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Security audit

Curriculum Generator

Security checks for vulnerabilities and agentic risk

Overview

The skill has a legitimate curriculum-generation purpose, but it needs review because it can run unsafe shell searches from user-provided topics and persist sensitive education context locally.

Install only after reviewing and narrowing the shell search behavior, persistence defaults, and dependency controls. Treat curriculum topics as untrusted input, avoid entering student-identifying or sensitive disability/socioeconomic details unless storage is explicitly disabled or controlled, and confirm where generated files and memory records will be kept and how they can be deleted.

Vulnerability Patterns
  • Insecure DependenciesIntroduces malicious components through unsafe dependency sources
  • Insecure Skill Coding PracticesFinds exploitable flaws such as hardcoded secrets or command injection
  • 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
Findings (3)

T09 · Insecure Skill Coding Practices

Error
Location
SKILL.md:511
Finding

Shell Command Injection Through User-Controlled Curriculum Topics

Content
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Remediation
View remediation

T08 · Insecure Dependencies

Warning
Location
SKILL.md:38
Finding

Unpinned and Unverified Third-Party Dependencies

Content
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Remediation
View remediation

T09 · Insecure Skill Coding Practices

Warning
Location
SKILL.md:1356
Finding

Persistent Storage of Potentially Sensitive Conversation and Student Context

Content
View full analysis
Remediation
View remediation
Vulnerability Patterns
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
  • Rogue AgentSelf-Modification, Session Persistence
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • MCP Tool PoisoningHidden Instructions, Unicode Deception, Parameter Description Injection
Findings (13)

Description-Behavior Mismatch

High
Category
Not specified by scanner
Confidence
97% confidence
Finding

The skill claims strict step enforcement and mandatory human escalation, but these later instructions prioritize completion and allow proceeding with placeholder resource states after timeout. That mismatch can cause the agent to bypass safety gates users and operators rely on, producing outputs that look complete despite unresolved failures.

Content

No source excerpt is available for this finding.

Intent-Code Divergence

High
Category
Not specified by scanner
Confidence
99% confidence
Finding

This section tells the agent that after a 3-minute timeout it should fill missing entries with 'MANUAL_RESEARCH_NEEDED' and proceed to CSV generation instead of stopping. That directly defeats the earlier mandatory escalation requirement and can create files containing unresolved or invalid resource data while implying successful completion.

Content

No source excerpt is available for this finding.

Intent-Code Divergence

High
Category
Not specified by scanner
Confidence
98% confidence
Finding

The document states 'Transparency > automation speed,' but other sections instruct immediate, no-pause execution and speed-first acceptance of whatever URL appears first. These contradictory instructions undermine predictable safety behavior and encourage the agent to optimize for throughput over verification.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
89% confidence
Finding

The README states that the skill performs automatic web searches and stores memory/outputs locally, but it does not clearly warn users that prompts and generated curriculum data may be sent to external search tooling or persisted on disk. In an educational setting, this can expose sensitive operational details about students, teachers, or infrastructure and can also create files unexpectedly on the host system.

Content

No source excerpt is available for this finding.

Session Persistence

Medium
Category
Rogue Agent
Confidence
60% confidence
Finding

Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.

Content

Scanner excerpt · README.md (reported line 75)May include surrounding context.

In your chat with ClawdBot:

text
Create a new curriculum for our POD

With Debug Mode

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
86% confidence
Finding

The activation triggers are broad generic phrases such as 'create curriculum' and 'assess curriculum', which can cause the skill to activate during ordinary conversation without strong scoping or confirmation. Because this skill can perform searches and generate files, unintended activation increases the chance of accidental external queries, data storage, and workflow execution on incomplete or sensitive inputs.

Content

No source excerpt is available for this finding.

Session Persistence

Medium
Category
Rogue Agent
Confidence
60% confidence
Finding

Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.

Content

Scanner excerpt · SKILL.md (reported line 110)May include surrounding context.

md
## Activation Triggers
This skill activates when the user:
- Says "create curriculum", "design curriculum", or "assess curriculum"
- Says "curriculum help" or "start curriculum process"
- Explicitly requests curriculum generation for a POD

Intent-Code Divergence

Medium
Category
Not specified by scanner
Confidence
99% confidence
Finding

This section says the agent must execute only one search per topic and not perform multiple searches. Later implementation examples and verification steps instruct the agent to run a second 'alternative' search when the first fails, so the operational logic conflicts with the stated rule.

Content

No source excerpt is available for this finding.

Session Persistence

Medium
Category
Rogue Agent
Confidence
60% confidence
Finding

Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.

Content

Scanner excerpt · SKILL.md (reported line 820)May include surrounding context.

Then:

text
Create curriculum:
- Python basics
- 2 lessons
- 1 week

Session Persistence

Medium
Category
Rogue Agent
Confidence
60% confidence
Finding

Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.

Content

Scanner excerpt · SKILL.md (reported line 1342)May include surrounding context.

  • Resource Link: Search and populate with real URLs during curriculum generation
    • Format: "URL1 | URL2 | URL3" if multiple resources
    • Use web_search before writing Excel file
    • If search fails, escalate (never write "TBD")

Mandatory Footer in Every Output

text

Context-Inappropriate Capability

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The skill instructs persistent storage of request context, user identity, decisions, escalations, and learnings in local files even though that retention is not necessary for basic curriculum generation. Unnecessary retention increases the chance of sensitive educational, operational, or personal data being exposed through later access, backup leakage, or cross-session reuse.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The skill persists curriculum request data and user details without clearly warning the user in the main description or activation flow. Users may disclose operational or personal information under the assumption of ephemeral processing, creating a consent and privacy transparency failure.

Content

No source excerpt is available for this finding.

Ssd 3

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

Persisting full conversation context and user inputs in local memory files creates a natural-language data retention surface that may include sensitive names, roles, operational constraints, and educational context. Such stored transcripts can later be read, reused, or exposed outside the original interaction scope.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.