gepetto
Fail
Audited by Gen Agent Trust Hub on Sep 26, 2026
Risk Level: HIGHCOMMAND_EXECUTIONINDIRECT_PROMPT_INJECTIONPROMPT_INJECTIONDATA_EXFILTRATION
Full Analysis
- [COMMAND_EXECUTION]: The skill uses the Bash tool to execute external CLI commands for architectural review. The use of the
--approval-mode yoloflag for the Gemini CLI and the--full-autoflag for the Codex CLI is a security concern, as these flags are designed to suppress human oversight and bypass standard safety confirmations during the execution of remote operations. - [INDIRECT_PROMPT_INJECTION]: The skill implements a multi-stage data pipeline where a user-provided specification file is processed and eventually incorporated into a high-priority prompt file (
claude-ralph-loop-prompt.md) intended for autonomous implementation by external plugins. - Ingestion points: Initial markdown spec file provided via the
@fileparameter at invocation (Step 2). - Boundary markers: The generated instruction files lack clear delimiters or specific instructions to ignore potentially malicious embedded content within the synthesized specification.
- Capability inventory: The workflow utilizes
Bashexecution,Tasksubagents, andWebSearchcapabilities. - Sanitization: No validation or sanitization mechanisms are identified to ensure that content from the user-provided spec file does not contain instructions that could hijack the automated implementation process.
- [PROMPT_INJECTION]: The instruction set for external reviewers (documented in
references/external-review.md) explicitly requests an 'unconstrained assessment'. This phrasing is a common indicator of attempts to bypass model safety filters or ethical guardrails. - [DATA_EXFILTRATION]: The skill reads implementation plans that may contain sensitive architectural details or codebase findings and transmits the full content to external binaries. The automated transmission of synthesized project data to external command-line interfaces increases the risk of unauthorized data exposure.
Recommendations
- AI detected serious security threats
Audit Metadata