How does the 'Refine' mode work?

Refine mode inventories your existing CLI commands and tests, performs a gap analysis against the target software, and suggests high-impact features to add without removing existing functionality.

Can I use this with GitHub repositories?

Yes, the skill accepts both local source paths and GitHub repository URLs as inputs to begin the analysis and building process.

What is a CLI-Anything harness?

A CLI-Anything harness is a standardized Python wrapper around a software application that provides a structured command-line interface, making it easier for AI agents and automation scripts to interact with the software.

What kind of output does the generated CLI provide?

The generated harnesses support standard text output, interactive REPL modes for human use, and a --json flag for machine-readable output compatible with other tools and agents.

Does this skill rewrite my application's core code?

No, the skill prefers to wrap the existing backend, executable, or API to provide a CLI layer. It only uses synthetic reimplementation if no native backend is available.

CLI-Anything Builder

Name: CLI-Anything Builder
Author: hazelugo

byhazelugo

0•

Productivity & Workflow

Converts GUI applications and source repositories into standardized, agent-ready CLI harnesses using the CLI-Anything methodology.

The CLI-Anything skill for OpenClaw empowers developers to bridge the gap between complex GUI or library-based software and command-line automation. By generating a stateful, Click-based Python harness, this skill allows users to build, refine, and test CLI wrappers that support JSON output, REPL modes, and session state. It is specifically designed to make software accessible to AI agents and automated workflows by wrapping existing backends, executables, or APIs into a standardized namespace package structure without requiring a full rewrite of the target application.

Key Features

010 GitHub stars

02Comprehensive testing suite generation including unit and end-to-end workflow validation.

03Machine-readable JSON output support for seamless AI agent integration.

04Intelligent backend wrapping of existing executables and scripting interfaces.

05Automated generation of stateful Click-based CLI harnesses with REPL defaults.

06Automated refinement and gap analysis for existing CLI harnesses.

Use Cases

01Wrapping a GUI-only application with a CLI to enable automated batch processing.

02Creating an AI-accessible interface for a legacy repository that lacks a modern API.

03Standardizing internal toolsets into namespace packages for improved developer productivity.

Key Features

010 GitHub stars

02Comprehensive testing suite generation including unit and end-to-end workflow validation.

03Machine-readable JSON output support for seamless AI agent integration.

04Intelligent backend wrapping of existing executables and scripting interfaces.

05Automated generation of stateful Click-based CLI harnesses with REPL defaults.

06Automated refinement and gap analysis for existing CLI harnesses.

Use Cases

01Wrapping a GUI-only application with a CLI to enable automated batch processing.

02Creating an AI-accessible interface for a legacy repository that lacks a modern API.

03Standardizing internal toolsets into namespace packages for improved developer productivity.