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CLI-Anything (HKU team) turns any GUI application or API into an agent-callable…

2026-07-27 · 01:58 UTC ·@huang_chao4969 ·0 min read

Brief

CLI-Anything, developed by a Hong Kong University team and promoted by @huang_chao4969 (LanfAI), exposes real GUI apps/APIs as agent-ready CLIs so AI agents can operate real software workflows. The project advertises one-line setup, compatibility with major agent frameworks, automated docs/tests (2,280 tests, 100% pass), structured JSON outputs, and demos including FreeCAD/Blender design, GIMP edits, Kdenlive video editing, and diagrams.net workflows.

Why it matters

CLI-Anything (HKU team) turns any GUI application or API into an agent-callable CLI with one command and claims compatibility with agent frameworks Claude Code, Pi, and OpenClaw.

Key details

  • Project claims automated interface/docs/tests (2,280 test cases with 100% pass), returns structured JSON from real-software operations, and installs via pip install cli-anything-hub + cli-hub install.
  • Official demos show agents driving FreeCAD + Blender to design a Mars rover and a drone, using GIMP for image edits, Kdenlive for automated subtitled video editing, and diagrams.net for flowcharts and card-game design.
Source evidence

This is exactly why we built CLI-Anything. 🔥
AI agents shouldn’t stop at chatting or generating code—they should be able to operate real software and complete real workflows.

Turn any application into an agent-ready CLI. Let agents get real work done. 🚀

LanfAI (@Huahuazo)

香港大学团队这个叫CLI-Anything的项目能冲到这么高的关注度，只能说明一件事：大家等这个东西已经等很久了。

之前AI Agent能干吗？聊天、写东西、回答问题——说白了就是个高级点的输入法。但现在这玩意儿直接换了个玩法：打开Blender搭3D火星车、用GIMP修图、在FreeCAD里搞机械设计、拿Kdenlive剪视频，甚至跑diagramsnet给你画流程图。全是真软件真操作，不是PPT演示。

① 一行命令，把任意GUI软件或API变成Agent能调的CLI工具，Claude Code、Pi、OpenClaw这些主流框架都能接，不挑环境。

② 接口、测试、文档全自动生成，2280个测试用例100%通过，可靠性有数据撑腰。

③ 直接驱动真实软件，返回结构化JSON，稳得很，不乱来。

④ 装起来也简单，pip install cli-anything-hub完事，再用cli-hub install装你要的软件就开整。

官方Demo里，AI已经能一步步用FreeCAD和Blender配合着设计火星车和无人机，进度实时看得见；还能自动剪出带字幕的视频，连卡牌游戏都能设计出来。

当AI能直接上手操作真实软件、实打实干活的时候，它就从"助手"变成"干活的"了。

github.com/HKUDS/CLI-Anythin…

— https://nitter.net/Huahuazo/status/2079902025790414993#m