zhihu-clippings-vp

Pass

Audited by Gen Agent Trust Hub on Aug 11, 2026

Risk Level: SAFEEXTERNAL_DOWNLOADSPROMPT_INJECTION
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The script scripts/clip_zhihu_official.py makes network requests to developer.zhihu.com and api.tikhub.io. TikHub is used to fetch full-text content when the official API provides only summaries. This is an intended feature of the skill as documented in the README.
  • [PROMPT_INJECTION]: The skill possesses a surface for indirect prompt injection (Category 8) due to its core function of ingesting and processing untrusted web content.
  • Ingestion points: Data enters via API calls in scripts/clip_zhihu_official.py fetching content from Zhihu and TikHub.
  • Boundary markers: The skill uses YAML frontmatter and Markdown headings to structure output, though it does not explicitly warn the LLM to ignore instructions inside the clipped content.
  • Capability inventory: The skill can write to the local file system and perform network requests for content retrieval and heading review.
  • Sanitization: Content is sanitized through MarkdownHTMLParser and regex-based cleanup routines, reducing the risk of embedded malicious code execution during rendering.
  • [SAFE]: The script reads API keys from environment variables or the Windows Registry (HKEY_CURRENT_USER\Environment). This is a legitimate and common practice for CLI tools to handle authentication without hardcoding secrets.
  • [SAFE]: The skill provides an optional heading review feature that sends article outlines to an OpenAI-compatible API. The script only sends extracted metadata (headings) and applies numeric level adjustments, which does not involve dynamic code execution.
Audit Metadata
Risk Level
SAFE
Analyzed
Aug 11, 2026, 01:32 AM