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ExpertStarterAI AgentsWebhook trigger12 nodes

Run an AI agent task: Telegram

Fires the moment a webhook arrives across Telegram and Google Sheets, hands the decision to an AI agent with its own tools, then branches on the check before anything is written. Built for research assistant, around a "Reason & Act (AI Agent)" step, in 12 documented nodes.

Run an AI agent task with Telegram. An original, ready-to-import n8n workflow built around the 'AI Agent' pattern for AI & automation. It fires on a webhook and orchestrates 12 nodes across Telegram, Google Sheets, HTTP / REST API. It uses n8n's LangChain AI nodes (Agent/Chain + chat model). Retry-on-fail is enabled on external calls. Import the JSON, add your credentials, and adapt the parameters. What used to take a morning now runs on its own.

Key benefits

  • Keeps Telegram and Google Sheets in step for research assistant, without anyone re-typing a row
  • A failed Telegram or Google Sheets call is retried rather than dropped, at any of the 12 nodes in this research-assistant build
  • Branches rejoin before Telegram, so a research-assistant run reports once rather than 12 times
  • The research-assistant AI step is isolated from Telegram, so models swap without touching the other 12 nodes
  • Pinned sample data ships with it — run all 12 nodes for research assistant before wiring Telegram

Use cases

  • Teams keeping Telegram and Google Sheets aligned by hand for research assistant
  • Research assistant work that needs a judgement call per item before it reaches Telegram
  • Pushing research-assistant events into Telegram and Google Sheets the moment they land, not on the next poll
  • Research assistant work where "Reason & Act (AI Agent)" is still a manual step before Telegram

Integrations

TelegramGoogle SheetsHTTP / REST APIOpenRouter

Workflow preview (12 nodes)

The template's actual node layout and connections. Node parameters and credential slots unlock with the download.

Receive Inbound WebhookWebhookReason & Act (AI Agent)AgentOpenRouter Chat ModelLm Chat Open RouterSearch Reference WikiTool WikipediaLookup API DataTool Http RequestConversation MemoryMemory Buffer WindowShape Agent OutputSetConfident Enough?IfDeliver Answer + Log to…Google SheetsEscalate to Human QueueTelegramJoin OutcomesMergeSend Summary to TelegramTelegram

What's inside (12 nodes)

A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.

AgentGoogle SheetsIfLm Chat Open RouterMemory Buffer WindowMergeSetTelegramTool Http RequestTool WikipediaWebhook

Agent tools included (2)

An AI Agent is only as capable as the tools wired into it. These are read from the template's own graph — every one is a real node in the file you download.

  • Lookup API Data · HTTP request
  • Search Reference Wiki · Wikipedia

Conversation memory is attached, so the agent carries earlier turns of a session.

From download to running in 3 steps

  1. 1
    Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
  2. 2
    Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
  3. 3
    Activate. Run it once to test, then toggle Active. The automation is live.

What you'll learn

Foundation level

A starter-sized build - small enough to hold in your head while you learn the pattern.

  • Wiring an AI Agent to a chat model, memory, and multiple tools
  • Wiring an AI Agent to a chat model and a set of tools
  • Writing a system message that controls when the agent reaches for each tool

Every node carries its own documentation on the canvas, plus notes explaining why the architecture was built this way, a credential setup guide, troubleshooting, and three practice exercises. Sample data comes pinned to the trigger, so you can hit Execute and watch data flow before connecting a single account.

Common questions

What exactly do I get?

The complete, ready-to-import n8n workflow as a JSON file, delivered instantly after payment. Import it into your own n8n (cloud or self-hosted), add your credentials, and it runs.

How do I import it into n8n?

In n8n, open Workflows, click the three-dot menu, choose “Import from File”, and select the downloaded JSON. Then connect your own app credentials on the highlighted nodes.

Do I need anything else for it to work?

You need your own n8n instance and accounts/credentials for the apps this workflow connects to (Telegram, Google Sheets, HTTP / REST API). No coding is required.

What if it doesn't work for me?

If the file is faulty, won't import, or isn't as described, contact us within 7 days and we'll fix it or refund you - see our refund policy.

Can I modify or resell it?

You can freely adapt and use it in your own or your clients' projects. Reselling or redistributing the template file itself is not permitted.

Original n8n workflow template created and owned by WorkflowCrate. After purchase you receive the ready-to-import JSON file and a license to use and adapt it in your own projects.