Strong Recipe Prompts

The Strong Prompt Template

metadata:
  name: my-recipe
  requires:
    env:
      - OPENAI_API_KEY

goal: [SPECIFIC, MEASURABLE GOAL]

agents:
  researcher:
    role: [SPECIFIC ROLE]
    goal: [AGENT-SPECIFIC GOAL]
    backstory: |
      [EXPERTISE DESCRIPTION]
      
      CRITICAL INSTRUCTIONS:
      1. Always verify completeness before finalizing output
      2. Cite sources for all factual claims
      3. Follow the exact output format specified
      4. If data is incomplete, state what is missing
      5. Never fabricate information
    tools:
      - [TOOL_NAME]
    llm: gpt-4o-mini

steps:
  - agent: researcher
    action: |
      Use [TOOL] to [SPECIFIC ACTION].
      Return [EXACT FORMAT] with:
      - [FIELD 1]
      - [FIELD 2]
      - [FIELD 3]
    expected_output: |
      [EXACT FORMAT DESCRIPTION]

Key Elements

1. Specific Goal

Bad: Research AIGood: Research and compare the top 5 AI agent frameworks with features, pros, cons, and use cases

2. Detailed Backstory

Include:

Expertise description
Verification requirements
Output format rules
Error handling instructions

3. Concrete Actions

Bad: Search for information about {{topic}}Good:

Use tavily_search to find the top 5 AI agent frameworks released in 2024-2025. Return a numbered list with name, key features, and comparison.

4. Exact Expected Output

Bad: A reportGood: A numbered list of 5 frameworks, each with: name, 3 key features, pros (2), cons (2), best use case

Example: Research Recipe

metadata:
  name: ai-frameworks-research
  requires:
    env:
      - OPENAI_API_KEY
      - TAVILY_API_KEY

goal: Research and compare top 5 AI agent frameworks with features and use cases

agents:
  researcher:
    role: AI Framework Analyst
    goal: Find and compare the latest AI agent frameworks
    backstory: |
      Expert researcher specializing in AI frameworks and tools.
      
      CRITICAL INSTRUCTIONS:
      1. Verify all information before including in output
      2. Include source URLs for each framework
      3. Compare frameworks objectively
      4. If search results are incomplete, make additional searches
      5. Format output exactly as specified
    tools:
      - tavily_search
    llm: gpt-4o-mini

steps:
  - agent: researcher
    action: |
      Use tavily_search to find the top 5 AI agent frameworks in 2024-2025.
      For each framework, find: name, key features, pros, cons, best use case.
      Return a numbered list with all details and source URLs.
    expected_output: |
      A numbered list of 5 AI frameworks:
      1. [Name]
         - Features: [3 key features]
         - Pros: [2 advantages]
         - Cons: [2 disadvantages]
         - Best for: [use case]
         - Source: [URL]

Prompt Checklist

Goal is Specific

Can you measure if the goal was achieved?

Backstory has Instructions

Does it include verification and format rules?

Action is Concrete

No variables, specific tool and format?

Expected Output is Exact

Describes the exact structure?

Run praisonai recipe judge after each run to identify prompt weaknesses.

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Getting Started (No Code)

Strong Recipe Prompts

The Strong Prompt Template

Key Elements

Example: Research Recipe

Prompt Checklist

​The Strong Prompt Template

​Key Elements

​Example: Research Recipe

​Prompt Checklist

The Strong Prompt Template

Key Elements

Example: Research Recipe

Prompt Checklist