Google Gemini LLM, embeddings, and Imagen
Google Gemini on Tiny Command exposes the Gemini API surface for text generation, embeddings, image generation (Imagen), and file uploads. Six actions, no triggers (LLM APIs are request-response by nature): Generate Content (the core chat/completion call against gemini-1.5-pro, gemini-1.5-flash, gemini-2.0-flash, etc. — supports text, images, video, and audio as input via multimodal parts), Embed Content (text-embedding-004 and gemini-embedding-001 for vector workflows), Generate Image (Imagen via the Vertex AI / Gemini API), Upload File (for the Files API — needed when working with media >20MB or when you want a stable handle to reuse across calls), Count Tokens (pre-flight for staying under context windows), and List Models. The connection uses a Google AI Studio API key (free tier available with rate limits) — for production with higher limits, the API key can be from a Google Cloud project with billing enabled. Generate Content supports the system instruction parameter, tool calling (function declarations), JSON mode, and safety settings.
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Every action accepts dynamic inputs from upstream nodes, whether that's an AI output, a form field, or a search result.
| Action | What it does | Open action |
|---|---|---|
| Count Gemini Tokens | Returns the token count for a prompt before submitting. Useful for "is this prompt too long for the context window?" pre-flight checks on long-document workflows. | |
| Gemini Embed Content | Generates embeddings using text-embedding-004 or gemini-embedding-001. For RAG-pipeline vector generation in Google AI ecosystem workflows. | |
| Gemini Generate Content | Runs a multimodal completion (text, images, video, audio) against Gemini models. Supports system instruction, tools/function-calling, JSON mode, configurable safety settings. The base hook for any Gemini-based LLM workflow. | |
| Generate Image with Imagen | Generates images via Google's Imagen models. For workflows that need Google-AI-ecosystem image generation rather than going to Flux/Midjourney/DALL-E directly. | |
| List Gemini Models | Returns the current Gemini catalog with context windows and capabilities. For model-selection workflows that need to choose between pro/flash/ultra tiers. | |
| Upload File for Gemini | Uploads a file to Gemini's Files API. Useful for media >20MB or when reusing the same file across multiple Generate Content calls. Files auto-delete after 48 hours. |
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