Define the Problem, Propose a Solution
The Problem: The daily Deep Research quota is strictly locked to the web UI. This limits power users who need to feed local data or use custom integrations. Currently, subscribers must double-pay via Google AI Studio to access Deep Research programmatically.
The Solution: Allow subscribers to consume their daily Deep Research quota via the Gemini SDK. This instantly enables custom extensions and local workflows without requiring Google to build endless UI features.
Be Specific
- Enable SDK authentication using Google One AI Premium credentials.
- Implement a shared daily Deep Research counter across both the Gemini App and the SDK.
- Provide a seamless fallback to Google AI Studio pay-as-you-go billing once the daily subscription limit is reached.
Examples & Use Cases
- Custom Extensions & MCP: Allow developers to build SDK integrations (like Model Context Protocol) to connect Deep Research to local codebases, private databases, or internal wikis that a web UI cannot index.
- IDE & CLI Workflows: Enable engineers to run Deep Research directly from their terminal or code editor, keeping them in their workflow instead of forcing them into a browser.
- Competitive Parity: Match the standard set by Anthropic (Claude Code) and OpenAI (Codex CLI), which both allow Pro subscribers to power programmatic, local tools using their consumer quotas.