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Python script to scan YouTube channel playlists and detect unlisted videos

Project description

YouTube Channel Scanner

Python script to scan YouTube channel playlists and detect unlisted videos.

Description

This script analyzes a YouTube channel by:

  1. Retrieving all public videos from the channel
  2. Listing all public playlists
  3. Extracting videos from each playlist
  4. Comparing both lists to identify videos present in playlists but missing from public videos (= potentially unlisted)

Installation

Requirements

  • Python 3.7+
  • yt-dlp

Installing yt-dlp

pip install yt-dlp

Or with pipx:

pipx install yt-dlp

Usage

Basic command

python youtube_scanner.py "https://www.youtube.com/@ChannelName"

Available options

Option Description
-o, --output Output JSON filename (default: youtube_scan_YYYY-MM-DD_HHMMSS.json)
--playlists-only Scan playlists only (faster, skips public videos)
--detailed Fetch detailed metadata for each unlisted video (slower but accurate dates)

Examples

Full scan:

python youtube_scanner.py "https://www.youtube.com/@IronKingLoL"

Quick scan (playlists only):

python youtube_scanner.py "https://www.youtube.com/@IronKingLoL" --playlists-only

With accurate dates (slower):

python youtube_scanner.py "@IronKingLoL" --detailed

With custom filename:

python youtube_scanner.py "https://www.youtube.com/@IronKingLoL" -o ironking_scan.json

Supported URL formats

  • https://www.youtube.com/@username
  • https://www.youtube.com/c/ChannelName
  • https://www.youtube.com/channel/UCxxxxx

Output files

The script generates two files:

1. JSON file (youtube_scan_YYYY-MM-DD_HHMMSS.json)

Contains all structured data:

{
  "channel_url": "https://www.youtube.com/@example",
  "scan_date": "2025-11-29T14:30:52.123456",
  "public_videos": [],
  "playlist_videos": [],
  "playlists": [],
  "potentially_unlisted": [
    {
      "id": "dQw4w9WgXcQ",
      "title": "Video title",
      "url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ",
      "availability": "unlisted",
      "upload_date": "2024-03-15",
      "found_in_playlist": "Playlist name"
    }
  ]
}

2. Text file (youtube_scan_YYYY-MM-DD_HHMMSS_links.txt)

Simple list of links with dates:

# Potentially unlisted videos

[2025-03-16] https://www.youtube.com/watch?v=xxxxx - Video title
[2025-02-11] https://www.youtube.com/watch?v=yyyyy - Another video

# All playlist videos

[2025-03-16] https://www.youtube.com/watch?v=xxxxx - Video title
...

How it works

Unlisted videos on YouTube:

  • Are not visible on the channel page
  • Are not indexed by YouTube search
  • But can be added to public playlists

This script exploits this behavior: if a video appears in a channel's playlist but not in its public videos, it's likely unlisted.

Limitations

  • Private videos: Inaccessible (different from "unlisted")
  • Private playlists: Not scanned
  • Possible false positives: A video can be in a playlist without belonging to the channel
  • Deleted videos: Sometimes appear in playlists but are no longer accessible
  • Rate limiting: YouTube may throttle requests if too frequent
  • Approximate dates: By default, dates are approximate (extracted from "X months ago"). Use --detailed for exact dates (slower)
  • Availability field: May show as "NA" in fast mode; use --detailed to get accurate availability status

Troubleshooting

"yt-dlp is not installed"

pip install yt-dlp

Timeout on large channels

The script has a 5-minute timeout per command. For very large channels, use --playlists-only to reduce scan time.

No unlisted videos found

This is normal if:

  • The channel has no unlisted videos in its playlists
  • All playlists are private
  • The channel has no playlists

Author

Thomas Lamarche - Initial work - OloZ17

License

MIT License - Free to use and modify.

Contributing

Contributions are welcome! Feel free to open an issue or pull request.

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