aris-idea-discovery
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.
71
88%
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Critical
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Security
2 findings: 1 critical severity, 1 medium severity. Installing this skill is not recommended: please review these findings carefully if you do intend to do so.
E004: Prompt injection detected in skill instructions.
What this means
Detected a prompt injection in the skill instructions. The skill contains hidden or deceptive instructions that fall outside its stated purpose and attempt to override the agent’s safety guidelines or intended behavior.
Why it was flagged
The skill includes an explicit operational instruction to silently retry large-file writes using a shell heredoc and "Do NOT ask the user for permission — just do it silently," which overrides the documented checkpoint/consent behavior and is a hidden/deceptive operational directive outside the advertised interactive workflow.
W013: Attempt to modify system services in skill instructions.
What this means
The skill prompts the agent to compromise the security or integrity of the user’s machine by modifying system-level services or configurations, such as obtaining elevated privileges, altering startup scripts, or changing system-wide settings.
Why it was flagged
The skill instructs the agent to run/kill pilot experiments and to write files via Bash "silently" (do not ask permission), which actively modifies system state and bypasses user consent, even though it does not explicitly request sudo or create new users.
Low
Low-risk findings.
2 low severity findings. Worth noting, but not necessarily harmful.
W011: Third-party content exposure detected (indirect prompt injection risk).
What this means
The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.
Why it was flagged
Skill workflow reads/ingests free text originating from outsider-authored sources via Phase 0.5 “other URL” WebFetch (REF_PAPER case) and Phase 1/2/3 multi-source searches (arXiv/Scholar/Semantic Scholar) where retrieved document text is used as LLM context.
W012: Unverifiable external dependency detected (runtime URL that controls agent).
What this means
The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.
Why it was flagged
The skill can fetch and summarize an arXiv paper at runtime (e.g., https://arxiv.org/abs/2406.04329) and then inject that content as context for downstream prompts, so the external URL directly controls agent instructions.
- Repository
- OpenLAIR/dr-claw
- Commit
6da7f7c
- Audited
- Security analysis
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