cli-anything

cli-anything — Make Any Software Agent-Native

CLI-Anything (HKUDS) bridges AI agents and the world's software: instead of brittle GUI automation, it wraps real applications (Blender, GIMP, LibreOffice, OBS, Godot, QGIS, …) in structured, agent-first CLIs — Click commands, stateful REPL, --json output, undo/redo — generated and validated through a 7-phase pipeline with 2,461 passing tests across 40+ harnesses. This skill is the routing-first wrapper: pick the right mode, install the right surface, and drive the build → refine → validate loop.

When to use this skill

• The user wants an agent to control real software (image/video/audio editing, office, 3D, GIS, game engines, diagramming, streaming) through a CLI instead of screenshots or RPA
• The user asks to install cli-anything-hub / use cli-hub (list, search, info, install, update, uninstall, launch)
• The user wants agents to autonomously discover and install CLIs via the CLI-Hub meta-skill
• The user wants to generate a new CLI harness from a local codebase or GitHub repo with /cli-anything, or asked how to install the CLI-Anything plugin/skill for Claude Code, Codex, OpenCode, OpenClaw, Pi, Hermes, Qodercli, or GitHub Copilot CLI
• The user wants to expand or verify an existing harness with /cli-anything:refine, /cli-anything:test, or /cli-anything:validate

When not to use this skill

• The user wants to design a domain-specific agent team (agents + skills scaffolding), not a software CLI wrapper → use harness
• The user is browsing/installing Claude plugins generally → use ccpi-marketplace
• The target has no codebase and no API and must be driven through a real browser/GUI session → use browser-harness (or playwriter for an already-open browser)
• The user only needs web scraping/extraction → use scrapling

Prerequisites

Requirement	Notes
Python 3.10+	CLI-Hub and generated harnesses are Python/Click based
Target software	Harnesses call the real backend — install the upstream app (GIMP, Blender, …) too
A frontier coding agent	Harness generation needs strong models (Claude Opus/Sonnet class); weaker models degrade quality
Source code access	The 7-phase generator works from source; binary-only targets degrade substantially

Instructions

Step 1 — Choose the mode

Mode	When	Entry point
Use the ecosystem	A ready-made harness likely exists	pip install cli-anything-hub → cli-hub search <kw>
Empower agents	Agents should pick/install CLIs themselves	npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y
Generate a harness	Registry doesn't cover the software	Platform plugin/skill → /cli-anything <path-or-repo>
Iterate a harness	Coverage gaps, failing flows	/cli-anything:refine · :test · :validate

Prefer the registry first — building is the fallback, not the default.

Step 2 — Use the ecosystem via CLI-Hub

pip install cli-anything-hub

cli-hub list                 # browse the registry
cli-hub search image         # search by keyword
cli-hub info gimp            # inspect one CLI
cli-hub install gimp         # install from CLI-Hub
cli-hub launch gimp          # run an installed CLI
cli-hub update gimp          # update
cli-hub uninstall gimp       # remove

CLI-Hub v0.2.0+ also serves public CLIs from multiple install sources (pip, npm, brew, bundled/system tools) via public_registry.json. If a harness wraps desktop software (GIMP, Blender, LibreOffice, …), install that upstream application too.

Step 3 — Give agents the meta-skill

npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y

Then prompt the agent:

Find appropriate CLI software in CLI-Hub and complete the task: ...

Works with Claude Code, Codex, OpenClaw, Nanobot, Antigravity, and other SKILL-compatible agents. The monorepo's per-harness skills are also discoverable: npx skills add HKUDS/CLI-Anything --list.

Step 4 — Generate a new harness (7-phase pipeline)

Claude Code (primary platform):

/plugin marketplace add HKUDS/CLI-Anything
/plugin install cli-anything

/cli-anything ./gimp                              # local source
/cli-anything https://github.com/blender/blender  # GitHub repo

The pipeline runs: 1 Analyze → 2 Design → 3 Implement (Click CLI + REPL + JSON + undo/redo) → 4 Plan tests → 5 Write tests → 6 Document (+ Phase 6.5 SKILL.md generation) → 7 Publish (setup.py, PATH install). Other platforms (Codex, OpenCode, OpenClaw, Pi, Hermes, Qodercli, Copilot CLI, Goose) follow the same methodology — install commands are in references/commands.md.

