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Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram

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Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram preview
Open on n8n.io

1. Workflow Overview

This template watches an external documentation site every day and sends an AI generated Vietnamese summary to Telegram whenever pages change. It is built around Postgres content hashing so it work...

Best for

  • Market Research automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.scheduletrigger, n8n-nodes-firecrawl-v2.firecrawl, n8n-nodes-base.code, n8n-nodes-base.postgres, n8n-nodes-base.filter, n8n-nodes-base.aggregate, n8n-nodes-base.if

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by THE NEXOVA.

Original n8n.io source

1.1 Workflow description

Title
Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram
Workflow name
Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram

This template watches an external documentation site every day and sends an AI-generated Vietnamese summary to Telegram whenever pages change. It is built around Postgres content hashing so it works with any Firecrawl deployment (Cloud or self-hosted) and any docs source, not just the default example.

Who is this for?

Developers, API consumers, and integration maintainers who need to know the moment an upstream API or SDK documentation changes, so they can update their own code, community nodes, or client libraries without waiting for an announcement.

How it works

  • A Schedule Trigger runs daily at 9:00 AM
  • Firecrawl Map enumerates every URL under the docs site, then a Code node dedupes and filters paths
  • Firecrawl Scrape auto-loops one request per URL and returns clean markdown
  • A Code node SHA-256 hashes the markdown of every page
  • A single Postgres upsert query returns status new, changed, or same for each page
  • Pages with real changes are aggregated and summarized by Google Gemini 2.0 Flash in Vietnamese
  • The summary is delivered to Telegram; if nothing changed, the workflow ends silently

Set up steps

  • Setup takes around 15 to 20 minutes
  • Self-hosted n8n required (the n8n-nodes-firecrawl-v2 community node cannot be installed on n8n Cloud)
  • Install the n8n-nodes-firecrawl-v2 community node
  • Create credentials for Firecrawl (Cloud or self-hosted), Google Gemini, Telegram Bot, and Postgres
  • Run the docs_snapshots schema (SQL is in the main sticky note) on your Postgres database
  • Edit the map URL and Telegram recipient to point at your docs source and chat
  • On the first run, every page returns as new and you get one large alert listing all endpoints; subsequent runs only alert on real changes
  • Detailed instructions are inside each sticky note in the workflow

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 2 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 3 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 4 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 5 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 6 - Sticky Note5

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 7 - Sticky Note6

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 8 - Schedule Daily 9AM

Type / Role
n8n-nodes-base.scheduleTrigger - scheduleTrigger
Config choices
Version 1.2

Block 9 - Firecrawl Map Docs

Type / Role
n8n-nodes-firecrawl-v2.firecrawl - firecrawl
Config choices
Version 1

Block 10 - Split & Filter Links

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 11 - Firecrawl Scrape Page

Type / Role
n8n-nodes-firecrawl-v2.firecrawl - firecrawl
Config choices
Version 1

Block 12 - Hash Content

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 13 - Postgres Upsert & Diff

Type / Role
n8n-nodes-base.postgres - postgres
Config choices
Version 2.5

Block 14 - Filter Changed Pages

Type / Role
n8n-nodes-base.filter - filter
Config choices
Version 2.2

Block 15 - Aggregate Changes

Type / Role
n8n-nodes-base.aggregate - aggregate
Config choices
Version 1

Block 16 - IF Has Changes

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 17 - Format Changes List

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 18 - Gemini Summarize Changes

Type / Role
@n8n/n8n-nodes-langchain.googleGemini - googleGemini
Config choices
Version 1

Block 19 - Send Telegram Alert

Type / Role
n8n-nodes-base.telegram - telegram
Config choices
Version 1.2

Block 20 - No Changes Detected

Type / Role
n8n-nodes-base.noOp - noOp
Config choices
Version 1

3. Summary Table

Workflow Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram
Complexity advanced
Nodes 20
Categories Market Research, AI Summarization
Author THE NEXOVA
Published 18 Apr 2026

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/15129/15129.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Track documentation changes with Firecrawl, Postgres, Gemini, and Telegram do?

This template watches an external documentation site every day and sends an AI generated Vietnamese summary to Telegram whenever pages change. It is built around Postgres content hashing so it work...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Market Research, AI Summarization use case.