RRepoGEO

REPOGEO REPORT · LITE

CharlesPikachu/musicdl

Default branch master · commit bda7aec6 · scanned 5/10/2026, 3:21:41 AM

GitHub: 4,639 stars · 602 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface CharlesPikachu/musicdl, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to highlight its unique value proposition

    Why:

    CURRENT
    The current README starts with a div containing many badges and links.
    COPY-PASTE FIX
    Add a concise, prominent opening paragraph *before* the badges/links, e.g., 'Musicdl is a lightweight, pure Python music and audiobook downloader supporting dozens of platforms, including major Chinese services like NetEase Cloud Music and QQ Music, alongside international platforms like Spotify, YouTube, Apple Music, and TIDAL. It focuses on high-quality audio downloads for building personal offline collections.'
  • mediumtopics#2
    Add more specific and broader topics to improve categorization

    Why:

    CURRENT
    apple-music, bilibili, deezer, downloader, joox, kugou-music, kuwo, music, music-downloader, netease, netease-cloud-music, qianqian-music, qqmusic, soundcloud, tencent, tidal, tidal-api, tidalapi, youtube
    COPY-PASTE FIX
    apple-music, bilibili, deezer, downloader, joox, kugou-music, kuwo, music, music-downloader, netease, netease-cloud-music, qianqian-music, qqmusic, soundcloud, tencent, tidal, tidal-api, tidalapi, youtube, audio-downloader, streaming-downloader, python-downloader, audiobook-downloader, high-quality-audio
  • lowlicense#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., 'This project is licensed under [Specify License Name(s) from LICENSE file]. Please refer to the `LICENSE` file for full details.'

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface CharlesPikachu/musicdl
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
yt-dlp/yt-dlp
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. yt-dlp/yt-dlp · recommended 2×
  2. 4K Video Downloader+ · recommended 1×
  3. JDownloader 2 · recommended 1×
  4. StreamFab All-In-One · recommended 1×
  5. audacity/audacity · recommended 1×
  • CATEGORY QUERY
    How can I download audio from various streaming platforms to my local machine?
    you: not recommended
    AI recommended (in order):
    1. yt-dlp (yt-dlp/yt-dlp)
    2. 4K Video Downloader+
    3. JDownloader 2
    4. StreamFab All-In-One
    5. Audacity (audacity/audacity)

    AI recommended 5 alternatives but never named CharlesPikachu/musicdl. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some Python-based tools for downloading high-quality audio from multiple sources?
    you: not recommended
    AI recommended (in order):
    1. youtube-dlc (youtube-dlc/youtube-dlc)
    2. yt-dlp (yt-dlp/yt-dlp)
    3. spotdl (spotdl/spotdl)
    4. scdl (flying-sheep/scdl)
    5. pytube (pytube/pytube)
    6. instaloader (instaloader/instaloader)
    7. FFmpeg (FFmpeg/FFmpeg)

    AI recommended 7 alternatives but never named CharlesPikachu/musicdl. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of CharlesPikachu/musicdl?
    pass
    AI named CharlesPikachu/musicdl explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts CharlesPikachu/musicdl in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CharlesPikachu/musicdl explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo CharlesPikachu/musicdl solve, and who is the primary audience?
    pass
    AI named CharlesPikachu/musicdl explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite