Templates / Automate Job applications 🧑🏻‍💼📄with Chatbot, PredictLeads and ScrapegraphAI

Automate Job applications 🧑🏻‍💼📄with Chatbot, PredictLeads and ScrapegraphAI

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by Davide Boizza ✓ · 385 views · created 2026-03-02 · Personal Productivity, AI Chatbot

Unknown. This template uses community nodes we can't verify statically. Uses community nodes that can't be verified statically (unverified community packages are off by default in 3.0). Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 25 nodes and runs when a chat message arrives (plus 1 other trigger). Along the way it connects OpenAI Chat Model, MCP Client, Google Gemini Chat Model and Chat Hitl and 2 more. It also calls xxx over HTTP.

How it runs

Trigger: When a chat message arrives (plus 1 other trigger).

  1. PredictLeads Agent (AI Agent): runs an AI agent, with model: OpenAI Chat Model; 2 tools (Context, PredictLeads); memory: Simple Memory
  2. Get CV (HTTP Request): calls xxx
  3. Parser (Code): runs custom JavaScript code
  4. Create a draft (Gmail): work with draft
  5. If: checks a condition and branches into true / false
  6. Links Extractor (Basic LLM Chain): sends a prompt to an LLM, with model: OpenAI Chat Model; output parser: Structured Output Parser
  7. Chat: uses Chat, with memory: Simple Memory
  8. Split Out: splits a list into separate items
  9. Limit: keeps the first few items
  10. Loop Over Items (Loop Over Items (Split in Batches)): loops over the items in batches

…plus 5 more steps. See the full node list below.

Services it uses

OpenAI Chat ModelMCP ClientGoogle Gemini Chat ModelChat HitlGmailScrapegraphai (community)

HTTP calls to: xxx

Scraping pages by hand? Firecrawl is a simpler option (10% off for new users).

Before you upgrade to n8n 3.0

We can't fully verify this one: it relies on 1 community package, and n8n 3.0 turns unverified community packages off by default (N8N_UNVERIFIED_PACKAGES_ENABLED=false).

  • Check that n8n-nodes-scrapegraphai is verified or supports 3.0 (used in Scrape Job).

Nodes used (20)

From the author

This Chatbot automates the process of discovering job openings and generating tailored job application emails. It combines AI agents, web scraping, and email drafting to streamline job applications. This workflow transforms job applications from a manual,…

Excerpt from Davide Boizza's description on n8n.io.

View the original on n8n.io → Check your own copy

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