{"slug":"shadcn-improve","name":"improve","nameZh":"improve（shadcn 出品的代码库审计与实施计划 Agent 技能）","category":"skills","categoryName":"Skills & rules","audience":["for-ai"],"primary":"for-ai","openClosed":"open","pricing":"open-source","license":"MIT","maintained":"yes","officialUrl":"https://github.com/shadcn/improve","repo":"https://github.com/shadcn/improve","latestVersion":null,"latestRelease":null,"stars":10935,"starsAsOf":"2026-11-12","description":"improve is an open-source (MIT) agent skill by shadcn that audits any codebase and writes implementation plans for other agents to execute. The idea is to spend your most capable model on understanding the code, judging what is worth doing and writing the spec, then hand execution to cheaper models; the skill never implements anything itself. /improve maps the repo, returns a prioritized findings table, and writes self-contained Markdown plans into plans/ with code excerpts, steps, the repo's own test commands as gates and stop conditions. Subcommands cover quick and deep audits, focused audits (security, perf, tests), branch-only review, feature suggestions, execute (dispatch a cheaper model in an isolated worktree and review its diff), reconcile and publishing plans as GitHub issues. Install with npx skills add shadcn/improve.","descriptionZh":"improve 是 shadcn/ui 作者 shadcn 发布的开源 Agent 技能，以 MIT 许可证发布，用 npx skills add shadcn/improve 安装。它的思路是把能力最强、价格最高的模型用在理解代码库、判断改什么和写规格说明上，再把具体实现交给更便宜的模型：技能本身不改代码，只输出计划。运行 /improve 后，它先梳理仓库结构并审计代码，给出按类别、工作量和置信度排序的问题清单；用户选定条目后，在 plans/ 目录为每项生成一份自包含的 Markdown 实施计划，包含现有代码摘录、具体步骤、仓库自身的测试与检查命令以及停止条件。另有 quick（快速扫描）、deep（全面审计）、security / perf / tests 等专项审计、branch（只审当前分支改动）、next（功能建议）、execute（在隔离工作树里派更便宜的模型执行并审查差异）、reconcile（清理计划积压）等子命令，也可加 --issues 把计划同步为 GitHub Issue。被否决的问题会记录理由，下次不再重复提出。适合想控制模型成本、又希望大模型把关代码质量的开发者和团队。","callMethods":[],"platforms":["Claude Code","Codex","Cursor","其他支持 Agent Skills 的智能体"],"addedAt":"2026-11-12","updatedAt":"2026-11-12","topics":[],"language":null,"lastPush":null,"formerly":null,"packages":[],"recentVersions":[],"alternatives":["mattpocock-skills","superpowers","anthropics-skills","spec-kit","openspec","ecc","andrej-karpathy-skills","ponytail"],"stacks":[],"scenarios":["share-rules-and-skills","learn-ai"],"problems":[],"reasonZh":null,"sources":["editorial"],"record":"https://aimap.page/api/v1/software/shadcn-improve.json","pages":{"en":"https://aimap.page/en/software/shadcn-improve/","zh-hans":"https://aimap.page/zh-hans/software/shadcn-improve/"}}