Execute a notebook in an isolated environment. Args: path: Path to the notebook timeout: Maximum execution time in seconds

Execute a notebook and return success status.

Execute a documented runbook for incident response.

Execute a tool use and return the result. Args: tool_use: The tool use object from Claude's response memory_handler: The mem

Extract all file IDs from a Claude API response. Skills create files during code execution and return file_id attributes in the tool res

Extract pip dependencies from notebook cells. Looks for %pip install and !pip install commands.

Fetch multiple endpoints concurrently. BUG: Similar to the threading issue, multiple coroutines modify self.responses and se

Fetch a single endpoint.

* Find an existing running sandbox for this session and renew its lifetime. * Returns `null` when there's no mapping, the mapped sandbox is no longer

Fix deprecated models in a notebook.

Print accumulated tool calls in a compact format.

Generate financial forecast with multiple scenarios

Apply brand formatting to Excel workbook configuration. Args: workbook_config: Excel workbook configuration dictionary

Apply brand formatting to PDF document configuration. Args: document_config: PDF document configuration dictionary

Apply brand formatting to PowerPoint presentation configuration. Args: presentation_config: PowerPoint configuration dic

Format ratio value for display.

Generate strategic analysis of the decision

Generate Confluence Storage Format (XHTML) for post-mortem.

Generate a comprehensive interpretation report. Args: ratios: Dictionary of calculated ratios Returns:

Generate helpful suggestions based on violations and warnings

Generate a text summary of the financial analysis.

Generate text summary of valuation results. Returns: Formatted summary string

Generate a single realistic ticket

Get default Acme Corporation brand guidelines. These guidelines match the standards defined in the SKILL.md reference. Users should cust

Extract activity text from a message

Get currently firing alerts. Simulated — no AlertManager running in demo.

Get the custom quarterly travel budget for a specific employee. Most employees have a standard $5,000 quarterly travel budget. However, some

Returns all expense line items for a given employee in a specific quarter. Each expense includes comprehensive metadata: date, category, descript

Get the GitHub MCP server configuration. Returns: MCP server config dict, or empty dict if GITHUB_TOKEN not set.

Fetch real logs from Docker containers.

Extract kernel information from notebook metadata.

Determine which notebooks to test based on config options.

Return the current state of the standby pool. Useful for health checks and debugging — tells you how many standby pods are ready vs. the targ

Get recent deployments. Simulated — no deployment tracker running in demo.

Generate hiring recommendation based on score

Get a comprehensive health summary across all services.

Get processing statistics. BUG: Accessing shared state without ensuring thread-safety. If called while processing, could get

Get scraping statistics.

Get summary statistics.

Returns a list of team members for a given department. Each team member includes their ID, name, role, level, and contact information. Use th

Get user by username. BUG: SQL INJECTION VULNERABILITY! Using string formatting with user input allows SQL injection.

Safe version using parameterized queries.

Get users by role. BUG: SQL INJECTION in ORDER BY clause! Even the ORDER BY clause can be exploited.

Handle @mentions in Slack channels.

Handle an incoming JSON-RPC request.

Route tool calls to the appropriate handler.

Identify potential risk factors

Pre-warm the standby pool on gateway startup. Called once during application boot. If K8s is unavailable (e.g. local dev), this is a no-op.

Main interactive menu.

Provide interpretation for a specific ratio.

Check if the keys are sorted alphabetically (case-insensitive).

* Stream session status and renew the container's activity timeout on * every event. The CLI inside the container owns dispatch + heartbeat + *

List available metrics in Prometheus.

List all notebooks in the project.

Evaluate summary using an LLM (Claude). Args: summary (str): The summary to evaluate. input (str): The original text that was summar

Surface-form variants mapped to canonical gold names. Without this a predicted "National Aeronautics and Space Administration" never matches

Load authors.yaml and return the data.

Load previous validation state if exists.

Run all three demo sessions.

Test the async API client.

Demonstrate the customer service ticket system

Main event loop - read JSON-RPC requests from stdin.

Start the Slack bot and webhook server.

Check notebooks passed as arguments.