A methodology and toolkit designed to turn complex software, GUI applications, and repositories into structured command-line interfaces optimized for AI agents.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install cli-anything-zc
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install cli-anything-zc using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is CLI-Anything?
CLI-Anything is a specialized framework within the Openclaw Skills ecosystem that bridges the gap between traditional software surfaces and AI agent capabilities. It provides a standardized approach to generating or refining agent-usable CLIs for existing codebases, desktop tools, and web APIs. By utilizing a structured agent-harness, it allows developers to wrap complex functionality into a format that AI agents can reliably navigate and execute.
This skill functions primarily as a methodology guide and integration bridge. It enables users to assess the feasibility of converting specific applications, leverage pre-built harnesses for popular software like GIMP or LibreOffice, and ultimately package these interactions as native OpenClaw workflows. It transforms the way agents interact with local environments by providing a rigorous quality bar for command generation and state management.
CLI-Anything Use Cases
- Converting legacy GUI applications or desktop tools into agent-controllable interfaces
- Assessing whether a specific repository or SDK is a viable candidate for CLI-Anything conversion
- Rapidly deploying pre-built agent-harnesses for supported third-party software
- Packaging custom CLI-Anything implementations into distributable Openclaw Skills
- Standardizing agent interactions with complex local software through structured command groups
How CLI-Anything Works
- Request Classification: The system determines if the user needs a methodology overview, access to an existing harness, or a packaging workflow.
- Prerequisite Inspection: It verifies the local environment, ensuring Python 3.10+ is available and target software backends are present.
- Harness Discovery: Before generating new code, it prioritizes existing harnesses found in the local repository to ensure stability.
- Execution & Validation: The skill installs necessary dependencies, validates CLI entry points, and runs E2E tests to verify real-world backend execution.
- Skill Adaptation: For packaging, it separates the methodology from the implementation to create lean, efficient Openclaw Skills.
CLI-Anything Setup
To begin using CLI-Anything, ensure your repository is located in the standard workspace path and run the diagnostic scripts:
# Inspect the local repository and enumerate bundled harnesses
python3 /root/.openclaw/.workspace/skills/cli-anything/scripts/inspect_cli_anything.py
# Get recommendations for the best harness to use for your specific target
python3 /root/.openclaw/workspace/skills/cli-anything/scripts/recommend_harness.py
CLI-Anything Data Schema & Taxonomy
The skill organizes its operations around a central local source of truth with the following taxonomy:
| Path Component | Description |
|---|---|
CLI-Anything/README.md |
General platform documentation and methodology examples |
*/agent-harness/ |
The core package directory containing the generated CLI logic |
cli-anything-plugin/ |
Documentation regarding plugin behavior and output layout |
references/ |
Mapping of bundled harnesses and Openclaw adaptation notes |
CLI-Anything Advanced Features
- Feasibility assessment for turning any GUI or SDK into an agent-native tool
- Multi-agent support through standardized command structures and state models
- Automated discovery of pre-built harnesses for enterprise software (e.g., LibreOffice)
- Native integration hooks for packaging generated harnesses into ClawHub packages
- Support for verified, non-mocked backend execution for high-fidelity agent automation
SKILL.md
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