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GitHub Prompt Loader & AI Expression Populator

GitHub Prompt Loader & AI Expression Populator is a 13-node automation blueprint connecting GitHub, Langchain AI. Inspect its trigger, execution graph, branches, and implementation requirements.

GitHubLangchain AI

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.

13

Nodes

12

Edges

6

Zones

System stack

2 integrations

  • GitHub
  • LangChain
GitHub Prompt Loader & AI Expression Populator interactive execution graphStructural view of 13 workflow nodes and 12 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 OUTsetVars. transform node, set. 1 incoming and 1 outgoing connections.setVarsTRANSFORMSET1 IN / 1 OUTGitHub. GitHub node, github. 1 incoming and 1 outgoing connections.GitHubGITHUBGITHUB1 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 1 outgoing connections.Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTSetPrompt. transform node, set. 1 incoming and 1 outgoing connections.SetPromptTRANSFORMSET1 IN / 1 OUTCheck All Prompt Vars Present. transform node, code. 1 incoming and 1 outgoing connections.Check All Prompt Vars Pre…TRANSFORMCODE1 IN / 1 OUTIf. decision node, if. 1 incoming and 2 outgoing connections.IfDECISIONIF1 IN / 2 OUTreplace variables. transform node, code. 1 incoming and 1 outgoing connections.replace variablesTRANSFORMCODE1 IN / 1 OUTSet Completed Prompt. transform node, set. 1 incoming and 1 outgoing connections.Set Completed PromptTRANSFORMSET1 IN / 1 OUTStop and Error. integration node, stopAndError. 1 incoming and 0 outgoing connections.Stop and ErrorINTEGRATIONSTOPANDERROR1 IN / 0 OUTAI Agent. ai node, agent. 2 incoming and 1 outgoing connections.AI AgentAIAGENT2 IN / 1 OUTPrompt Output. transform node, set. 1 incoming and 0 outgoing connections.Prompt OutputTRANSFORMSET1 IN / 0 OUTOllama Chat Model. ai node, lmChatOllama. 0 incoming and 1 outgoing connections.Ollama Chat ModelAILMCHATOLLAMA0 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 4c0a7f9a9d697f61Enter 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

7 nodes

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

GitHub

Integration

Extract from File

Integration

setVars

Transform

replace variables

Transform

Check All Prompt Vars Present

Transform

SetPrompt

Transform

+ 1 more in system map
03

Intelligence & routing

3 nodes

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

If

Decision

AI Agent

AI reasoning

Ollama Chat Model

AI reasoning

04

Terminal actions

2 nodes

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

Stop and Error

Integration

Prompt Output

Transform

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
Follow

Adjacent systems

Keep tracing the stack.

Related records are ranked by shared integrations and graph quality.

Turn the map into a plan

Adapt this blueprint to your company.

Bring the system shape into a workspace, then define the production controls, data boundaries, owners, and delivery sequence around your context.

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