Agent Skills
› ddalcu/mlx-serve
ddalcu/mlx-serve
GitHubmlx-serve benchmarking methodology — bench.sh/llmprobe usage, comparison-trap rules (same-methodology cells only, spec-decode variance, thermal lies, engine naming), perf-claim etiquette. Use before running benchmarks or making any performance claim.
Install All Skills
npx skills add ddalcu/mlx-serve --all -g -y
Skills in Collection (8)
mlx-serve benchmarking methodology — bench.sh/llmprobe usage, comparison-trap rules (same-methodology cells only, spec-decode variance, thermal lies, engine naming), perf-claim etiquette. Use before running benchmarks or making any performance claim.
npx skills add ddalcu/mlx-serve --skill bench -g -y
Create, build, test, install, update and remove an mlx-serve plugin, EXTERNAL (an outside dylib built from the plugin kit, local or shared via CommunityServe/plugins) or INTERNAL (a folder under src/plugins/ in this repo, PR'd to mlx-serve). Use when asked to make a plugin, add or port a model, media backend or quant format, install or try a plugin, or debug why a plugin did not load or did not serve a pack.
npx skills add ddalcu/mlx-serve --skill plugin -g -y
Turn llmprobe reports into the charts a perf PR embeds (one line per arm across context size, every point labelled, machine and model in the caption) and host them so the PR body renders them. Use when a PR makes a speed claim, or when asked for a chart of a bench run.
npx skills add ddalcu/mlx-serve --skill pr-charts -g -y
mlx-serve pre-release validation checklist, CalVer versioning, release steps, and CHANGELOG style. Use when preparing or cutting a release, running pre-release validation, or writing CHANGELOG entries.
npx skills add ddalcu/mlx-serve --skill release -g -y
提供mlx-serve性能基准测试方法论，规范llmprobe使用、对比陷阱规避及性能声明礼仪，确保测试准确性与可复现性。
运行性能基准测试前
发布或验证性能指标时
进行不同引擎间的性能对比时
npx skills add ddalcu/mlx-serve --skill bench -g -y
将性能基准测试报告生成为图表并托管，用于PR中验证速度声明。适用于涉及性能改进或需要展示基准运行结果的场景。
PR包含速度声明
被要求生成基准测试图表
npx skills add ddalcu/mlx-serve --skill pr-charts -g -y
mlx-serve发布前验证清单，涵盖Hermetic测试、性能门禁、API一致性检查及回归脚本执行，确保版本质量。
准备发布新版本
执行预发布验证流程
编写CHANGELOG条目
npx skills add ddalcu/mlx-serve --skill release -g -y
集成mlx-serve本地LLM服务，支持聊天、图像、音视频及3D生成。提供连接配置、模型管理及内存控制指南，适用于Mac端本地AI应用开发。
需要调用本地MLX服务进行文本或媒体生成
查询mlx-serve的API接口与模型状态
npx skills add ddalcu/mlx-serve --skill mlx-serve -g -y
