Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add LoranaAurelia/CloudmusicMCP --skill netease-music-feedbackgit clone --depth 1 https://github.com/LoranaAurelia/CloudmusicMCPWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/loranaaurelia/cloudmusicmcp/netease-music-feedback)<a href="https://agentmods.dev/skills/loranaaurelia/cloudmusicmcp/netease-music-feedback"><img src="https://agentmods.dev/badge/skills/loranaaurelia/cloudmusicmcp/netease-music-feedback/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/loranaaurelia/cloudmusicmcp/netease-music-feedback"><img src="https://agentmods.dev/badge/skills/loranaaurelia/cloudmusicmcp/netease-music-feedback.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00053 | $0.00303 |
| Opus 5.5 | $0.00021 | $0.00121 |
| Sonnet 5.5 | $0.00011 | $0.00061 |
| Haiku 4.5 | $0.00005 | $0.00030 |
Grade A, and why
netease-music-feedback scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
NetEase Music Feedback
Rules
- Read only playlists explicitly registered in ignored local state; never scan arbitrary playlists by name.
- Call
get_recommendation_contextonce, then callget_playlistonly for registered managed playlist IDs. - Require complete reads. A failed or partial read is not evidence of deletion.
- Treat a newly liked managed recommendation as positive feedback.
- Treat removal of a recommendation from an active managed playlist as negative feedback only when the local baseline proves it was previously present.
- Deleting a whole playlist or removing its tracking marker stops tracking; it is not mass negative feedback.
- Never create, rename, reorder or delete playlists; never add/remove tracks or cancel likes.
- Store state locally without cookies, tokens or passwords.
Workflow
- Load the previous ignored state from
data/recommender-state.jsonif it exists. - Get the current account, complete like IDs and playlist list with
get_recommendation_context. - Read every locally registered active managed playlist completely with
get_playlist. - Compute idempotent like/removal events and update only local state.
- Report event counts, inactive/missing playlists and authentication/backend failures.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 26 lines · 53 tokens per session scan A cfb3f65ed481
netease-music-feedback is a skill published in the GitHub repository LoranaAurelia/CloudmusicMCP (0 stars, last pushed 4mo ago), licensed MIT. It adds 53 tokens to every session and 303 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
netease-music-feedback compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| netease-music-feedbackLoranaAurelia/CloudmusicMCP | Skill | 0 | 4mo ago | MIT | A | 53 | Codex |
| imagegenopenai/codex | Skill | 134k | today | Apache-2.0 | A | 113 | Codex |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | yesterday | MIT | A | 200 | Claude Code, Codex |
| playwright-climicrosoft/playwright | Skill | 100k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| browser-automationopenclaw/openclaw | Skill | 394k | today | MIT | A | 36 | Claude Code |
| systematic-debuggingobra/superpowers | Skill | 314k | 5d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |