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Agents & Automation

AI agents, workflows, and autonomous task prompts

10 prompts available

AI Agent System Prompt Builder

Design a powerful system prompt that turns any LLM into a focused, reliable agent

Claude
Help me write a production-quality system prompt for an AI agent that will:

Agent Purpose: [WHAT THIS AGENT DOES]
Primary Users: [WHO WILL USE IT]
Tools/Capabilities Available: [L…
system promptagentAdvanced

Multi-Step Agent Workflow Designer

Design reliable multi-step agent workflows that don't break

Claude
Design a multi-step AI agent workflow for:

Goal: [WHAT THE WORKFLOW SHOULD ACCOMPLISH]
Available Tools/APIs: [LIST TOOLS]
Trigger: [WHAT STARTS THIS WORKFLOW]
Expected Inputs: [WH…
workflowagentAdvanced

Tool Description Writer for Agents

Write precise tool descriptions that help agents use tools correctly every time

Claude
Write optimized tool descriptions for an AI agent's function/tool definitions.

Tool Name: [NAME]
What it does: [PLAIN ENGLISH EXPLANATION]
When to use it: [TRIGGER CONDITIONS]
Whe…
toolsfunction callingAdvanced

Agent Output Evaluator

Build a rubric and prompt to automatically evaluate agent output quality

Claude
Create an evaluation framework for an AI agent that handles: [AGENT TASK]

What good output looks like: [DESCRIBE IDEAL OUTPUT]
What bad output looks like: [DESCRIBE FAILURE MODES]…
evaluationllm-as-judgeAdvanced

Agent Persona Designer

Create a consistent, compelling agent persona that users trust

Claude
Design a complete persona for an AI agent:

Agent's Job: [WHAT IT DOES]
Brand/Company: [IF APPLICABLE]
Target Users: [WHO IT SERVES]
Desired Feeling: [HOW USERS SHOULD FEEL AFTER I…
personaagentIntermediate

Agent Memory Architecture Planner

Design a memory strategy so your agent remembers what matters

Claude
Help me design a memory architecture for an AI agent that: [AGENT PURPOSE]

Key questions:
- How long are sessions? [SHORT INTERACTIONS / LONG ONGOING TASKS]
- What must persist be…
memoryagentAdvanced

Agent Failure Debugger

Diagnose why your AI agent is failing and get a fix plan

Claude
My AI agent is failing. Help me debug it.

Agent Purpose: [WHAT IT'S SUPPOSED TO DO]
Current Behavior: [WHAT IT'S ACTUALLY DOING]
Where it fails: [SPECIFIC STEP OR CONDITION]
Error…
debuggingagentAdvanced

RAG Pipeline Designer

Design a Retrieval-Augmented Generation pipeline for your agent

Claude
Help me design a RAG (Retrieval-Augmented Generation) pipeline for:

Use case: [WHAT YOUR AGENT NEEDS TO KNOW]
Knowledge sources: [DOCUMENTS / DATABASES / WEBSITES / APIs]
Query ty…
ragretrievalAdvanced

Multi-Agent Team Designer (CrewAI / AutoGen)

Design a team of specialized AI agents that collaborate on complex tasks

Claude
Design a multi-agent system to accomplish: [COMPLEX GOAL]

Framework preference: [CREWAI / AUTOGEN / LANGGRAPH / ANY]
Available tools/APIs: [LIST]
Human oversight level: [FULL AUTO…
crewaimulti-agentAdvanced

Prompt Chain Architect

Break complex tasks into reliable prompt chains with clean handoffs

Claude
Help me break this complex task into a reliable prompt chain:

Final Goal: [WHAT YOU WANT PRODUCED AT THE END]
Inputs Available: [WHAT DATA/CONTEXT YOU HAVE]
Quality Requirements:…
prompt chainingpipelineIntermediate

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