Promptfoo Evaluation

What it does

This skill, promptfoo-evaluation, provides a way to evaluate and score AI agent responses. It assesses outputs based on criteria you define, returning a numerical score and potentially qualitative feedback. This allows for automated assessment of AI performance and iterative improvement of prompts or agent configurations.

When to use it

• Automated Testing: Regularly test the quality of an AI's responses to specific prompts as part of a continuous integration/continuous deployment (CI/CD) pipeline.
• Prompt Optimization: Compare different prompt variations to see which produces higher-quality outputs according to your defined criteria.
• Agent Fine-tuning: Evaluate how changes to an agent’s configuration affect its performance on specific tasks and benchmarks.
• Quality Assurance: Quickly assess the suitability of AI generated content before publishing or using it in production.

Key capabilities

• Evaluates AI responses based on user-defined criteria.
• Returns a numerical score representing the quality of the response.
• Provides qualitative feedback (details not specified).

Example prompts

• "Evaluate this AI response: [AI Response Text] using these criteria: [Criteria List]"
• "Score the following output from my chatbot: [Chatbot Output] and provide feedback."
• "Assess the quality of this generated email: [Email Content] based on clarity, tone, and accuracy."

Tips & gotchas

The effectiveness of this skill depends heavily on providing clear and well-defined evaluation criteria. Without specific instructions, the results may be inconsistent or unreliable.