CLI Usage
LLMPromptKit provides a command-line interface (CLI) for managing prompts, versions, tests, and evaluations.
Basic Commands
Prompt Management
# Create a prompt
llmpromptkit prompt create "Weather Forecast" --content "Provide a weather forecast for {location} on {date}" --tags "weather,forecast"
# List all prompts
llmpromptkit prompt list
# Get prompt details
llmpromptkit prompt get <prompt_id>
# Update a prompt
llmpromptkit prompt update <prompt_id> --content "New content" --tags "new,tags"
# Delete a prompt
llmpromptkit prompt delete <prompt_id>
Version Control
# Commit a version
llmpromptkit version commit <prompt_id> --message "Version description"
# List versions
llmpromptkit version list <prompt_id>
# Check out (revert to) a specific version
llmpromptkit version checkout <prompt_id> <version_number>
# Compare versions
llmpromptkit version diff <prompt_id> <version1> <version2>
Testing
# Create a test case
llmpromptkit test create <prompt_id> --input '{"location": "New York", "date": "tomorrow"}' --expected "Expected output"
# List test cases
llmpromptkit test list <prompt_id>
# Run a specific test case
llmpromptkit test run <test_case_id> --llm openai
# Run all test cases for a prompt
llmpromptkit test run-all <prompt_id> --llm openai
# Run an A/B test between two prompts
llmpromptkit test ab <prompt_id_a> <prompt_id_b> --inputs '[{"var": "value1"}, {"var": "value2"}]' --llm openai
Evaluation
# Evaluate a prompt
llmpromptkit eval run <prompt_id> --inputs '[{"var": "value1"}, {"var": "value2"}]' --llm openai
# List available metrics
llmpromptkit eval metrics
# Register a custom metric
llmpromptkit eval register-metric <metric_file.py>
Environment Configuration
The CLI supports environment variables for configuration:
LLMPROMPTKIT_STORAGE
: Path to store prompts and related dataLLMPROMPTKIT_OPENAI_API_KEY
: OpenAI API key for built-in LLM supportLLMPROMPTKIT_DEFAULT_LLM
: Default LLM to use for testing and evaluation
You can also create a config file at ~/.llmpromptkit/config.json
:
{
"storage_path": "/path/to/storage",
"default_llm": "openai",
"api_keys": {
"openai": "your-openai-key"
}
}
Advanced Usage
Multiple Storage Locations
# Specify a storage location for a command
llmpromptkit --storage /path/to/storage prompt list
# Export a prompt to another storage
llmpromptkit prompt export <prompt_id> --output /path/to/output.json
# Import a prompt from a file
llmpromptkit prompt import /path/to/prompt.json
Automation and Scripting
# Get output in JSON format
llmpromptkit --json prompt list
# Use in shell scripts
PROMPT_ID=$(llmpromptkit --json prompt create "Script Prompt" --content "Content" | jq -r '.id')
echo "Created prompt with ID: $PROMPT_ID"