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Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly

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Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly preview
Open on n8n.io

1. Workflow Overview

This template automates the complete hiring pipeline for digital agencies managing applications across multiple job roles. When a candidate submits a Google Form with their CV, the system scores it...

Best for

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

Tools used

n8n-nodes-base.code, @n8n/n8n-nodes-langchain.lmchatopenrouter, @n8n/n8n-nodes-langchain.outputparserstructured, n8n-nodes-base.googlesheets, n8n-nodes-base.set, n8n-nodes-base.googlesheetstrigger, n8n-nodes-base.googledrive, n8n-nodes-base.extractfromfile

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title
Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly
Workflow name
Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly

This template automates the complete hiring pipeline for digital agencies managing applications across multiple job roles. When a candidate submits a Google Form with their CV, the system scores it with AI against a role-specific weighted job profile, lets HR decide in Google Sheets with a single typed decision, sends a personalized email automatically, and tracks the Calendly interview booking in real time — all without leaving the tools you already use.

This template contains 3 linked workflows that must all be active for the full pipeline to run.

How it works

Workflow 1 — CV Screening Pipeline

  • Triggers when a new row is added to the Google Form responses sheet
  • Extracts the Google Drive file ID from the CV upload URL, handling all three Drive URL formats automatically
  • Checks an n8n Data Table to block duplicate applications by email — stops processing if the candidate already exists
  • Routes the candidate to the correct job profile based on their selected role using a Switch node
  • Each job profile (Set node) defines: required skills, nice-to-have skills, minimum years of experience, seniority thresholds (Junior / Mid / Senior), and weighted scoring criteria (technical skills weight, experience weight, nice-to-have weight)
  • All branches converge into a single Normalize Data node that cleans Google Form field names into standardized keys
  • CV is downloaded from Google Drive and extracted from PDF to plain text
  • AI evaluates the CV using a dynamically built prompt pulling all values from the job profile — no hardcoded role logic in the AI node
  • Structured output parser returns: score (out of 10), seniority level, recommendation (Interview / Maybe / Reject), matched skills, missing skills, nice-to-have matched, experience comment, red flags, and a plain English summary
  • All results are written back to the same Google Sheet row matched by the candidate's email address

Workflow 2 — HR Decision Email Sender

  • Watches the Google Sheet every minute for updates to the HR_Decision column
  • An IF node confirms the decision is filled and Email_Status is not already "Sent" — preventing duplicate emails if the sheet is updated again
  • HR types exactly "Send Invite" or "Send Rejection" in the HR_Decision column to trigger the correct path
  • Interview invitation email includes a pre-filled Calendly booking link with the candidate's name and email already populated as URL parameters
  • Rejection email delivers a warm, personalized message referencing the role applied for
  • After sending, Email_Status is immediately updated to "Sent" in the sheet

Workflow 3 — Calendly Interview Tracker

  • Listens for Calendly webhook events in real time: invitee.created and invitee.canceled
  • On booking: extracts the interview start time, formats it to your local timezone, and writes it to the Interview_Time column matched by email
  • On cancellation: checks the rescheduled flag — if true, stops and lets the new invitee.created event handle the update; if false, writes "Meeting canceled" to the sheet

How to use

  1. Connect Google Sheets Trigger credential (OAuth2) and point it to your Form Responses sheet
  2. Connect Google Drive credential (OAuth2) — needs read access to the folder where Google Forms stores CV uploads
  3. Connect OpenRouter credential — get a free API key at openrouter.ai. Default model is set to a free model for testing. Switch to a stronger model for production
  4. Connect Gmail credential (OAuth2) for sending invitation and rejection emails
  5. Connect Calendly credential (OAuth2)
  6. In the Invitation Message node, replace YOUR_CALENDLY_LINK with your actual Calendly event URL
  7. Add these columns manually to your Google Form responses sheet: score, seniority, recommendation, matched_skills, missing_skills, nice_to_have_matched, experience_comment, red_flags, summary, HR_Decision, Email_Status, Interview_Time
  8. Create an n8n Data Table named CV Screening with a single column: Email (string type)
  9. Customize each Job Profile Set node with your agency's actual role requirements, skill lists, and scoring weights
  10. Activate all three workflows

Requirements

  • Google Sheets (OAuth2) — application tracking and HR decision sheet
  • Google Drive (OAuth2) — CV file storage and download
  • Gmail (OAuth2) — sending invitation and rejection emails
  • OpenRouter (API key) — AI model access for CV evaluation
  • Calendly (OAuth2) — interview booking and cancellation tracking
  • n8n Data Table — built-in n8n feature, no external service needed

Notes & customization

  • To add a new job role: add the role to your Google Form dropdown, add a new condition to the Route by Job Role Switch node, and duplicate any existing Job Profile Set node with updated values
  • Scoring weights: tech_weight, experience_weight, and nice_to_have_weight in each Job Profile node must add up to 100
  • HR_Decision values are case-sensitive: type Send Invite or Send Rejection exactly as written
  • Calendly email matching: the candidate must book using the same email they applied with — the invitation link pre-fills this automatically so this is handled in normal use
  • Free model limits: OpenRouter free models allow approximately 200 requests per day, which is sufficient for most agency hiring volumes

📬 Contact Information

For Help and queries, contact

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 - Extract CV File ID

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

Block 2 - OpenRouter Chat Model

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

Block 3 - Structured Output Parser

Type / Role
@n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices
Version 1.3

Block 4 - Update in Sheet

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 5 - Job Profile

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 6 - Job Profile1

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 7 - Job Profile2

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 8 - Job Profile3

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 9 - New Application Received

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

Block 10 - Normalize Data

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 11 - Download CV from Drive

Type / Role
n8n-nodes-base.googleDrive - googleDrive
Config choices
Version 3

Block 12 - Extract CV Text

Type / Role
n8n-nodes-base.extractFromFile - extractFromFile
Config choices
Version 1.1

Block 13 - Evaluate Candidate

Type / Role
@n8n/n8n-nodes-langchain.chainLlm - chainLlm
Config choices
Version 1.9

Block 14 - Route by Job Role

Type / Role
n8n-nodes-base.switch - switch
Config choices
Version 3.4

Block 15 - Is Email Unique?

Type / Role
n8n-nodes-base.dataTable - dataTable
Config choices
Version 1.1

Block 16 - Add Email to Table

Type / Role
n8n-nodes-base.dataTable - dataTable
Config choices
Version 1.1

Block 17 - Sticky Note

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

Block 18 - Sticky Note1

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

Block 19 - Sticky Note2

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

Block 20 - Sticky Note3

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

Block 21 - Sticky Note4

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

Block 22 - Sticky Note5

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

Block 23 - Sticky Note6

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

Block 24 - Sticky Note7

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

Showing the first 24 of 50 workflow blocks. Download the JSON for the full node graph.

3. Summary Table

Workflow Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly
Complexity advanced
Nodes 50
Categories HR, AI Summarization
Author Salman Mehboob
Published 25 Apr 2026

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/15293/15293.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 Screen CVs for multiple roles with OpenRouter, Google Sheets, Gmail and Calendly do?

This template automates the complete hiring pipeline for digital agencies managing applications across multiple job roles. When a candidate submits a Google Form with their CV, the system scores it...

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 HR, AI Summarization use case.