If /cli-anything is unrecognized: /reload-plugins, verify with /help cli-anything, reinstall from the marketplace, and only on older builds try the legacy /cli-anything:cli-anything form.

Step 5 — Refine, test, validate

/cli-anything:refine ./gimp                                  # broad gap analysis
/cli-anything:refine ./gimp "batch processing and filters"   # focused
/cli-anything:test ./gimp                                    # run tests, update TEST.md
/cli-anything:validate ./gimp                                # check against HARNESS.md

Refinement is incremental and non-destructive — run it repeatedly to push coverage toward production quality. HARNESS.md is the methodology SOP (source of truth) the validator checks against.

Step 6 — Use a generated CLI

cd <software>/agent-harness && pip install -e .

cli-anything-gimp --help                     # discoverable via --help/which
cli-anything-gimp --json layer add -n "BG"   # structured output for agents
cli-anything-gimp                            # bare command → stateful REPL

Every harness ships dual modes (REPL + subcommands), --json on every command, and a generated SKILL.md at skills/cli-anything-<name>/SKILL.md.

Step 7 — Plugin-style installation alongside jeo-skills

This skill folder is plugin-installable through the standard jeo-skills flow so the wrapper, references, and installer script land on disk for any supported agent runtime:

# Project install (writes into .agents/skills/cli-anything/)
npx skills add https://github.com/akillness/jeo-skills --skill cli-anything

# Global install for every detected agent
npx skills add -g https://github.com/akillness/jeo-skills --skill cli-anything

# Target specific agents
npx skills add -g https://github.com/akillness/jeo-skills --skill cli-anything -a claude-code -a codex -y

The skill also ships scripts/install.sh — a one-shot CLI-Hub installer (venv-aware uv/pip selection, PEP 668-safe) with an optional meta-skill install via CLI_ANYTHING_META_SKILL=1.

Output format

When the user asks cli-anything for help, return a compact brief:

# cli-anything Routing Brief

## Scope
- Mode: use-ecosystem | empower-agents | generate-harness | iterate-harness
- Target software: <name or repo> | undecided
- Agent platform: claude | codex | opencode | openclaw | pi | hermes | copilot | other

## Recommended next move
- install-cli-hub | cli-hub-search | install-meta-skill | install-platform-plugin | run-/cli-anything | refine | test | validate

## Why
- 2-3 bullets grounded in the user's packet

## Route-outs
- `harness` for agent-team architecture (not software wrappers)
- `browser-harness` for no-codebase GUI/browser targets
- `ccpi-marketplace` for general Claude plugin browsing

Best practices

1. Search the registry before generating — 40+ harnesses already exist; cli-hub search costs seconds, a 7-phase build costs a session.
2. Install the real backend — harnesses call actual software with zero compromise dependencies; tests fail (not skip) when backends are missing.
3. Use --json for agent consumption — every command supports it; human-readable tables are for debugging only.
4. Verify outputs, not exit codes — the methodology checks magic bytes, ZIP/OOXML structure, pixel/audio analysis; do the same with artifacts.
5. Run /cli-anything:refine iteratively — a single generation pass rarely covers all capabilities; each refine run is incremental.
6. Windows needs bash — install Git for Windows (bash + cygpath) or use WSL before running plugin commands.

References

• Upstream repo: https://github.com/HKUDS/CLI-Anything
• CLI-Hub (web): https://hkuds.github.io/CLI-Anything/
• Methodology SOP: cli-anything-plugin/HARNESS.md
• Quickstart: cli-anything-plugin/QUICKSTART.md
• Publishing guide: cli-anything-plugin/PUBLISHING.md
• Technical report: https://arxiv.org/abs/2606.03854
• Installer script: scripts/install.sh
• Command + platform reference: references/commands.md
• Adjacent skills: ../harness/SKILL.md, ../ccpi-marketplace/SKILL.md, ../browser-harness/SKILL.md, ../scrapling/SKILL.md
• License: Apache-2.0 (see upstream LICENSE)