Automation library · Data collection

Analyze mobile app build-time hotspots with Gradle

Started by another system calling it, and works across Airtable, GitHub and Gmail. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 15 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: OpenAIRetrieval

Download free
15 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
3Services it connects to

The flow

Starts it 1Model 4Logic 4Service 6

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

  1. 1WebhookWebhookStarts it
  2. 2OpenAI Chat ModelLm Chat Open AiModel
  3. 3Structured Output ParserOutput Parser StructuredModel
  4. 4GitHub API ToolHttp Request ToolService
  5. 5Build Context MemoryMemory Buffer WindowModel
  6. 6Set ConfigurationSetLogic
  7. 7AI Build AnalyzerAgentModel
  8. 8Fetch Historical BuildsAirtableService
  9. 9Prepare AI InputSetLogic
  10. 10SwitchSwitchLogic
  11. 11Aggregate Historical DataAggregateLogic
  12. 12Compare with Historical BuildsCompare DatasetsService
  13. 13Store Build DataAirtableService
  14. 14Comment on PRGithubService
  15. 15Notify EmailGmailService

How it's built

Starts on
Another system calling it
Steps
15, with 1 branch
Size
Medium: a working afternoon
Connects to
Airtable, GitHub, Gmail
Model
OpenAI
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

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

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 15 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 15 steps before you point it at anything that matters.