agentsociety-literature-search
Use when academic literature needs to be gathered or refreshed for a research topic, especially at the beginning of a project.
71
87%
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Low
Low-risk findings worth noting
Low
Low-risk findings.
1 low severity finding. 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
The skill’s runtime path `literature-search` via MCP (`LITERATURE_SEARCH_MCP_URL=https://llmapi.fiblab.net/mcp/`) ingests search results (titles/abstracts/URLs) from third-party academic sources based on a user-supplied query, so outsider-provided free text can be included in the LLM context.
- Repository
- tsinghua-fib-lab/AgentSociety
- Commit
1832bcb
- Audited
- Security analysis
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