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Security audit

US Car Insurance Advisor

Security checks for vulnerabilities and agentic risk

Overview

This is a US car-insurance advice reference skill with no executable code, persistence, or hidden high-impact behavior found.

Reasonable to install if you want US-focused auto-insurance guidance. Treat premium estimates and legal/state-rule guidance as non-binding, avoid sharing exact sensitive financial details when a broad tier is enough, and verify requirements or claims decisions with a licensed agent or state regulator.

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
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 (16)

Ae1

High
Category
analysis-evasion
Content
For in-depth reference on any topic, see [knowledge-base.md](./knowledge-base.md) — a comprehensive knowledge base covering company profiles, coverage types, st
Confidence
100% confidence
Finding
Referenced artifact was not completely inspected

Natural-Language Policy Violations

Medium
Confidence
89% confidence
Finding
The guide includes state-specific windshield-law examples, US insurance constructs such as PIP, UM/UIM, 911, KBB/Edmunds/NADA, and references to state Departments of Insurance, but it does not explicitly state that the guidance is for US users only or provide a locale opt-in. This creates a natural-language locale policy issue because the skill presents jurisdiction-specific advice as generally applicable.

Whitespace Padding

Medium
Category
Prompt Injection
Content
## Discount Categories


| #   | Discount                   | Typical Savings        | Eligibility Criteria                                                                                                                                                                                                    |
| --- | -------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| 1   | Multi-car                  | 10-25%                 | Insure 2+ vehicles on same policy                                                                                                                                                                                       |
| 2   | Multi-policy bundle        | 5-25%                  | Bundle auto with home/renters/umbrella insurance. Homeowners get maximum savings                                                                                                                                        |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| #   | Discount                   | Typical Savings        | Eligibility Criteria                                                                                                                                                                                                    |
| --- | -------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| 1   | Multi-car                  | 10-25%                 | Insure 2+ vehicles on same policy                                                                                                                                                                                       |
| 2   | Multi-policy bundle        | 5-25%                  | Bundle auto with home/renters/umbrella insurance. Homeowners get maximum savings                                                                                                                                        |
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| #   | Discount                   | Typical Savings        | Eligibility Criteria                                                                                                                                                                                                    |
| --- | -------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| 1   | Multi-car                  | 10-25%                 | Insure 2+ vehicles on same policy                                                                                                                                                                                       |
| 2   | Multi-policy bundle        | 5-25%                  | Bundle auto with home/renters/umbrella insurance. Homeowners get maximum savings                                                                                                                                        |
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| --- | -------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| 1   | Multi-car                  | 10-25%                 | Insure 2+ vehicles on same policy                                                                                                                                                                                       |
| 2   | Multi-policy bundle        | 5-25%                  | Bundle auto with home/renters/umbrella insurance. Homeowners get maximum savings                                                                                                                                        |
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 1   | Multi-car                  | 10-25%                 | Insure 2+ vehicles on same policy                                                                                                                                                                                       |
| 2   | Multi-policy bundle        | 5-25%                  | Bundle auto with home/renters/umbrella insurance. Homeowners get maximum savings                                                                                                                                        |
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 3   | Military/veteran           | 5-15% (USAA up to 40%) | Active duty, veterans, military families. Check USAA first — typically cheapest. GEICO also strong military discounts                                                                                                   |
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 4   | Good student               | 5-15%                  | Students under 25 with 3.0+ GPA. Provide transcript                                                                                                                                                                     |
| 5   | Telematics/usage-based     | 5-40%                  | Install app/device to track driving habits. Programs: Progressive Snapshot, State Farm Drive Safe & Save, Nationwide SmartRide (up to 40%), Allstate Drivewise. Best if you drive safely and not during high-risk hours |
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 6   | Anti-theft device          | 5-25%                  | VIN etching, LoJack, factory alarms, vehicle recovery systems                                                                                                                                                           |
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
| 11  | Homeowner                  | 3-8%                   | Homeowners are seen as lower risk even without bundling. Available regardless of where home is insured                                                                                                                  |
| 12  | Mature driver (55+)        | 5-10%                  | Complete AARP Smart Driver or similar course. Check The Hartford for AARP partnership rates                                                                                                                             |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 7   | Defensive driving course   | 5-10%                  | Complete state-approved course (often available online for ~$25-50). Provide completion certificate                                                                                                                     |
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
| 11  | Homeowner                  | 3-8%                   | Homeowners are seen as lower risk even without bundling. Available regardless of where home is insured                                                                                                                  |
| 12  | Mature driver (55+)        | 5-10%                  | Complete AARP Smart Driver or similar course. Check The Hartford for AARP partnership rates                                                                                                                             |
| 13  | Loyalty/long-term customer | 3-10%                  | Stay with same insurer for 3+ years. BUT: re-shop every 2-3 years as loyalty tax can outweigh loyalty discount                                                                                                          |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 8   | Pay-in-full                | 5-14%                  | Pay 6-month or full annual premium upfront instead of monthly                                                                                                                                                           |
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
| 11  | Homeowner                  | 3-8%                   | Homeowners are seen as lower risk even without bundling. Available regardless of where home is insured                                                                                                                  |
| 12  | Mature driver (55+)        | 5-10%                  | Complete AARP Smart Driver or similar course. Check The Hartford for AARP partnership rates                                                                                                                             |
| 13  | Loyalty/long-term customer | 3-10%                  | Stay with same insurer for 3+ years. BUT: re-shop every 2-3 years as loyalty tax can outweigh loyalty discount                                                                                                          |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 9   | Autopay/EFT                | 2-5%                   | Set up automatic bank draft payments                                                                                                                                                                                    |
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
| 11  | Homeowner                  | 3-8%                   | Homeowners are seen as lower risk even without bundling. Available regardless of where home is insured                                                                                                                  |
| 12  | Mature driver (55+)        | 5-10%                  | Complete AARP Smart Driver or similar course. Check The Hartford for AARP partnership rates                                                                                                                             |
| 13  | Loyalty/long-term customer | 3-10%                  | Stay with same insurer for 3+ years. BUT: re-shop every 2-3 years as loyalty tax can outweigh loyalty discount                                                                                                          |
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Whitespace Padding

Medium
Category
Prompt Injection
Content
| 10  | Paperless/e-billing        | 2-5%                   | Opt into electronic documents and billing                                                                                                                                                                               |
| 11  | Homeowner                  | 3-8%                   | Homeowners are seen as lower risk even without bundling. Available regardless of where home is insured                                                                                                                  |
| 12  | Mature driver (55+)        | 5-10%                  | Complete AARP Smart Driver or similar course. Check The Hartford for AARP partnership rates                                                                                                                             |
| 13  | Loyalty/long-term customer | 3-10%                  | Stay with same insurer for 3+ years. BUT: re-shop every 2-3 years as loyalty tax can outweigh loyalty discount                                                                                                          |


## Estimated Combined Savings
Confidence
70% confidence
Finding
Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.

Missing User Warnings

Medium
Confidence
93% confidence
Finding
The skill instructs the agent to use a user's credit tier as a pricing factor without any warning, consent prompt, or note that credit-based insurance scoring is sensitive and regulated. In a consumer-facing insurance advisor, this can normalize collection or inference of financial-profile data and lead to privacy, compliance, and unfairness risks, especially because credit use is restricted or prohibited in some jurisdictions and contexts.

Static analysis

No suspicious patterns detected.