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Indeed Data Scraper with AI Summarization

Indeed Data Scraper with AI Summarization is a 16-node automation blueprint connecting Indeed, Airtable, Google Gemini. Inspect its trigger, execution graph, branches, and implementation requirements.

IndeedAirtableGoogle GeminiLangchain

Live system map / verified archive

The entire automation, wired and inspectable.

Brand marks identify the operational stack. Focus or select any node to isolate its real incoming and outgoing connections.

16

Nodes

16

Edges

6

Zones

System stack

4 integrations

  • Indeed
  • Airtable
  • Google AI
  • LangChain
Indeed Data Scraper with AI Summarization interactive execution graphStructural view of 16 workflow nodes and 16 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.When clicking ‘Test workflow’. trigger node, manualTrigger. 0 incoming and 1 outgoing connections.When clicking ‘Test workf…TRIGGERMANUALTRIGGER0 IN / 1 OUTSet Bright Data Zone. transform node, set. 1 incoming and 1 outgoing connections.Set Bright Data ZoneTRANSFORMSET1 IN / 1 OUTAirtable. Airtable node, airtable. 1 incoming and 1 outgoing connections.AirtableAIRTABLEAIRTABLE1 IN / 1 OUTLoop Over Items. integration node, splitInBatches. 2 incoming and 1 outgoing connections.Loop Over ItemsINTEGRATIONSPLITINBATCHES2 IN / 1 OUTWait. integration node, wait. 1 incoming and 1 outgoing connections.WaitINTEGRATIONWAIT1 IN / 1 OUTIf Link field is not empty. decision node, if. 1 incoming and 1 outgoing connections.If Link field is not emptyDECISIONIF1 IN / 1 OUTConvert Markdown to HTML. integration node, markdown. 1 incoming and 1 outgoing connections.Convert Markdown to HTMLINTEGRATIONMARKDOWN1 IN / 1 OUTPerform Indeed Web Request. integration node, httpRequest. 1 incoming and 2 outgoing connections.Perform Indeed Web RequestINTEGRATIONHTTPREQUEST1 IN / 2 OUTMarkdown to Textual Data Extractor. ai node, chainLlm. 2 incoming and 1 outgoing connections.Markdown to Textual Data …AICHAINLLM2 IN / 1 OUTGoogle Gemini Chat Model. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat ModelGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTInitiate a Webhook Notification for Markdown to HTML Response. integration node, httpRequest. 1 incoming and 0 outgoing connections.Initiate a Webhook Notifi…INTEGRATIONHTTPREQUEST1 IN / 0 OUTIndeed Summarizer. ai node, chainSummarization. 2 incoming and 1 outgoing connections.Indeed SummarizerAICHAINSUMMARIZATION2 IN / 1 OUTGoogle Gemini Chat Model For Summarization. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTIndeed Expert AI Agent. ai node, agent. 3 incoming and 1 outgoing connections.Indeed Expert AI AgentAIAGENT3 IN / 1 OUTGoogle Gemini Chat Model for AI Agent. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.Google Gemini Chat Model …GOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTWebhook HTTP Request. ai node, toolHttpRequest. 0 incoming and 1 outgoing connections.Webhook HTTP RequestAITOOLHTTPREQUEST0 IN / 1 OUT

Signal inspector

Focus, hover, or select a node to illuminate its real path.

triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.verified structural metadata · graph 60354cd14fda7105Enter or click to lock · Escape to clear

Structured review

Read the workflow as a system, not a node dump.

The archived graph is grouped into operational zones, then checked against the controls needed to adapt the pattern safely. Every count below is derived from the normalized record.

01

Entry signals

1 node

Events, schedules, and unconnected roots that can start an execution.

When clicking ‘Test workflow’

Trigger

02

Data & operations

6 nodes

Transformations and external-system actions that move the work forward.

Perform Indeed Web Request

Integration

Convert Markdown to HTML

Integration

Set Bright Data Zone

Transform

Loop Over Items

Integration

Airtable

Integration

Wait

Integration

03

Intelligence & routing

8 nodes

Model calls and control points that interpret, branch, or govern the run.

Google Gemini Chat Model For Summarization

AI reasoning

Webhook HTTP Request

AI reasoning

Indeed Expert AI Agent

AI reasoning

Google Gemini Chat Model

AI reasoning

Markdown to Textual Data Extractor

AI reasoning

If Link field is not empty

Decision

+ 2 more in system map
04

Terminal actions

1 node

Nodes with no visible outgoing edge: the workflow’s observable outcomes.

Initiate a Webhook Notification for Markdown to HTML Response

Integration

Provenance boundary

Inspectable does not mean redistributable.

This page publishes structural metadata extracted from a local workflow archive. Parameters, credential references, code bodies, and downloadable JSON are excluded. The route can enter indexing only after a graph match and quality gate; source licensing remains a separate promotion gate.

Graph match
prefix
Quality score
13 / 14
Raw download
Held
Crawler state
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Adjacent systems

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