Initialize the client.

Initialize the document store. Args: logger: Logger instance for educational output

Initialize the embedding service with BGE-M3 model. Args: model_name: Name of the BGE-M3 model use_f

Initialize ANNOY index. Args: dimension: Dimension of vectors n_trees: Number of trees for ANNOY (af

Initialize HNSW index. Args: dimension: Dimension of vectors max_elements: Maximum number of element

Initialize BM25 with tuning parameters k1: controls term frequency saturation (typically 1.2 to 2.0) b: controls length norma

Initialize the agent

Initialize the contextual memory indexer. Args: user_id: User identifier index_config: Index configu

Initialize the advanced memory manager. Args: user_id: Unique user identifier storage_dir: Directory

Initialize the contextual conversation chunker. Args: chunking_config: Configuration for chunking parameters

Initialize the indexer Args: config: Index configuration

Initialize the evaluator Args: config: Configuration object

Initialize the agent Args: indexer: The memory indexer with loaded conversations config: Configurati

Initialize the contextual agent Args: indexer: The contextual memory indexer memory_manager: Advance

Initialize memory tools Args: indexer: The memory indexer instance

Initialize the evaluator Args: config: Configuration object

Initialize the chunker Args: config: Chunking configuration

Initialize the interactive system

Background loop for automatic memory processing based on conversation count

Hook to capture attention weights from model layers

Use LLM to evaluate if the answer meets criteria

Perform multiple edits on a file - Built on top of Edit tool - All edits are applied in sequence, in the order they

Exit plan mode - Use this tool when you are in plan mode and have finished presenting your plan - This will prompt t

Read file contents - The file_path parameter must be an absolute path - By default, reads up to 2000 lines from the

Fetch content from URL - Fetches content from a specified URL and processes it using an AI model - Takes a URL and a

Execute bash command in persistent shell - Commands execute in a persistent shell session - Working directory change

Get output from background bash job - Retrieves output from a running or completed background bash shell - Takes a b

Find files matching glob pattern - Fast file pattern matching tool that works with any codebase size - Supports glob

Search for patterns in files using pure Python regex Supports: - Full regex syntax - Case insensitive search

Write content to file - This tool will overwrite the existing file if there is one at the provided path - ALWAYS pre

Search the web - Allows Claude to search the web and use the results to inform responses - Provides up-to-date infor

Edit Jupyter notebook cell - Completely replaces the contents of a specific cell - The notebook_path parameter must

List directory contents - The path parameter must be an absolute path - You can optionally provide an array of glob

Update TODO list - Use this tool to create and manage a structured task list - Track progress, organize complex task

Kill a shell session - Kills a running background bash shell by its ID - Takes a shell_id parameter identifying the

Launch sub-agent - Launch a new agent to handle complex, multi-step tasks autonomously - Available agent types: gene

Edit file using search and replace - You must use Read tool at least once before editing - Ensure you preserve exact

Execute tool with enhanced logging for educational purposes. This override adds detailed logging to show how contextual

DEPRECATED: Not used in Anthropic's Contextual Retrieval approach. Educational Note: Anthropic's research shows that

Get git status

Enhanced system prompt that leverages contextual information

Load conversations from a JSON file

Rounded pill / tag shape.

Execute Bash script.

Execute C++ code.

Execute Go code.

Execute Java code.

Execute JavaScript code with Node.js.

Execute PHP code.

Execute Python code.

Execute Rust code.

Execute TypeScript code with tsx.

Draw a sequence diagram message arrow with label.

Wrapped step method that captures workflow information.

Add a custom tool to the registry Args: name: Tool name function: Callable function desc

Add an item to the index.

Add a new note

Add a new memory card Args: content: Dictionary with 'category', 'subcategory', 'key', and 'value' s

Add a new memory card Args: content: Dictionary with 'category', 'card_key', and 'card' (complete memory card ob

Lazy initialization of browser-use agent.

Analyze error output and provide suggestions. Args: tool_name: Name of the tool that produced the error

Combined search and analysis mode

Analyze rating changes over time for top models. Args: history_df: DataFrame from get_rating_history top_n: Number of to

Get ArXiv categories.

Download ArXiv paper.

Get paper details.

Search ArXiv.

Extract audio metadata.

Transcribe audio to text.

Trim audio file.

Rerank multiple queries in batch. Args: queries: List of queries documents_list: List of document lists (one