Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/hkuds/cli-anything/macroclinpx skills add HKUDS/CLI-Anything --skill macrocligit clone --depth 1 https://github.com/HKUDS/CLI-AnythingWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00054 | $0.00770 |
| Opus 5 | $0.00027 | $0.00385 |
| Sonnet 5 | $0.00011 | $0.00154 |
| Haiku 4.5 | $0.00005 | $0.00077 |
Grade A, and why
cli-anything scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 111 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLI-Anything for OpenClaw
Use this skill when the user wants OpenClaw to act like the CLI-Anything builder.
If this skill is being used from inside the CLI-Anything repository, read ../cli-anything-plugin/HARNESS.md before implementation. That file is the full methodology source of truth. If it is not available, follow the condensed rules below.
Inputs
Accept either:
- A local source path such as
./gimpor/path/to/software - A GitHub repository URL
Derive the software name from the local directory name after cloning if needed.
Modes
Build
Use when the user wants a new harness.
Produce this structure:
<software>/
└── agent-harness/
├── <SOFTWARE>.md
├── setup.py
└── cli_anything/
└── <software>/
├── README.md
├── __init__.py
├── __main__.py
├── <software>_cli.py
├── core/
├── utils/
└── tests/
Implement a stateful Click CLI with:
- one-shot subcommands
- REPL mode as the default when no subcommand is given
--jsonmachine-readable output- session state with undo/redo where the target software supports it
Refine
Use when the harness already exists.
First inventory current commands and tests, then do gap analysis against the target software. Prefer:
- high-impact missing features
- easy wrappers around existing backend APIs or CLIs
- additions that compose well with existing commands
Do not remove existing commands unless the user explicitly asks for a breaking change.
Test
Plan tests before writing them. Keep both:
test_core.pyfor unit coveragetest_full_e2e.pyfor workflow and backend validation
When possible, test the installed command via subprocess using cli-anything-<software> rather than only module imports.
Validate
Check that the harness:
- uses the
cli_anything.<software>namespace package layout - has an installable
setup.pyentry point - supports JSON output
- has a REPL default path
- documents usage and tests
What ships with it
39 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agent-harness/cli_anything/macrocli/__init__.py 32 B runs code
- agent-harness/cli_anything/macrocli/__main__.py 136 B runs code
- agent-harness/cli_anything/macrocli/backends/__init__.py 0 B runs code
- agent-harness/cli_anything/macrocli/backends/base.py 2.3 KB runs code
- agent-harness/cli_anything/macrocli/backends/file_transform.py 7.5 KB runs code
- agent-harness/cli_anything/macrocli/backends/gui_agent.py 21 KB runs code
- agent-harness/cli_anything/macrocli/backends/gui_macro.py 7.1 KB runs code
- agent-harness/cli_anything/macrocli/backends/native_api.py 8.7 KB runs code
- agent-harness/cli_anything/macrocli/backends/recovery.py 4.9 KB runs code
- agent-harness/cli_anything/macrocli/backends/semantic_ui.py 22 KB runs code
- agent-harness/cli_anything/macrocli/backends/visual_anchor.py 26 KB runs code
- agent-harness/cli_anything/macrocli/core/__init__.py 0 B runs code
- agent-harness/cli_anything/macrocli/core/llm_assist.py 16 KB runs code
- agent-harness/cli_anything/macrocli/core/macro_model.py 12 KB runs code
- agent-harness/cli_anything/macrocli/core/parameterize.py 11 KB runs code
- agent-harness/cli_anything/macrocli/core/recorder.py 28 KB runs code
- agent-harness/cli_anything/macrocli/core/registry.py 5.9 KB runs code
- agent-harness/cli_anything/macrocli/core/routing.py 4.2 KB runs code
- agent-harness/cli_anything/macrocli/core/runtime.py 11 KB runs code
- agent-harness/cli_anything/macrocli/core/session.py 6.1 KB runs code
- agent-harness/cli_anything/macrocli/macro_definitions/demo/gedit_find_and_replace.yaml 1.7 KB
- agent-harness/cli_anything/macrocli/macro_definitions/demo/gedit_new_window.yaml 901 B
- agent-harness/cli_anything/macrocli/macro_definitions/demo/gedit_save_as.yaml 1.8 KB
- agent-harness/cli_anything/macrocli/macro_definitions/demo/gedit_type_and_save.yaml 1015 B
- agent-harness/cli_anything/macrocli/macro_definitions/examples/export_file.yaml 1.6 KB
- agent-harness/cli_anything/macrocli/macro_definitions/examples/transform_json.yaml 1.1 KB
- agent-harness/cli_anything/macrocli/macro_definitions/examples/undo_last.yaml 889 B
- agent-harness/cli_anything/macrocli/macro_definitions/manifest.yaml 731 B
- agent-harness/cli_anything/macrocli/macrocli_cli.py 34 KB runs code
- agent-harness/cli_anything/macrocli/README.md 2.8 KB
- agent-harness/cli_anything/macrocli/skills/SKILL.md 5.6 KB
- agent-harness/cli_anything/macrocli/tests/__init__.py 0 B runs code
- agent-harness/cli_anything/macrocli/tests/test_core.py 24 KB runs code
- agent-harness/cli_anything/macrocli/tests/test_full_e2e.py 14 KB runs code
- agent-harness/cli_anything/macrocli/utils/__init__.py 0 B runs code
- agent-harness/cli_anything/macrocli/utils/repl_skin.py 19 KB runs code
- agent-harness/DEMO.md 10 KB
- agent-harness/MACROCLI.md 7.7 KB
- agent-harness/setup.py 2.3 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 111 lines · 54 tokens per session scan A 4bde6f418454
cli-anything is a skill published in the GitHub repository HKUDS/CLI-Anything (48,669 stars, last pushed 11d ago), licensed Apache-2.0. It adds 54 tokens to every session and 770 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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