pybind11 Release Preparation
pybind/pybind11
Opens the pybind11 release-preparation pull request: picking the release base, bumping the version in common.h and integrating the changelog, following docs/release.rst.
Decision framework for selecting and evolving third-party dependencies in symusic across C++, Python packaging, bindings, testing, and docs.
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-srcUse ~/.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/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .claude/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-tasteType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .agents/skills/symusic-dependency-taste && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .agents/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .cursor/skills/symusic-dependency-taste && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .cursor/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Yikai-Liao/symusic.git --path .agents/skills/symusic-dependency-taste--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .gemini/skills/symusic-dependency-taste && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .gemini/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Yikai-Liao/symusic symusic-dependency-tasteInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .github/skills/symusic-dependency-taste && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .github/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Yikai-Liao/symusic --skill symusic-dependency-taste -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Yikai-Liao/symusic symusic-dependency-taste --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Yikai-Liao/symusic.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/symusic-dependency-taste .opencode/skills/symusic-dependency-taste && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "symusic-dependency-taste" agent skill from https://github.com/Yikai-Liao/symusic/tree/main/.agents/skills/symusic-dependency-taste into .opencode/skills/symusic-dependency-taste/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "symusic-dependency-taste", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
symusic-dependency-tasteDecision 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.
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.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3cdd0ee. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
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.
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.
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.
The full file from Yikai-Liao/symusic at commit 3cdd0ee, republished under its MIT licence (© Yikai-Liao). 620 words, ~1,400 tokens.
.claude/skills/symusic-dependency-taste/SKILL.md (or your agent's skills folder).Use this skill when adding, replacing, or auditing dependencies.
Prefer focused libraries with clear performance or ergonomics wins.
Keep the dependency surface narrow and intentional.
Keep core competency in-repo; outsource commodity building blocks.
Choose libraries that align with cross-platform wheels and modern toolchains.
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.
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.
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.
A candidate dependency should pass all gates:
If any gate fails, prefer a smaller alternative or an internal implementation.
platformdirs over custom OS branching.fmt style consistency.For every addition/removal, include a short dependency decision record:
© 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
Just SKILL.md in .agents/skills/symusic-dependency-taste of Yikai-Liao/symusic.
Open the folder on GitHubat commit 3cdd0ee
Symusic Dependency Taste next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Symusic Dependency Taste this skillYikai-Liao/symusic | 189 | — | ~1.4k | Automated safety check: Pass | MIT | |
| pybind11 Release Preparationpybind/pybind11 | 18k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Paddle Eager GraphPaddlePaddle/Paddle | 24k | — | ~562 | Automated safety check: Pass | Apache-2.0 | |
| pybind11 Release Publicationpybind/pybind11 | 18k | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| ExecuTorch Build Guidepytorch/executorch | 5.1k | — | ~2.3k | Automated safety check: Notes | Custom licence | |
| Ros2 Engineering Skillsdbwls99706/ros2-engineering-skills | 217 | — | ~3k | Automated safety check: Pass | Apache-2.0 |
pybind/pybind11
Opens the pybind11 release-preparation pull request: picking the release base, bumping the version in common.h and integrating the changelog, following docs/release.rst.
PaddlePaddle/Paddle
A skill your agent uses when navigating Paddle eager-mode (dynamic graph) source code, tracing forward/backward execution, debugging autograd issues, understanding PyLayer, or investigating…
pybind/pybind11
Walks a maintainer through publishing a pybind11 release after the preparation PR merges, with preflight checks, confirmations before each push and a GitHub release.
pytorch/executorch
Builds ExecuTorch from source: the Python package, C++ runtime, model runners, Android and iOS cross-compilation and backend-specific builds, with environment checks.
dbwls99706/ros2-engineering-skills
ROS 2 engineering: rclcpp/rclpy, colcon/ament, launch, QoS/DDS, tf2/URDF, ros2control, Nav2, MoveIt 2, sensors, runtime/artifact provenance, and hardware safety.
BlueAndi/Pixelix
A skill your agent uses when writing, reviewing, or refactoring C/C++ firmware code in this repository (src/, lib/, test/) — creating or editing .h/.hpp/.cpp files, applying MISRA-oriented and…
Yikai-Liao/symusic
Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows.
Yikai-Liao/symusic
Analyzes code diffs and files to identify bugs, security vulnerabilities (SQL injection, XSS, insecure deserialization), code smells, N+1 queries, naming issues, and architectural concerns, then…
Yikai-Liao/symusic
Writes, optimizes, and debugs C++ applications using modern C++20/23 features, template metaprogramming, and high-performance systems techniques.
Yikai-Liao/symusic
Create and publish distributable scientific Python packages following Scientific Python community best practices.
Yikai-Liao/symusic
Parses error messages, traces execution flow through stack traces, correlates log entries to identify failure points, and applies systematic hypothesis-driven methodology to isolate and resolve bugs.
Yikai-Liao/symusic
Creates Dockerfiles, configures CI/CD pipelines, writes Kubernetes manifests, and generates Terraform/Pulumi infrastructure templates.
Categories
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.
Symusic Dependency Taste fits situations like: development work in your project.
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.
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.
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.
SKILL.md names no scripts, command-line tools or credentials: Symusic Dependency Taste is instructions for the agent only. Our summary lists: Python 3.
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.
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.
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.
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.
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.
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.