Security audit

Federated Chaos Testing

Security checks for vulnerabilities and agentic risk

Overview

This is a short conceptual skill about testing federated learning robustness, with no code, commands, persistence, credential use, or hidden behavior.

Install this only if Chinese-language guidance is acceptable for your workflow. The skill discusses simulating faults and data poisoning for defensive robustness testing, so use it in controlled test environments rather than against production or third-party systems.

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

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
Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep

Findings (1)

Natural-Language Policy Violations

Medium

Category: Not specified by scanner
Confidence: 95% confidence
Finding: The skill documentation is written entirely in Chinese and does not indicate any language choice or opt-in for users. Per the policy, forcing a specific language without user opt-in is a natural-language policy violation unless clearly justified as region-specific, which is not stated here.
Content: No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.