A specialized methodology and toolkit for generating, refining, and packaging agent-usable command-line interfaces for existing software and codebases.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install cli-anything
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 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 for Openclaw?
CLI-Anything is a powerful methodology designed to bridge the gap between complex software surfaces—such as GUI applications, desktop tools, and web APIs—and autonomous AI agents. By providing a structured framework for creating agent-harnesses, this skill enables Openclaw Skills users to turn static codebases into interactive, command-driven environments that agents can navigate and control with high precision.
This skill functions as a bridge within the workspace, allowing users to assess the feasibility of transforming a target application, utilize prebuilt harnesses for tools like GIMP or LibreOffice, and ultimately wrap these implementations into native Openclaw workflows. It focuses on maintaining a strict quality bar for generated CLIs, ensuring they are robust, testable, and optimized for LLM interaction.
CLI-Anything for Openclaw Use Cases
- Transforming legacy GUI or desktop applications into structured CLI tools for agentic automation.
- Implementing the CLI-Anything methodology to create standardized interfaces for internal SDKs or repositories.
- Packaging existing agent-harness examples from the CLI-Anything repository into distributable Openclaw Skills.
- Assessing whether a specific codebase or third-party tool is a viable candidate for agent-native conversion.
How CLI-Anything for Openclaw Works
- Request Classification: The skill identifies if the user needs general methodology guidance, access to an existing bundled harness, or a packaging workflow for ClawHub.
- Prerequisite Inspection: It verifies the local environment, ensuring Python 3.10+ is available and checking for target software backend dependencies.
- Harness Selection: It scans the local repository for existing harnesses under the agent-harness directory to prevent redundant generation.
- Refinement & Implementation: For new targets, it analyzes the backend engine and state model to define command groups and create a structured harness.
- Validation & Testing: The skill runs E2E tests and verifies real backend execution before certifying the CLI as ready for agent use.
- OpenClaw Integration: Finally, it generates the necessary metadata and documentation to wrap the harness as a functional Openclaw skill.
CLI-Anything for Openclaw Setup
To get started with CLI-Anything, ensure the repository is located in your workspace and use the provided inspection scripts to verify your environment:
# Inspect the local repository and discover bundled harnesses
python3 /root/.openclaw/workspace/skills/cli-anything/scripts/inspect_cli_anything.py
# Get recommendations for the best harness to use as a baseline
python3 /root/.openclaw/workspace/skills/cli-anything/scripts/recommend_harness.py
CLI-Anything for Openclaw Data Schema & Taxonomy
The skill organizes data within a structured repository format to maintain a clear local source of truth:
| Path Component | Description |
|---|---|
CLI-Anything/ |
Root repository containing all methodology and harnesses. |
*/agent-harness/ |
Concrete implementations for specific software (e.g., GIMP, LibreOffice). |
cli-anything-plugin/ |
Documentation on plugin behavior and expected output layout. |
references/ |
Contains maps of bundled harnesses and adaptation notes for Openclaw Skills. |
scripts/ |
Utility scripts for repository inspection and harness ranking. |
CLI-Anything for Openclaw Advanced Features
- Multi-path workflow logic for assessing, using, or packaging CLI tools.
- Automated harness discovery and health checking via internal Python scripts.
- Detailed state-model definition for complex apps to ensure LLM-compatible interaction.
- Specialized guidance for publishing generated harnesses as lean, ClawHub-compatible packages.
SKILL.md
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