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Automated resume job matching engine with Bright Data MCP

Started by an event in a connected app. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to OpenAI. 17 steps, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAI

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17 stepsMedium: a working afternoon
0Branches: places the flow splits
1Loop or waits
0Services by connector: it calls them over plain HTTP

The flow

Starts it 1Model 7Logic 4Service 5

The steps in the order they run, from what starts it.

  1. 1When clicking ‘Test workflow’Manual triggerStarts it
  2. 2Structured Output ParserOutput Parser StructuredModel
  3. 3OpenAI Chat Model for Job Desc ExtractLm Chat Open AiModel
  4. 4OpenAI Chat Model for AI Job MatchLm Chat Open AiModel
  5. 5OpenAI Chat Model for Paginated Job ExtractLm Chat Open AiModel
  6. 6List all tools for Bright DataMcp ClientService
  7. 7AI Job MatchChain LlmModel
  8. 8Job Desc Information ExtractorInformation ExtractorModel
  9. 9Paginated Job Data ExtractorInformation ExtractorModel
  10. 10Set the Input fieldsSetLogic
  11. 11Create a binary data for AI Job MatchFunctionLogic
  12. 12Webhook Notification for AI Job MatchHttp RequestService
  13. 13Split OutSplit OutLogic
  14. 14Bright Data MCP Client For Jobs ExtractionMcp ClientService
  15. 15Write the AI job matched response to diskRead Write FileService
  16. 16Loop Over ItemsSplit In BatchesLogic
  17. 17Bright Data MCP Client For Jobs Extraction within a LoopMcp ClientService

How it's built

Starts on
An event in a connected app
Steps
17, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Nothing by connector; it calls services over plain HTTP
Model
OpenAI

Questions

What does it need to run?

An n8n account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 17 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 17 steps before you point it at anything that matters.