Agent skill

Symusic Dependency Taste

by Yikai-Liao in Yikai-Liao/symusic

Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.

MITAuto-check passedDevelopment

Install Symusic Dependency Taste

skills CLI
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .claude/skills/symusic-dependency-taste && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
symusic-dependency-taste
GitHub stars
189
Token cost
~1.4k tokens
SKILL.md length
620 words
Files
1
Skills in repo
11
Repo updated
First seen
Licence
MIT

At a glance

Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.

  • Works in 4 steps: Prefer focused libraries with clear… → Keep the dependency surface narrow and… → Keep core competency in-repo; outsource… → …
  • Development work in your project
  • SKILL.md covers High-Level Dependency Philosophy, Existing Stack Taste Analysis, C++/Core Dependencies and Python Runtime Dependencies, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Symusic Dependency Taste is an agent skill from Yikai-Liao/symusic. Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. It works with Python and C++. The repository describes itself as: A swift and unified toolkit for symbolic music processing. The licence is MIT.

When your agent uses it

  • Development work in your project

Example prompts

  • “/symusic-dependency-taste”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Prefer focused libraries with clear performance or ergonomics wins.
  2. Keep the dependency surface narrow and intentional.
  3. Keep core competency in-repo; outsource commodity building blocks.
  4. Choose libraries that align with cross-platform wheels and modern toolchains.

What it can do on your machine

Read from SKILL.md and the folder at commit 3cdd0ee. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Symusic Dependency Taste loads about 1.4k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 620 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Yikai-Liao/symusic at commit 3cdd0ee, republished under its MIT licence (© Yikai-Liao). 620 words, ~1,400 tokens.

Download SKILL.mdSave it as .claude/skills/symusic-dependency-taste/SKILL.md (or your agent's skills folder).
name
symusic-dependency-taste
description
Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.
metadata.domain
symusic
metadata.role
dependency-architecture-advisor
metadata.scope
dependency-selection-and-governance
metadata.output-format
decision-record-and-checklist

Symusic Dependency Taste and Selection Framework

Use this skill when adding, replacing, or auditing dependencies.

High-Level Dependency Philosophy

  1. Prefer focused libraries with clear performance or ergonomics wins.

    • Symusic favors small, purpose-built components (parser, serializer, binding layer) over heavy frameworks.
  2. Keep the dependency surface narrow and intentional.

    • Every added dependency increases wheel complexity, ABI risk, cross-platform CI cost, and maintenance burden.
  3. Keep core competency in-repo; outsource commodity building blocks.

    • MIDI-domain semantics and transformation logic should stay first-party.
    • Generic concerns (formatting, UTF-8 helpers, serialization primitives) can be external.
  4. Choose libraries that align with cross-platform wheels and modern toolchains.

    • Compatibility with C++20, Python 3.9+ wheels, and reproducible CI builds is non-negotiable.

Existing Stack Taste Analysis

C++/Core Dependencies

  • minimidi: chosen for fast and lightweight MIDI parsing; tightly aligned with symusic's core mission.
  • prestosynth: dedicated synthesis backend for SoundFont rendering, consistent with a focused audio-rendering layer.
  • pyvec: optimized container bridge that complements shared-pointer semantics and Python interop patterns.
  • nanobind: modern, efficient C++/Python binding layer; matches performance-first and typed API goals.
  • fmt: pragmatic formatting utility that improves clarity and maintainability over manual string assembly.
  • zpp_bits (header-only include): lightweight serialization building block for pickle support.
  • utfcpp + small utility headers (unordered_dense, macros): low-level helpers kept lean and local where practical.

Taste signal: this is a deliberately modular high-performance stack with minimal overlap between libraries.

Python Runtime Dependencies

  • numpy: foundational numerical ecosystem choice; necessary for array-oriented conversions and interoperability.
  • pySmartDL: targeted utility for managed downloads in soundfont workflows.
  • platformdirs: minimal, standard choice for per-platform cache/config path correctness.

Taste signal: runtime Python dependencies are intentionally few, stable, and functionally justified.

Test/Dev Dependencies

  • pytest, pytest-cov, pytest-xdist: standard, scalable Python testing stack.
  • mypy, ruff configuration in pyproject.toml: static and style guardrails with pragmatic exceptions.
  • pretty_midi (optional test extra): used as ecosystem interop/reference check rather than core runtime requirement.

Taste signal: strong quality automation, but optional extras remain clearly separated from runtime essentials.

