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Security audit

MLOps Collaboration

Security checks for vulnerabilities and agentic risk

Overview

This skill is a small documentation helper for making MLOps projects easier to share, with no hidden execution, credential use, or persistence.

Review the template before applying it to an existing project, since the sample copy command could overwrite a README if run without checking. The unexplained '-cn' suffix may be confusing, but the inspected files do not show hidden locale enforcement or unsafe behavior.

A.I.G

Vulnerability Patterns
  • Skill Instruction HijackingAlters the agent's session goals or safety constraints when the skill loads
  • Agent Memory PoisoningWrites attacker-controlled rules into memory that affect later sessions
  • Remote Payload Retrieval and ExecutionFetches external code whose behavior can change after review
  • Embedded Malicious CodeShips malicious scripts inside the skill and executes them locally
  • Unauthorized Access and Privilege EscalationObtains permissions beyond the task's legitimate needs

SkillSpector

Vulnerability Patterns
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
Findings (3)

Natural-Language Policy Violations

Medium
Confidence
76% confidence
Finding
The identifier "mlops-collaboration-cn" suggests a China/Chinese locale constraint, but the file does not explain the locale requirement or offer users a language or region choice. Under the policy, locale-specific behavior should be opt-in or clearly justified when documented.

Natural-Language Policy Violations

Medium
Confidence
85% confidence
Finding
The package name suffix "-cn" suggests a China-specific variant or locale constraint, but this manifest provides no explanation that the skill is region-specific or that users can choose a different locale. Per the policy, forcing a specific language or locale without opt-in or clear justification is a natural-language policy concern.

Vague Triggers

Low
Confidence
84% confidence
Finding
This markdown file describes the skill in very general terms such as "Prepare projects for sharing, collaboration, and community" and "Make projects collaborative and community-ready" without specifying concrete trigger phrases, scope limits, or exclusion conditions. That ambiguity can cause the skill to appear applicable to many ordinary collaboration-related requests rather than a narrowly defined invocation context.