Descriptions:
Fahd Mirza introduces CLI-Anything, an open-source tool from HKUDS (the team behind ClawWork and ByteRover) that solves a practical problem for AI agents: most desktop software — Blender, LibreOffice, ImageMagick, and others — has no API and no structured interface for an agent to drive. CLI-Anything analyzes any application on your system and automatically builds a fully working command-line interface for it, complete with JSON output and an interactive REPL, through a seven-phase pipeline: analyze, design command structure, write code, build, test, and package as a pip-installable CLI.
The integration with OpenClaw works through its skills system — CLI-Anything ships with an official `skill.md` file that tells OpenClaw exactly what the tool does, when to invoke it, and how to run the pipeline. Once the skill file is copied to OpenClaw’s skills folder and the gateway is restarted, the agent can be instructed in plain language to build a CLI for any installed software. Mirza demonstrates this using ImageMagick on Ubuntu, with Qwen3.5 35B running locally via Ollama as the driving model.
This is a compelling approach for developers building agentic workflows that need to orchestrate legacy or GUI-first software without writing custom wrappers. The video explains the underlying design rationale — most software was built for humans, not agents, and CLI-Anything bridges that gap systematically — and gives enough practical setup detail to replicate the integration from scratch.
📺 Source: Fahd Mirza · Published March 16, 2026
🏷️ Format: Tutorial Demo
