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CLI

CLI

6 articles

Turning Google Workspace into a Composable Agent Tool: An In-Depth Look at gws’s Discovery-Driven CLI

Turning Google Workspace into a Composable Agent Tool: An In-Depth Look at gws’s Discovery-Driven CLI

googleworkspace/cli builds gws in Rust and uses Google Discovery Service to generate a dynamic command surface. With structured JSON, schema discovery, pagination, OAuth, Agent Skills, and helper commands, it gives humans, shells, and AI Agents one composable interface for Workspace automation. This article explains its architecture, benefits, security boundaries, and best use cases.
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Don’t just let AI write programs: Use Strix to turn AI into an automated penetration testing team that verifies vulnerabilities

Don’t just let AI write programs: Use Strix to turn AI into an automated penetration testing team that verifies vulnerabilities

Strix is an open source AI penetration testing tool that allows multiple agents to collaborate to perform reconnaissance, testing and vulnerability verification, and connects to the development process through CLI, Docker and CI workflows. This article sorts out the problems it is really suitable to solve, the import costs and security boundaries, from the scope of authorization, the first scan to the automatic check of Pull Request.
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