Automation library · Chat assistants

Taylored recipe AI agent (Czech) with Gemini and Groq

Started by an incoming Telegram message, and works across Telegram and in-memory vectors. It puts Gemini and Groq behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 14 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: Gemini, GroqRetrieval

14 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 8Logic 3Service 2

The steps in the order they run, from what starts it.

  1. 1embeddingsEmbeddings Google GeminiModel
  2. 2poslouchat_stisk_tlacitkaTelegram triggerStarts it
  3. 3nacitani_datDocument Default Data LoaderModel
  4. 4embeddings1Embeddings Google GeminiModel
  5. 5ai_modelLm Chat GroqModel
  6. 6uvodni_zpravaTelegramService
  7. 7pametMemory Buffer WindowModel
  8. 8oblibene_receptyVector Store In MemoryModel
  9. 9rozcestiSwitchLogic
  10. 10oblibene_recepty_pridaniVector Store In MemoryModel
  11. 11AI AgentAgentModel
  12. 12nastaveni_preferenciSetLogic
  13. 13jen_receptSetLogic
  14. 14odeslat_zpravu_telegramTelegramService

How it's built

Starts on
An incoming Telegram message
Steps
14, with 1 branch
Size
Medium: a working afternoon
Connects to
Telegram, in-memory vectors
Model
Gemini, Groq
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

An n8n account, plus your own Telegram and in-memory vectors accounts, and a key for Gemini and Groq. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an incoming Telegram message.

Does it use AI?

Yes. It calls Gemini and Groq. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 14 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 14 steps before you point it at anything that matters.