Python ade? Produktions-Agenten mit Mastra und Vercel AI SDK in TypeScript

Mastra und Vercel AI SDK für produktionsreife TypeScript-Agenten. Mastra, AI SDK. Siehe OpenClaw + Ollama, iOS ohne Mac, LLM-Speicher, Hermes + Ollama.

Hinweis: optionale Mac-Miete über VpsGona.

Warum TypeScript

Studio: localhost:4111. ToolLoopAgent standardmäßig 20 Schritte.

Python vs TS

Architektur

npm create mastra@latest, ToolLoopAgent, Streaming-Route.

Mastra (8 Schritte)

1. Node 20+
2. npm create mastra@latest
3. Wizard
4. src/mastra/
5. .env
6. npm run dev
7. Tools
8. Deploy

AI SDK (6 Schritte)

1. Next.js 15
2. npm install ai @ai-sdk/openai zod
3. ToolLoopAgent
4. API-Route
5. useChat
6. Limits in Prod

Auswahl

Neues Produkt: Mastra. SaaS-Feature: AI SDK.

Fehler

Endlosschleife

stepCountIs senken.

Studio down

Port 4111.

FAQ

Do I need Python for Mastra or Vercel AI SDK?

No for the app layer—both run on Node.js 20+. Python may remain for offline ML only.

What Node version is required?

Mastra targets Node 20+. Match dev and CI.

What is the default ToolLoopAgent step limit?

Up to 20 steps unless you set stopWhen: stepCountIs(N).

Where does Mastra Studio run?

Typically http://localhost:4111 after npm run dev.

Can I use local Ollama?

Yes via OpenAI-compatible endpoints; see our OpenClaw + Ollama and Hermes guides for local stacks.