youtube-topic-research

MEDIUM W011: Third-party content exposure detected (indirect prompt injection risk).

• Third-party content exposure detected (medium risk: 0.30). Runtime path scripts/search_and_summarize.py ingests outsider-authored free text from YouTube video metadata (title/description) returned via DuckDuckGo search in search_videos() and from YouTube transcripts fetched in fetch_transcript(), which are then included verbatim in LLM prompt templates in qualify_videos() and review_transcript().