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Prompt Templates

25 prompts for requirements, architecture, code review, debugging, and documentation.

โœจ prompts

Agent Execution Prompt

You are executing a plan step-by-step. Your task is to analyze the execution results and determine the next action.

executionprompt-templatellm
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Agent Planning Prompt

You are an expert planning assistant. Your task is to generate a detailed, executable action plan to achieve the given goal.

planningprompt-templatellm
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Agent Reflection Prompt

You are evaluating the results of an agent execution to determine if the goal has been achieved.

reflectionprompt-templatellm
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Agent Termination Prompt

You are making a final decision on whether to terminate this agent execution.

terminationprompt-templatellm
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Agentic Workflow Design Prompt

Use this prompt template when designing agentic systems and multi-agent workflows.

agentsagentic-aiorchestrationmulti-agentprompt
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AI System Tradeoff Analysis Prompt

Use this prompt template when analyzing tradeoffs for AI system design decisions.

tradeoffsarchitecturedecision-makingprompt
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API Design Prompt

Structured prompt for designing RESTful APIs

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Architecture Design Prompt

Structured prompt for system architecture design

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AsyncAPI Event Contract Design Prompt

Use this prompt template when designing AsyncAPI specifications for event-driven architectures.

asyncapievent-drivenkafkaprompt
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Bug Fix Prompt

Structured prompt for analyzing and fixing bugs

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Code Review Prompt

Structured prompt for comprehensive code review

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Database Schema Prompt

Structured prompt for designing database schemas

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Documentation Generation Prompt

Prompt for generating comprehensive project documentation from pipeline artifacts

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Full Lifecycle Pipeline Prompt

Master prompt to trigger the complete automated pipeline from requirements to deployment

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LLM System Design Prompt

Use this prompt template when designing LLM-powered systems and applications.

llmsystem-designarchitectureragprompt
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OpenAPI Contract Design Prompt

Use this prompt template when designing OpenAPI specifications for RESTful APIs.

openapiapi-designcontract-firstprompt
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RAG Pipeline Design Prompt

Use this prompt template when designing Retrieval-Augmented Generation (RAG) pipelines.

ragretrievalpipeline-designprompt
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Requirement Analysis Prompt

Structured prompt for analyzing a requirements document and generating a Requirement Manifest

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Spring AI RAG Design Prompt

Use this prompt template when designing Retrieval-Augmented Generation (RAG) pipelines with Spring AI.

spring-airagretrievalvector-search
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Spring AI System Design Prompt

Use this prompt template when designing Spring AIโ€“based LLM integration layers for production systems.

spring-aisystem-designarchitecturellm-integration
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Spring AI Tool Calling Prompt

Use this prompt template when designing agentic workflows with Spring AI tool calling (function calling).

spring-aitool-callingagenticfunction-calling
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Spring AI Tradeoffs Analysis Prompt

Use this prompt template when evaluating cost, latency, and accuracy tradeoffs in Spring AI implementations.

spring-aitradeoffscost-optimizationperformance
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Test Generation Prompt

Structured prompt for generating comprehensive tests

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Test Strategy Prompt

Prompt for generating a comprehensive test strategy document for the pipeline

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Validation Report Prompt

Prompt for generating the final pipeline validation report

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