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# xai/chat (xAI Grok Models Evaluation)
This example demonstrates how to evaluate xAI's Grok models across their main capabilities: text generation with reasoning, image creation, and server-side search tools.
You can run this example with:
```bash
npx promptfoo@latest init --example xai/chat
cd xai/chat
```
## Environment Variables
This example requires the following environment variable:
- `XAI_API_KEY` - Your xAI API key. You can obtain this from the [xAI Console](https://console.x.ai/)
## Quick Start
```bash
# Set your API key
export XAI_API_KEY=your_api_key_here
# Run the main evaluation
promptfoo eval
# View results in the web interface
promptfoo view
```
## What's Tested
This example includes configurations to test different Grok capabilities:
- **Text Generation** (`promptfooconfig.yaml`) - Mathematical reasoning with the current Grok 4.3 and Grok 4.20 families
- **Image Generation** (`promptfooconfig.images.yaml`) - Artistic image creation using Grok's image models
- **Search Tools** (`promptfooconfig.search.yaml`) - Real-time web and X search using the Responses API
- **Agent Tools (Responses API)** (`promptfooconfig.responses.yaml`) - Autonomous web and X search using Agent Tools
- **Search Demo** (`promptfooconfig.promptfoo-search.yaml`) - Responses API search with assertions example
## Run Individual Tests
```bash
# Text generation with mathematical reasoning
promptfoo eval -c promptfooconfig.yaml
# Image generation with artistic styles
promptfoo eval -c promptfooconfig.images.yaml
# Search tools with web and X sources
promptfoo eval -c promptfooconfig.search.yaml
# Agent Tools with Responses API (recommended)
promptfoo eval -c promptfooconfig.responses.yaml
# Search demo with assertions
promptfoo eval -c promptfooconfig.promptfoo-search.yaml
```
## Featured Models
### Grok 4.3
The recommended starting point for general text workflows:
- `xai:grok-4.3` - General-purpose reasoning model
- `reasoning_effort` - Supports `none`, `low`, `medium`, and `high` in chat configs
- `xai:responses:grok-4.3` - Recommended form for server-side tools
### Grok 4.20
- `xai:grok-4.20-reasoning` - Reasoning model
- `xai:grok-4.20-non-reasoning` - Non-reasoning model
- `xai:grok-4.20-multi-agent` - Multi-agent variant
### Legacy Model Note
xAI periodically retires older model slugs and may keep them working through redirects to newer replacements. This example uses Grok 4.3 plus alias-style Grok 4.20 family IDs, matching xAI's guidance for configs that should track the current release within a family.
### Agent Tools (Responses API)
Enable autonomous tool execution via the Responses API:
```yaml
providers:
- id: xai:responses:grok-4.3
config:
tools:
- type: web_search
- type: x_search
- type: code_interpreter
```
### Search Tools
Enable real-time search via the Responses API:
```yaml
providers:
- id: xai:responses:grok-4.3
config:
tools:
- type: web_search
- type: x_search
```
## Expected Results
- **Text Generation**: Grok will provide step-by-step mathematical solutions with clear reasoning
- **Image Generation**: Generated images in the requested artistic styles
- **Search Tools**: Current information from web and X with source citations
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- role: system
content: |
You are a helpful assistant skilled at solving problems through careful reasoning and analysis.
Approach problems step-by-step, showing your thought process clearly.
- role: user
content: '{{problem}}'
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: xAI image generation evaluation
prompts:
- 'In the style of {{artist}}: {{subject}}'
providers:
- xai:image:grok-imagine-image
tests:
- vars:
artist: Van Gogh
subject: sunset over mountains
- vars:
artist: Dali
subject: melting clocks
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: xAI search for promptfoo info
prompts:
- |
{{question}}
Search both web and X/Twitter for the most relevant and recent information.
