta

Retrieve the Milvus dB collection based on the current configuration. :return: Result object containing the collection or error deta

Get the list of tools, optionally filtering by metadata. :param metadata_filter: Optional dictionary of metadata to filter tools.

Get the list of tools, optionally filtering by metadata. :param metadata_filter: Optional dictionary of metadata to filter tools.

Insert data into the Milvus collection. :param collection: Milvus collection dict with client and name. :param elements: Lis

Kills a managed background process by its name. Args: name: The name of the process to kill. verbose: Whethe

Reconstruct messages from their dict representations.

Load the prompt

Perform the specified CTE actions on the provided elements. :param actiosn: List of actions to perform :param elemen

Registers common prompts to the MCP instance.

Registers common resources to the MCP instance.

Registers common tools to the MCP instance.

* Scrolls to the bottom of the selected game's chat div.

Retrieve data from the Chroma dB collection based on the provided query. :param collection: Chroma collection to query. :par

Set the memory configuration of the engine. :param memory: Memory configuration dictionary.

Clean text by replacing tabs with spaces and removing extra spaces. :param text: Text to be cleaned :return: Cleaned text

Convert a string to a list of BaseMessage objects. :param input_str: Input string to be converted. :return: List of BaseMess