Question 1

How do I set up NeuroLink with Google AI Studio?

Accepted Answer

NeuroLink supports Google AI Studio with a free tier. Configure it by running the setup wizard (neurolink setup) or adding GOOGLE_AI_API_KEY to your .env file, then use the provider parameter in generate calls. Detailed steps are in the provider setup guide in the documentation.

Question 2

NeuroLink vs LangChain: which should I use?

Accepted Answer

NeuroLink excels at unifying multiple AI providers with built-in enterprise features like HITL and MCP support, making it ideal for production apps needing vendor-agnosticism. LangChain offers broader ecosystem integration and modularity, better for flexible prototyping and chain-based workflows. Choose based on your need for provider abstraction vs. component control.

Question 3

How to implement RAG with NeuroLink?

Accepted Answer

Simply pass the rag option with files to generate() or stream(); NeuroLink automatically chunks, embeds, and searches documents using 10 strategies and hybrid search. For example, use rag: { files: ["./docs.md"] } in the SDK or --rag-files flag in the CLI, as detailed in the RAG guide.

Question 4

Is NeuroLink free to use?

Accepted Answer

NeuroLink itself is open-source and free, but you need API keys for AI providers, some of which have free tiers like Google AI Studio and Mistral AI. Enterprise features may require additional paid infrastructure like Redis or cloud services, so costs depend on usage and scale.

Question 5

Can NeuroLink handle image and video generation?

Accepted Answer

Yes, NeuroLink supports image generation using providers like Google's Imagen 3.0 and video generation with Veo 3.1, as shown in the features list. It includes guides for streaming and parameter options, but requires specific provider credentials and compatible models.

Question 6

What happens if an AI provider fails in NeuroLink?

Accepted Answer

NeuroLink includes multi-provider failover; it automatically switches to another configured provider if one fails, ensuring high availability. This is part of its enterprise-grade features, with intelligent routing and health checks documented in the failover guide.

Question 7

How to add custom tools or middleware to NeuroLink?

Accepted Answer

You can integrate custom tools via MCP servers using addExternalMCPServer with stdio or HTTP transport, or build custom middleware by following the middleware architecture guide. The SDK supports hooks for request/response processing, allowing extensibility for specific workflows.

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