Individual skill
evaluate-multimodal
Evaluate multimodal AI agents that process images, audio, PDFs, or other files. Sets up evaluations using LangWatch's LLM-as-judge with image inputs, Scenario's multimodal testing, and document parsing evaluation patterns. Use when your agent handles non-text inputs.
skills/_compiled/native/evaluate-multimodal/SKILL.md
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- ai Repository topic
- analytics Repository topic
- datasets Repository topic
- evaluation Repository topic
- gpt Repository topic
- llm Repository topic
- observability Repository topic
- openai Repository topic
- prompt-engineering Repository topic
- dspy Repository topic
- operations Derived category
- testing Derived category
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# Evaluate Your Multimodal Agent
This recipe helps you evaluate agents that process images, audio, PDFs, or other non-text inputs.
## Step 1: Identify Modalities
Read the codebase to understand what your agent processes:
- **Images**: classification, analysis, generation, OCR
- **Audio**: transcription, voice agents, audio Q\&A
- **PDFs/Documents**: parsing, extraction, summarization
- **Mixed**: multiple input types in one pipeline
## Step 2: Read the Relevant Docs