CLI-Anything

Use this skill to work with the local CLI-Anything/ repository in the workspace and turn its methodology into something usable from OpenClaw.

What this skill is for

Use it for three common cases:

1. 1. Assess feasibility — inspect a target app/repo and decide whether CLI-Anything is a good fit.
2. Use an existing harness — work with one of the repo's prebuilt agent-harness examples.
3. Wrap for OpenClaw — turn CLI-Anything guidance or an existing harness into an OpenClaw skill/workflow.

Local source of truth

The repository is expected at:

• - INLINECODE2

Read these first when needed:

• - CLI-Anything/README.md — overall platform and examples
• INLINECODE4 — generation methodology and quality bar
• INLINECODE5 — plugin behavior and expected output layout

For a fast survey of bundled examples, read references/bundled-harnesses.md.

Core workflow

1) Classify the user's request

Decide which path applies:

• - Methodology request: user wants to understand or apply CLI-Anything generally
• Existing harness request: user wants to use/demo one of the included examples like GIMP or LibreOffice
• Packaging request: user wants an OpenClaw skill or ClawHub package derived from CLI-Anything

2) Inspect prerequisites

Before promising execution, check:

• - Python 3.10+
• target software presence if using a real harness backend
• whether the request is about:

3) Prefer existing harnesses before generation

If the repo already includes a matching harness under <software>/agent-harness/, use that as the baseline instead of pretending generation has to happen from scratch.

4) For OpenClaw packaging, separate method from implementation

CLI-Anything itself is not a native OpenClaw skill package. When adapting it:

• - keep the OpenClaw SKILL.md focused on when to use and how to navigate the local repo
• move large methodology text into references
• do not claim that /plugin or /cli-anything slash commands are directly available inside OpenClaw unless you have actually wired them up

Practical guidance

When the user wants to use an existing bundled harness

1. 1. Locate INLINECODE11
2. Read its setup.py, package layout, and local README/SOP file
3. Identify hard dependencies on the real software backend
4. Install or verify Python requirements only as needed
5. Validate the CLI entry point and a minimal command

When the user wants to make a new app agent-native

Use CLI-Anything as methodology, not magic:

1. 1. Analyze backend engine, data model, existing CLI/API hooks
2. Define command groups and state model
3. Create or refine INLINECODE13
4. Add tests and a INLINECODE14
5. Install the resulting package to PATH
6. Verify real backend execution, not mock-only behavior

When the user wants an OpenClaw skill

There are two good outputs:

• - Method skill: teaches OpenClaw how to use CLI-Anything on local repos
• Harness skill: wraps one generated CLI or one concrete software target

Default to a method skill unless the user clearly wants a single app workflow.

Rules

• - Do not say CLI-Anything is already a native OpenClaw skill unless you created that wrapper.
• Do not promise a generated CLI works until you verify its entry point and real backend dependencies.
• Treat third-party generated code as reviewable output, not automatically trusted output.
• For publishing, require explicit user intent before pushing anything external.
• If packaging for ClawHub, keep the skill lean and point to local references instead of pasting huge docs into SKILL.md.

Useful script

Use scripts/inspect_cli_anything.py to quickly inspect the local repo and enumerate bundled harnesses. It prints JSON with:

• - whether the repo exists
• discovered harnesses
• whether each harness has setup.py, package directory, README, and E2E tests

Run:

CODEBLOCK0

Use scripts/recommend_harness.py to rank the bundled harnesses and suggest good first validation targets.

Run:

CODEBLOCK1

Helpful local paths

• - Repo root: INLINECODE19
• Plugin docs: INLINECODE20
• Example harnesses: INLINECODE21

Reference files

• - references/bundled-harnesses.md — quick map of included examples
• INLINECODE23 — how to package CLI-Anything ideas into OpenClaw skills
• INLINECODE24 — first locally verified runnable example