Ask which GLM platform (Z.AI international vs BigModel China) to use. Zhipu serves the same GLM models under two brands with separate account

Ask which MiniMax region (global vs China) to use. MiniMax exposes two endpoints with separate accounts — a key from one region does NOT auth

Ask for report output language.

Ask which Qwen region (international vs China) to use. Alibaba DashScope exposes two endpoints with separate accounts — a key from one region

Render a ground-truth snapshot: latest OHLCV row, indicators, recent closes.

Classify LangChain message into display type and extract content. Returns: (type, content) - type is one of: User, Agent, Data, Control

Remove all checkpoint DBs. Returns number of files deleted.

Show the resolved Ollama endpoint after provider selection. Surfaces three things the user benefits from seeing before model selection: which

Display announcements panel. Prompts for Enter if require_attention is True.

Display the complete analysis report sequentially (avoids truncation).

Make sure the API key for `provider` is available in the environment. If the env var is already set, returns its value untouched. Otherwise i

Extract string content from various message formats. Returns None if no meaningful text content is found.

Fetch announcements from endpoint. Returns dict with announcements and settings.

Fetch recent Reddit posts mentioning ``ticker`` across finance subreddits and return them as a formatted plaintext block. ``inter_request_del

Fetch recent StockTwits messages for ``ticker`` and return them as a formatted plaintext block ready for prompt injection. Returns a placehol

Format token count for display.

Format tool arguments for terminal display.

Get the analysis date from user input.

Retrieve the FRED API key from the environment.

Retrieve the API key for Alpha Vantage from environment variables.

Get the category that contains the specified method.

Count reports that are finalized (their finalizing agent is completed). A report is considered complete when: 1. The report section h

Return configured ChatGoogleGenerativeAI instance.

Return the configured LLM instance.

Return the provider name used in warning messages.

Return current statistics.

Prompt the user to enter a ticker symbol, preserving exchange suffixes. Uses questionary.text (not typer.prompt, which strips trailing dot-suffix

Get all user selections before starting the analysis display.

Get the configured vendor for a data category or specific tool method. Tool-level configuration takes precedence over category-level.

Initialize agent status and report sections based on selected analysts. Args: selected_analysts: List of analyst type strings (e.

Check if value is empty using Python's truthiness.

Process a signal to extract the core decision.

Prompt for a custom OpenAI-compatible endpoint base URL.

Save the complete analysis report to disk (shared CLI/API writer).

Select analysts using an interactive checkbox.

Select deep thinking llm engine using an interactive selection.

Select the LLM provider and its API endpoint.

Select an OpenRouter model from the newest available, or enter a custom ID. ``mode`` ("quick"/"deep") labels the prompt so the two consecutive

Select research depth using an interactive selection.

Select shallow thinking llm engine using an interactive selection.

Set up and compile the agent workflow graph. Args: selected_analysts (list): List of analyst types to include. Options are:

Return the env-configured reasoning/thinking value, or prompt for it. When ``env_var`` is set the interactive choice is skipped and the value

Update analyst statuses based on accumulated report state. Logic: - Store new report content from the current chunk if present - Check ac

Update status for research team members (not Trader).

Validate that the model is supported by this client.

Initialize the trading agents graph and components. Args: selected_analysts: List of analyst types to include debug:

Initialize the reflector with an LLM.

Initialize with configuration parameters.

Initialize with configuration parameters.

Initialize with required components.

Richer JSON search path (carries score / comment counts). Reddit's WAF currently returns ``403 Blocked`` on this endpoint for non-OAuth clien

Reset the global dataflows config before and after each test. ``set_config`` merges (it never clears keys absent from the override), so a tes