RRepoGEO

REPOGEO REPORT · LITE

CharlesPikachu/musicdl

Default branch master · commit 22c53998 · scanned 6/20/2026, 12:46:37 AM

GitHub: 5,113 stars · 647 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
2 / 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 clearly state its identity as a Python library

    Why:

    CURRENT
    The current README excerpt starts with badges and links, then a section about 'MusicSquare', without immediately clarifying what 'musicdl' is.
    COPY-PASTE FIX
    Musicdl is a lightweight, pure Python library for downloading lossless music and audiobooks from dozens of streaming platforms, including NetEase Cloud Music, QQ Music, Kugou Music, Bilibili, YouTube, Apple Music, Spotify, and more.
  • mediumlicense#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms found in the [LICENSE](LICENSE) file. Please refer to the file for specific details regarding usage and distribution.
  • lowtopics#3
    Add 'lossless' and 'audiobook' to the repository topics

    Why:

    CURRENT
    apple-music, bilibili, deezer, deezer-api, 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, deezer-api, downloader, joox, kugou-music, kuwo, music, music-downloader, netease, netease-cloud-music, qianqian-music, qqmusic, soundcloud, tencent, tidal, tidal-api, tidalapi, youtube, lossless, audiobook

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
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. yt-dlp · recommended 2×
  2. YouTube Music Premium · recommended 1×
  3. Spotify Premium · recommended 1×
  4. Apple Music · recommended 1×
  5. Amazon Music Unlimited · recommended 1×
  • CATEGORY QUERY
    How can I download music from various streaming platforms to my local machine?
    you: not recommended
    AI recommended (in order):
    1. YouTube Music Premium
    2. Spotify Premium
    3. Apple Music
    4. Amazon Music Unlimited
    5. Bandcamp
    6. Free Music Archive (FMA)
    7. Jamendo
    8. YouTube-DL
    9. yt-dlp
    10. Audacity

    AI recommended 10 alternatives but never named CharlesPikachu/musicdl. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good Python library for downloading lossless audio from multiple music services?
    you: not recommended
    AI recommended (in order):
    1. yt-dlp
    2. Deemix
    3. SpotDL
    4. Bandcamp-dl
    5. Soundcloud-dl

    AI recommended 5 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 did not name CharlesPikachu/musicdl — likely talking about a different project

    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?

Embed your GEO score

Drop this badge into the README of CharlesPikachu/musicdl. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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CharlesPikachu/musicdl — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite