能力标签
懒惰开发者
Cursor规则

懒惰开发者

基于 JavaScript · 提升 AI 辅助编程的代码质量与风格一致性
英文名:ponytail
⭐ 40 Stars 💻 JavaScript 📄 MIT 🏷 AI 7.5分
7.5AI 综合评分
ai-agentsjavascriptclaude
✦ AI Skill Hub 推荐

经 AI Skill Hub 精选评估,懒惰开发者 获评「推荐使用」。这款Cursor规则在功能完整性、社区活跃度和易用性方面表现出色,AI 评分 7.5 分,适合有一定技术背景的用户使用。

📚 深度解析

懒惰开发者 是专为 Cursor AI 代码编辑器设计的规则配置文件。Cursor Rules 是 Cursor 提供的一项功能,允许开发者在项目根目录放置 .cursorrules 文件(或在 Cursor Settings 中配置 Rules for AI),从而定制 AI 代码助手在该项目中的行为规范和输出风格。

使用 懒惰开发者 的核心价值在于提升代码质量的一致性。在没有规则约束的情况下,AI 生成的代码风格可能随机变化;而有了精心设计的 Cursor Rules,AI 会严格遵守你制定的编码规范,例如始终使用函数式组件而非类组件、命名必须使用驼峰命名法、注释只用中文等。

对于团队协作而言,将 .cursorrules 文件纳入 Git 版本管理,可以确保团队所有成员在使用 AI 辅助编程时遵循统一的规范,避免代码审查中因 AI 生成风格不一致带来的额外成本。AI Skill Hub 推荐将 Cursor Rules 作为新项目启动的标配步骤之一。

📋 工具概览

懒惰开发者 是一套专为 Cursor AI 代码编辑器定制的编程规范规则集。通过精心设计的规则约束,它能引导 AI 生成符合团队标准的高质量代码,减少人工审查成本,保障代码风格一致性。适合个人开发者快速提升代码质量,也适合团队统一 AI 辅助编程的规范。

GitHub Stars
⭐ 40
开发语言
JavaScript
支持平台
Windows / macOS / Linux
维护状态
轻量级项目,按需更新
开源协议
MIT
AI 综合评分
7.5 分
工具类型
Cursor规则
Forks

📖 中文文档

以下内容由 AI Skill Hub 根据项目信息自动整理,如需查看完整原始文档请访问底部「原始来源」。

懒惰开发者 是一套专为 Cursor AI 代码编辑器定制的编程规范规则集。通过精心设计的规则约束,它能引导 AI 生成符合团队标准的高质量代码,减少人工审查成本,保障代码风格一致性。适合个人开发者快速提升代码质量,也适合团队统一 AI 辅助编程的规范。

📌 核心特色
  • 深度定制 AI 代码助手在 Cursor 中的行为规范与输出风格
  • 内置特定语言或框架的编码最佳实践约束
  • 减少 AI 生成代码的人工审查成本,提升代码质量
  • 支持团队统一 AI 辅助编程规范,降低协作成本
  • 实时生效,无需重启 IDE,即改即用
🎯 主要使用场景
  • 为特定项目或技术栈指定 AI 代码风格和安全规范
  • 在多人协作项目中统一 AI 辅助编程的代码质量标准
  • 快速生成符合团队规范的代码,减少后期返工
以下安装命令基于项目开发语言和类型自动生成,实际以官方 README 为准。
安装命令
# 在 Cursor 中安装规则
# 1. 打开 Cursor → Cmd+Shift+P
# 2. 搜索 "Open Cursor Settings" 或直接进入 Settings
# 3. 找到 "Rules for AI" / "Cursor Rules" 配置项
# 4. 粘贴本工具的规则内容

# 也可以克隆仓库后本地导入
git clone https://github.com/DietrichGebert/ponytail
# 按照 README 中的说明添加规则文件
📋 安装步骤说明
  1. 打开 Cursor,进入 Settings(设置)
  2. 找到 Rules for AI 或 Cursor Rules 选项
  3. 将规则内容复制后粘贴到规则输入框中
  4. 保存设置,后续所有 AI 对话将自动应用此规则
以下用法示例由 AI Skill Hub 整理,涵盖最常见的使用场景。
常用命令 / 代码示例
# 命令行使用
ponytail --help

# 基本用法
ponytail [options] <input>

# Node.js 代码中使用
const ponytail = require('ponytail');

const result = await ponytail.run(options);
console.log(result);
以下配置示例基于典型使用场景生成,具体参数请参照官方文档调整。
配置示例
# ponytail 配置说明
# 查看配置选项
ponytail --config-example > config.yml

# 常见配置项
# output_dir: ./output
# log_level: info
# workers: 4

# 环境变量(覆盖配置文件)
export PONYTAIL_CONFIG="/path/to/config.yml"
📑 README 深度解析 真实文档 完整度 28/100 查看 GitHub 原文 →
以下内容由系统直接从 GitHub README 解析整理,保留代码块、表格与列表结构。

简介

<p align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="assets/logo-dark.png"> <img src="assets/logo.png" width="220" alt="Ponytail, the lazy senior dev"> </picture> </p>

