clawguard-self-improving-safety

To block unsafe CLI commands, you can use a self-improving safety module that applies a dynamic blocklist to prevent dangerous actions and credential exposure. It automatically learns from detected threats to update rules in real-time.

Self-improving agent security adapts by integrating with threat detectors to capture real-time threat data. It automatically learns from these incidents and updates the enforcement blocklist to prevent recurrence of the same dangerous commands.

You can use it as a standalone safety layer with a Node.js runtime and npm packages like yargs and fs-extra. It requires a safety directory containing BLOCKLIST.json and ATTEMPTS.md files to manage rules and logs.

The best way to manage safety blocklist rules via a CLI is to use a module that supports adding rules, monitoring threats, and verifying inputs. This allows you to maintain enforcement rules and persistently log incidents.

You log blocked command attempts for threat learning by recording incidents in a persistent log file like ATTEMPTS.md. The safety module uses this incident data to automatically learn and strengthen its dynamic blocklist rules.

Yes, the safety blocklist works across development, testing, and deployment workflows. It enforces safety rules in each environment, blocking unsafe commands and adapting its dynamic rules based on detected threats.