Initialize the memory tool handler. Args: base_path: Root directory for all memory operations

Initialize the code review assistant. Args: memory_storage_path: Path for memory storage

Initialize the visualizer. Args: auto_show: Whether to automatically show visualization (default: True)

Initialize brand formatter with standard settings.

Initialize interpreter with industry context. Args: industry: Industry sector for benchmarking

Initialize with financial statement data. Args: financial_data: Dictionary containing income_statement, balance_sheet,

Initialize sensitivity analyzer. Args: base_model: Base financial model to analyze

Initialize DCF model. Args: company_name: Name of the company being valued

Reject the request unless it carries the expected bearer token. No-op when ``AGENT_AUTH_TOKEN`` is unset — the gateway is doing the work. Use

Add an internal note to the ticket. Args: ticket_id: The ticket ID note: Internal note for team reference Returns:

Generate watermark configuration for documents. Args: document_type: Type of document (draft, confidential, etc.)

Return the caller's tenant id. Swap this for your IdP. The demo enforces tenant isolation: each bearer token in ``GATEWAY_TENANTS`` maps to

Find breakeven point where output equals target. Args: variable_name: Variable to adjust variable_update: Fu

Calculate beta from return series. Args: stock_returns: Historical stock returns market_returns: Historical market returns

Calculate compound annual growth rate of FCF. Args: fcf_series: Free cash flow time series Returns: CAGR as decimal

Capture a response for visualization. Args: response: Claude API response to capture

Classify a ticket into a category. Args: ticket_id: The ticket ID category: The category to assign Returns: Con

Create Excel-style data table for two variables. Args: row_variable: (name, values, update_function) col_variable: (name, va

Create a new custom skill from a directory. The directory must contain: - SKILL.md file with YAML frontmatter (name, description) -

Create a new version of an existing skill. Args: client: Anthropic client instance skill_id: ID of the existing skill

Delete the session's pod and forget the mapping. Owner-only: deleting someone else's session is just as much a breach as reading it. Deletin

Delete a custom skill and optionally all its versions. Note: All versions must be deleted before the skill can be deleted. Args:

Extract and download all files from a Claude API response. This is a convenience function that combines extract_file_ids() and download_

Draft a response to the customer. Args: ticket_id: The ticket ID response: The draft response text Returns: Con

Fixture indicating whether to execute notebooks.

Extracts the content of the specified XML tag from the given text. Used for parsing structured responses Args: text (str): The text

Fetch a single URL and return the result.

Format numbers according to brand standards. Args: value: Numeric value to format format_type: Type of forma

Extract activity text from a message for custom logging/monitoring. This function is provided for users who want to implement custom act

Return all tool functions for registration with Anthropic API

Get color palette for charts. Args: num_series: Number of data series Returns: List of hex color co

Returns a list of all expense management tools for use with Claude API.

Retrieve metadata about a file from the Files API. Args: client: Anthropic client instance file_id: The file ID to query

Get the next unprocessed ticket from the queue. Returns ticket details as JSON string.

Get detailed information about a specific skill version. Args: client: Anthropic client instance skill_id: ID of the skill

Get cache statistics - may be inconsistent.

Score a BrowseComp response: accuracy = 1 iff the grader returns 'A'.

Score a single response with the F1 grader. Returns precision/recall/F1.

Health check endpoint.

Handle direct messages and follow-ups in active threads.

Handle incoming PagerDuty webhook events (V3 format). NOTE: Production deployments should verify the X-PagerDuty-Signature header to authenti

Fixture indicating whether the Anthropic API key is available.