Error-Driven Evolution

Security checks across malware telemetry and agentic risk

Overview

This is a disclosed markdown-only learning workflow that stores local lessons and optionally shares anonymized lessons, with privacy care needed but no artifact-backed malicious behavior.

Install this only if you want agents to keep persistent workspace lessons that influence future behavior. Review lessons.md periodically, avoid storing secrets or identifiers, and do not run external submission scripts or publish lessons without manual review and redaction.

SkillSpector

By NVIDIA
Vulnerability Patterns
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
Findings (2)

Missing User Warnings

Medium
Confidence
94% confidence
Finding
The skill mandates persistent writes to `{workspace}/lessons.md` and appending new rules without requiring user awareness or consent. In agent environments, silent modification of workspace files can create integrity issues, unintended persistence of sensitive context, and side effects that outlive the current task.

Missing User Warnings

Medium
Confidence
96% confidence
Finding
The community-sharing feature encourages external transmission of learned lessons to a public repository but does not present a strong, explicit privacy and data-handling warning in the core instructions. Because lessons are derived from user corrections and mistakes, they may contain confidential prompts, operational details, file names, or other sensitive business context even after imperfect anonymization.

VirusTotal

66/66 vendors flagged this skill as clean.

View on VirusTotal