bulk_read
Read multiple large files and get targeted answers as concise bullet points using a low-cost worker model, cutting token usage by ~90%.
Instructions
Reads multiple or large files and answers a targeted question using a cheap, fast worker model (e.g. Gemini Flash, Groq, Ollama). Saves ~90% tokens by returning only structured bullet points.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| model | No | Optional model override (or 'auto' to select the best available reader model) | |
| provider | No | Optional provider override (gemini, groq, openai, deepseek, anthropic, ollama, openrouter) | |
| question | Yes | The specific question to answer about the files | |
| file_paths | Yes | List of file paths to analyze |