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cliops

Advanced CLI tool for structured, pattern-based prompt optimization and state management

4.4.4
Source
pipPyPI
Maintainers
1

cliops - Command Line Interface for Prompt Optimization

A powerful CLI tool for structured, pattern-based prompt optimization and state management.

GitHub Documentation Community

Features

  • Pattern-based optimization: Apply proven prompt engineering patterns
  • State management: Persistent CLI state for project context
  • Rich terminal UI: Beautiful output with syntax highlighting
  • Extensible: Add custom patterns and plugins
  • Cross-platform: Works on Windows, macOS, and Linux
  • Performance optimized: Advanced caching and memory management
  • Plugin system: Extend functionality with custom plugins

Quick Start

# Install
pip install .

# Initialize
cliops init

# Optimize a prompt
cliops "Create a user authentication endpoint"

# Analyze a prompt
cliops analyze "Make this code better"

# List patterns
cliops patterns

Installation

pip install .

The installer will attempt to add the necessary directory to your system's PATH. Please restart your terminal after installation.

Usage

Basic Commands

# Direct prompt optimization
cliops "Fix this bug in my React component"

# With specific pattern
cliops optimize "Refactor this function" --pattern precision_engineering

# Analyze prompt for improvements
cliops analyze "Create API endpoint"

# List available patterns
cliops patterns

# Manage state
cliops state set ARCHITECTURE "React + Node.js"
cliops state show

# Plugin management
cliops plugin list
cliops plugin create my_plugin

Advanced Features

# Context-aware optimization
cliops "Create dashboard" --context "React + TypeScript"

# Dry run to preview
cliops "Test prompt" --dry-run

# Override specific fields
cliops "API task" --constraints "RESTful design" --output-format "JSON"

Configuration

cliops uses YAML-based configuration with environment support:

# ~/.cliops/config.yaml
environment: production
logging:
  level: INFO
optimization:
  cache_enabled: true
  default_pattern: adaptive_generation
performance:
  memory_limit_mb: 512

Plugin Development

Create custom plugins to extend cliops:

# Create plugin template
cliops plugin create my_plugin

# Edit the generated template
# ~/.cliops/plugins/my_plugin.py

# Enable plugin
cliops plugin enable my_plugin

Documentation

  • Full Documentation: cliops.fun/docs
  • API Reference: Comprehensive module documentation
  • Plugin Development Guide: Create custom extensions
  • Configuration Reference: All settings explained

Community

Testing

python run_tests.py

License

MIT License

Architecture

cliops is built with:

  • Intelligence System: Domain detection and pattern suggestion
  • Context Optimizer: Project-aware prompt enhancement
  • Performance Monitor: Memory and execution optimization
  • Plugin Framework: Extensible architecture
  • Configuration Manager: Environment-based settings

For detailed architecture documentation, visit cliops.fun/docs.

Keywords

cli prompt optimization ai llm prompt-engineering patterns state-management

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