Overview

CLI-Anything is a groundbreaking project transforming how AI agents interact with software. It empowers AI agents to natively control any application by generating intelligent command-line interfaces (CLIs). Moving beyond human-centric software design, CLI-Anything bridges the gap to an agent-driven future, making every piece of software universally accessible to AI.

Key Features

• Universal Agent Integration: Makes all software agent-native, enabling seamless control by AI agents like Claude Code, Pi, OpenClaw, and more.
• Automated CLI Generation: Automatically generates robust CLIs for any application through a rigorous 7-phase process, from analysis and design to testing and documentation.
• CLI-Hub: A central, community-driven registry for browsing, installing, and managing CLI harnesses. Install any CLI with a single command (pip install cli-anything-hub then cli-hub install <name>).
• Iterative Refinement: CLIs can be continuously improved and expanded via a dedicated refine command, allowing agents to incrementally add capabilities and coverage.
• Structured & Reliable Output: Generates CLIs with structured JSON output and built-in testing, ensuring deterministic and reliable agent behavior.
• Extensible Ecosystem: Actively seeking contributors to build new CLI harnesses and welcomes feature requests for supported software.

Typical Use Cases

• AI-Powered Software Automation: Enable AI agents to perform complex tasks across various applications, from CAD design and 3D modeling to video editing and scientific simulations.
• Accelerated Development & Testing: AI agents can automatically generate and test CLIs for new or existing software, significantly speeding up development cycles.
• Bridging Legacy Software: Make older or non-API-driven applications accessible to modern AI agents.
• Intelligent Workflow Orchestration: Chain together commands from different CLIs generated by CLI-Anything to create sophisticated, agent-controlled workflows.
• Custom Agent Tooling: Developers can rapidly create bespoke command-line tools tailored for specific AI agent needs.