Local Business Lead Discovery and Enrichment Agent
Needs changesNeeds changes. This template uses 1 thing(s) that n8n 3.0 removes: AI Agent v1 (old agent modes). 1 breaking item(s) found. Static check, last run 2026-10-19.
What this workflow does
This AI workflow has 20 nodes and runs on a schedule (cron 0 9 * * 1). Along the way it connects OpenAI Chat Model, Gmail, Postgres and Firecrawl (community).
How it runs
Trigger: On a schedule (cron 0 9 * * 1).
- Rotation Seed (Code): runs custom JavaScript code
- AI Agent: runs an AI agent, with model: GPT-5.; 2 tools (/scrape in Firecrawl, /search in Firecrawl)
- Parse Refill Output (Code): runs custom JavaScript code
- Compute Fingerprint (Code): runs custom JavaScript code
- Fetch Seen Fingerprints (Postgres): run a query
- Filter Unseen (Top 10) (Code): runs custom JavaScript code
- Enrich Selected 10 — Prep (Code): runs custom JavaScript code
- AI Agent: runs an AI agent, with model: GPT-5.; 2 tools (Enrich Selected 10 — Scrape Listing, Enrich Selected 10 — Scrape Website)
- Enrich Selected 10 — Parse (Code): runs custom JavaScript code
- Postgres: uses Postgres
…plus 3 more steps. See the full node list below.
Services it uses
Before you upgrade to n8n 3.0
1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:
- AI Agent v1 (old agent modes) in AI Agent — enrichment (v1.7), AI Agent — Discover Fresh (v1.7): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.
| Removed in 3.0 | Replace with |
|---|---|
| AI Agent v1 (old agent modes) AI Agent — enrichment (v1.7), AI Agent — Discover Fresh (v1.7) | Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent. |
Nodes used (8)
- AI Agent
@n8n/n8n-nodes-langchain.agent - OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi - Code
n8n-nodes-base.code - Firecrawl Tool
@mendable/n8n-nodes-firecrawl.firecrawlTool - Gmail
n8n-nodes-base.gmail - Aggregate
n8n-nodes-base.aggregate - Postgres
n8n-nodes-base.postgres - Schedule Trigger
n8n-nodes-base.scheduleTrigger
From the author
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