Dependency Decision Rubric (Use Before Adding Anything New)

A candidate dependency should pass all gates:

  1. Problem clarity: Is there a repeated, non-trivial problem not already solved in-repo?
  2. Scope fit: Does the library solve exactly that problem without pulling broad framework baggage?
  3. Performance profile: Any predictable hot-path cost, memory overhead, or startup regression?
  4. Build/distribution impact: Does it complicate wheels, ABI compatibility, or CI matrix reliability?
  5. Maintenance health: Active releases, clear license, issue responsiveness, and transparent governance?
  6. Fallback plan: Can we pin, patch, or replace it safely if upstream breaks?

If any gate fails, prefer a smaller alternative or an internal implementation.

Show full SKILL.md (200 more words)Show less

Preferred Choices by Category

  • Bindings: stay with nanobind unless there is a compelling ABI/performance blocker.
  • Numerics interop: keep NumPy as the canonical Python array surface.
  • Paths/platform behavior: prefer tiny standard helpers like platformdirs over custom OS branching.
  • Formatting/logging in C++: keep fmt style consistency.
  • Serialization: keep lightweight binary serialization approaches; avoid monolithic runtime frameworks.

Red Flags (Usually Reject)

  • Dependencies that duplicate existing stack capabilities with no measurable win.
  • Libraries with unstable release cadence or unclear licensing.
  • New runtime dependencies that are only needed for niche workflows (move those to optional extras).
  • Python-only workarounds for problems best solved once in C++ core.
  • Heavy frameworks that increase import/build time for marginal convenience.

How to Document a Dependency Change

For every addition/removal, include a short dependency decision record:

  • Context: what limitation or pain point triggered the change?
  • Decision: chosen library/version and integration boundary.
  • Alternatives considered: at least one rejected option and why.
  • Consequences: performance, binary size, CI, maintenance, and user-facing impact.
  • Rollback strategy: how to safely revert or swap in future.

Minimal PR Checklist for Dependency Changes

  • Runtime vs optional extra placement is correct.
  • Lock/build metadata updated consistently.
  • Cross-platform build path is validated.
  • Tests cover new integration boundary.
  • Docs mention user-visible installation/runtime implications.

© Yikai-Liao, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/symusic-dependency-taste of Yikai-Liao/symusic.

Open the folder on GitHubat commit 3cdd0ee

Compare with similar skills

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Works with

Categories

Questions about Symusic Dependency Taste

What does Symusic Dependency Taste do?

Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs. Symusic Dependency Taste is an agent skill from Yikai-Liao/symusic. Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.

When should I use Symusic Dependency Taste?

Symusic Dependency Taste fits situations like: development work in your project.

How do I install Symusic Dependency Taste in Claude Code?

Run `npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a claude-code`. Or copy the skill folder (.agents/skills/symusic-dependency-taste in Yikai-Liao/symusic) into .claude/skills/symusic-dependency-taste in your project. Claude Code loads it when a task matches its description.

How do I install Symusic Dependency Taste in Codex?

Run `npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a codex`. Or copy the skill folder (.agents/skills/symusic-dependency-taste in Yikai-Liao/symusic) into .agents/skills/symusic-dependency-taste in your project. Codex loads it when a task matches its description.

Can I use Symusic Dependency Taste in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/symusic-dependency-taste, .gemini/skills/symusic-dependency-taste, .github/skills/symusic-dependency-taste and .opencode/skills/symusic-dependency-taste in your project.

What does Symusic Dependency Taste need to run?

SKILL.md names no scripts, command-line tools or credentials: Symusic Dependency Taste is instructions for the agent only. Our summary lists: Python 3.

Does Symusic Dependency Taste access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Symusic Dependency Taste safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Symusic Dependency Taste use?

Symusic Dependency Taste is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Symusic Dependency Taste use?

About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Symusic Dependency Taste?

Skills that share tags, products or a category with Symusic Dependency Taste: pybind11 Release Preparation (pybind/pybind11, 18k stars), Paddle Eager Graph (PaddlePaddle/Paddle, 24k stars), pybind11 Release Publication (pybind/pybind11, 18k stars) and ExecuTorch Build Guide (pytorch/executorch, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Symusic Dependency Taste?

Yikai-Liao (a GitHub user) maintains it in Yikai-Liao/symusic, which has 189 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on August 11, 2026.

Source: Yikai-Liao/symusic on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.