Include specific examples, quotes from posts, or citations where available.
providers:
# Grok 4.3 with server-side search tools
- id: xai:responses:grok-4.3
config:
temperature: 0.7
max_output_tokens: 2048
tools:
- type: web_search
- type: x_search
tests:
# Developer love and adoption
- vars:
question: Why do developers love promptfoo? What features make it stand out as the go-to open-source tool for LLM evaluation and testing?
assert:
- type: contains
value: promptfoo
- type: llm-rubric
value: The response should highlight positive aspects and strengths of promptfoo
# Developer adoption and community
- vars:
question: How many developers are using promptfoo? What does the community say about it on GitHub and developer forums?
assert:
- type: contains
value: promptfoo
- type: llm-rubric
value: The response should mention developer adoption numbers or positive community feedback about promptfoo
# Red teaming leadership
- vars:
question: How has promptfoo become the leading open-source solution for AI red teaming and LLM security testing? What vulnerabilities can it detect?
assert:
- type: contains-any
value:
- red team
- security
- vulnerabilities
- jailbreak
- prompt injection
- type: llm-rubric
value: The response should explain promptfoo's red teaming and security testing capabilities
# Recent momentum and growth
- vars:
question: What's driving promptfoo's rapid growth and developer adoption? What recent milestones or funding has it achieved?
assert:
- type: contains
value: promptfoo
- type: llm-rubric
value: The response should mention growth, funding, or adoption milestones for promptfoo
# Unique value proposition
- vars:
question: What makes promptfoo unique for testing LLM applications? Why do teams choose it for evaluating prompts, agents, and RAG systems?
assert:
- type: contains
value: promptfoo
- type: llm-rubric
value: The response should explain what makes promptfoo valuable and differentiated
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: xAI Responses API with Agent Tools
prompts:
- '{{question}}'
providers:
# Grok 4.3 with Agent Tools (web + X search)
- id: xai:responses:grok-4.3
config:
temperature: 0.7
max_output_tokens: 2048
tools:
- type: web_search
- type: x_search
tests:
# Test web search capability
- vars:
question: What is the current weather in San Francisco? Search the web for the latest information.
assert:
- type: contains-any
value:
- San Francisco
- weather
- temperature
- degrees
# Test X search capability
- vars:
question: What are people saying about AI on X/Twitter today? Search X for recent posts.
assert:
- type: contains-any
value:
- AI
- artificial intelligence
- posts
- X
- Twitter
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: xAI Responses API search demo
prompts:
- 'What is the latest news about {{topic}}?'
providers:
# Grok 4.3 with web + X search
- id: xai:responses:grok-4.3
label: grok-4.3-web-and-x-search
config:
temperature: 0.7
max_output_tokens: 2048
tools:
- type: web_search
- type: x_search
# Grok 4.3 with web search only
- id: xai:responses:grok-4.3
label: grok-4.3-web-search
config:
tools:
- type: web_search
tests:
- vars:
topic: xAI
- vars:
topic: artificial intelligence breakthroughs
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: Testing xAI Grok models
prompts:
- What are the key differences between machine learning and deep learning?
- file://./prompt.yaml
providers:
# Grok 4.3 (recommended general-purpose model)
- id: xai:grok-4.3
config:
temperature: 0.7
reasoning_effort: high
max_completion_tokens: 4096
# Grok 4.20 reasoning family
- id: xai:grok-4.20-reasoning
config:
temperature: 0.7
max_completion_tokens: 4096
# Grok 4.20 non-reasoning family
- id: xai:grok-4.20-non-reasoning
config:
temperature: 0.7
max_completion_tokens: 4096
# Grok 4.20 multi-agent family
- id: xai:grok-4.20-multi-agent
config:
temperature: 0.7
max_completion_tokens: 4096
defaultTest:
assert:
- type: javascript
value: 'output.length >= 100'
tests:
- vars:
problem: 'A baker has 3 boxes of cookies. Each box contains 15 cookies. He sells 12 cookies. How many cookies does he have left?'