Convert tools to function tool format. :return: A list of tools converted to function tools.

Create or retrieve a MilvusCollectionDataStorage dB collection. : param: Milvus client

Create the FastAPI application and configure its routes.

Create a tool object based on the configuration in the provided manifest. :param manifest: A dictionary containing the tool's config

Fetch the manifest of a remote tool. :param manifest_url: The URL to the tool's manifest. :return: A dictionary containing t

Helper method to create or retrieve a collection from QdrantDb. :param qdrant_client: The QdrantClient instance. :return: Th

Helper method to create or retrieve a collection from Chroma dB. :param chroma_client: The Chroma PersistentClient instance.

Retrieve tools from the tool repository. :param tool_list: Optional list of tool names to filter the tools. :return: A list

Retrieve tools from the tool repository. :param tool_list: Optional list of tool names to filter the tools. :return: A list

Initialize the execution agent. :return: The initialized Agent

Initialize the ReAct agent executor. :return: The initialized ReActAgent.

Initialize the agent executor. :return: The initialized AgentExecutor.

Initialize the selected settings.

Insert documents, their embeddings, and corresponding metadata into the Qdrant collection. :param collection: Qdrant collection dict

Insert documents and their corresponding metadata into the Chroma collection. :param chroma_collection: Chroma dB collection.

Insert documents, their embeddings, and corresponding metadata into the Milvus collection. :param collection: Milvus collection dict

Load a local tool from the specified path. :param tool_path: The path to the tool directory. :return: A tuple containing the

Load a remote tool from the specified URL. :param tool_url: The base URL of the remote tool. :return: A tuple containing the

Render system prompt template with task information. :param task_config: Configuration for the task. :return: System prompt.

Recursively replace placeholders with environment variable values in a nested structure. :param data: The data structure containing

Replace tabs with spaces in a given text. :param text: Text to process :return: Text with tabs replaced by spaces

Set up the stdout handler for logging to the console.

Use an LLM to transform the input text. :param llm_config: Configuration object for the LLM. :param system_prompt: Prompt for setting th

Update the situation with LLM.

* Appends a message to the selected game's chat div. * @param {string} htmlContent - The HTML content to append.

* Attaches change event handlers to the type dropdowns. * @param {Object} toolConfig - The tool configuration object.

* Function to bind events for add and remove buttons

* Clears existing tool details and settings.

Convert each message to a dictionary with a type field. :param prompts: List of message objects. :return: Result object cont

* Helper function to create a single interface field * @param {int} key - The interface key * @param {string} name - The name of interface * @param

Find processes using a specific port. Args: port: The port number to search for. Returns:

Return a list of available models in OpenAI-compatible format. :return: ModelsResponse object

Get the chat model environment variables.

Get the settings of the tool specified. :param tool_reference: The path or URL to the tool. :return: A dictionary with the t

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

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

* Handles additional fields based on the type selected. * @param {string} key - The key identifier for the field. * @param {string} type - The type

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

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

Kill all processes using a specific port. Args: port: The port number. verbose: Whether to print det

Function to load files into the tool

Dynamically imports tool modules and extracts metadata into the TOOLS list. Returns: List[Any]: List of tool objects. List[D

Convert MCP prompt messages to LangChain message format.

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

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

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

Takes the user’s input, appends it to the transcript, and gets a response from the agent LLM. :param transcript: The

Runs the comprehensive MCP demonstration.

Retrieve data from the Qdrant collection based on the provided query. :param collection: Qdrant collection to query. :param

Retrieve data from the Milvus collection based on the provided query. :param collection: Milvus collection to query. :param

Serialize the message to a dictionary. :return: Dictionary representation of the message.

Transform the text of elements into chunks. :param chunk_size: Size of character chunks :param chunk_overlap: Overlap among chunks :

Transform the text of elements into QA pairs using an LLM. :param llm_config: Configuration object for the LLM. :param system_prompt: Pr

Transform the text of elements into summaries using an LLM. :param llm_config: Configuration object for the LLM. :param system_prompt: P

* Creates form fields based on the selected setting. * @param {string} gameId - The ID of the selected setting.

Initialize the memory with the given configuration. :param config: Configuration dictionary for the memory.

Add custom graph edges for non-sequential plans. :param workflow: The graph to which custom edges will be added. :raises Val

Add edges to the graph based on the planning type. :param workflow: The graph to which edges will be added.

Add nodes to the graph from the task configurations. :param workflow: The graph to which nodes will be added.

Add sequential edges to the graph from 'START' to 'END'. :param workflow: The graph to which edges will be added.

Auto-detects a config by deriving a default path from the caller's file. If the file exists, load it. Otherwise return an empty dict

Safely builds a result dictionary from ranked results.

Convert a list of message objects to a list of dictionaries. :param messages: List of message objects. :return: List of dict

Convert a dictionary of messages into Langchain message objects. :param prompts_dict: Dictionary containing the messages. :r

Configures the routes for the Flask application.

Configures the routes for the Flask application.

Configures the routes for the Flask application.