Summarize any video by analyzing both audio and visuals. Downloads via yt-dlp, extracts transcript (YouTube captions or Whisper), pulls scene-detected keyframes, and produces a multimodal summary with clickable timestamped YouTube links. Use this skill whenever the user wants to summarize a YouTube video, digest a talk or tutorial, get notes from a video, extract key points from a recording, or says things like "tl;dw", "summarize this video", "what's in this video", or pastes a YouTube URL and asks for a summary. Also triggers for non-YouTube URLs that yt-dlp supports.
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Low-risk findings worth noting
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.
This skill explicitly downloads videos and metadata from public URLs via yt-dlp (SKILL.md Step 1), ingests untrusted YouTube captions or Whisper transcriptions (Step 2), and instructs parallel subagents to read and act on contact-sheet images and transcript segments (references/SUBAGENT-PROMPT.md), so external, user-generated content directly influences agent analysis and subsequent actions.
youtube.com
domain · 14 sites
The skill downloads videos, metadata, and captions from YouTube via yt-dlp, and the subagent prompt instructs agents to read and act on contact-sheet images and transcript segments derived from this external content.
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.
The skill will auto-install and run the external package whisper-ctranslate2 at runtime (via "uv tool install whisper-ctranslate2" or "pipx install whisper-ctranslate2"), which fetches and executes remote code from the Python package index (e.g. https://pypi.org/project/whisper-ctranslate2) when YouTube captions are unavailable, making it a runtime external dependency that executes remote code.
whisper-ctranslate2
dependency · 20 sites
The skill auto-installs and executes whisper-ctranslate2 at runtime via uv tool install or pipx install, fetching and executing remote code from PyPI when YouTube captions are unavailable or --force-whisper is specified.