Ponytail

<p align="center"> <em>He says nothing. He writes one line. It works.</em> </p>

<p align="center"> <a href="https://trendshift.io/repositories/50668?utm_source=repository-badge&amp;utm_medium=badge&amp;utm_campaign=badge-repository-50668" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/repositories/50668" alt="DietrichGebert%2Fponytail | Trendshift" width="250" height="55"/></a> </p>

<p align="center"> <img src="https://img.shields.io/github/stars/DietrichGebert/ponytail?style=flat-square&color=111111&label=stars" alt="Stars"> <img src="https://img.shields.io/github/v/release/DietrichGebert/ponytail?style=flat-square&color=111111&label=release" alt="Release"> <img src="https://img.shields.io/npm/v/@dietrichgebert/ponytail?style=flat-square&color=111111&label=npm" alt="npm"> <img src="https://img.shields.io/badge/works%20with-20%20agents-111111?style=flat-square" alt="Works with 20 agents"> <img src="https://img.shields.io/badge/license-MIT-111111?style=flat-square" alt="MIT license"> </p>

<p align="center"> <a href="https://trendshift.io/repositories/50668" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/50668/daily" alt="DietrichGebert/ponytail | Trendshift" width="250" height="55"/></a> <a href="https://trendshift.io/repositories/50668" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/50668/weekly" alt="DietrichGebert/ponytail | Trendshift" width="250" height="55"/></a> <a href="https://trendshift.io/repositories/50668?utm_source=trendshift-badge&amp;utm_medium=badge&amp;utm_campaign=badge-trendshift-50668" target="_blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/50668/monthly?language=JavaScript" alt="DietrichGebert%2Fponytail | Trendshift monthly ranking" width="250" height="55"/></a> </p>

<p align="center"> <strong>~54% less code (up to 94%) &middot; ~20% cheaper &middot; ~27% faster &middot; 100% safe</strong><br> <sub>Measured on real Claude Code sessions editing a real open-source repo (FastAPI + React), against the same agent with no skill. ~54% is the mean across 12 feature tasks (Haiku 4.5, n=4); it reaches 94% where an agent over-builds (a date picker) and is near zero where the code is already minimal. ponytail keeps every safety guard while a bare "write one-liners" prompt drops one. (The earlier single-shot benchmark reported 80-94% as a flat figure; against a fair agentic baseline that is the per-task ceiling, not the average.) <a href="benchmarks/results/2026-06-18-agentic.md">Full writeup</a> &middot; <a href="benchmarks/">reproduce it</a>.</sub> </p>

<p align="center"> <sub><a href="README.es.md">Español</a> &middot; <a href="README.ko.md">한국어</a></sub> </p>

---

<p align="center"> <a href="https://ponytail.dev/soon"><img src="assets/waitlist-banner.png" alt="Something's coming, join the waitlist" width="760"></a> </p>

Install

The most effort ponytail will ever ask of you:

The Claude Code and Codex plugins run two tiny Node.js lifecycle hooks, so node needs to be on your PATH (note for Nix/nvm users: it must be on the non-interactive shell's PATH). If it isn't, the skills still work, the always-on activation just stays quiet instead of erroring on every prompt.

Grok Build

grok plugin install DietrichGebert/ponytail --trust

Enable the plugin (off by default): /plugins → Plugins → Space on ponytail, or in ~/.grok/config.toml:

[plugins]
enabled = ["ponytail"]

Start a new session (or reload plugins). Skills show as /ponytail, /ponytail-review, /ponytail-audit, /ponytail-debt, /ponytail-gain, /ponytail-help. Verify with grok inspect. Grok can auto-invoke ponytail for coding tasks from its skill description; use /ponytail (or /ponytail lite, /ponytail full, /ponytail ultra) when activation needs to be explicit. Grok lifecycle hooks are not used because their SessionStart output cannot inject instructions.

AGENTS.md still works instruction-only from a checkout without the plugin.

That was it. He'd be proud. He won't say it.

Active every session, with a handful of commands (see Commands). /ponytail ultra exists for when the codebase has wronged you personally. Startup and mode-change text shows the current mode.

Set the level for every new session with the PONYTAIL_DEFAULT_MODE env var (lite/full/ultra/off), or a defaultMode field in ~/.config/ponytail/config.json (%APPDATA%\ponytail\config.json on Windows). The default is full.

While active, the ruleset is also injected into every subagent spawned via the Agent tool. To scope that to specific agent types (say, keep it off read-only search agents), set the PONYTAIL_SUBAGENT_MATCHER env var to a regex tested against the subagent's agent_type. It is unanchored and case-insensitive: explore|general matches either, ^general$ is exact, and plugin agent types look like plugin:name. Unset means inject into every subagent (the default); an invalid regex, or a subagent whose type the platform doesn't report, also falls back to injecting.

Cursor, Windsurf, Cline, GitHub Copilot Chat (the VS Code, JetBrains, and Visual Studio editor extension, not the standalone Copilot CLI covered under Install), Aider, Kiro, Zed, CodeWhale, Swival, Qoder: copy the matching rules file from this repo (.cursor/rules/, .windsurf/rules/, .clinerules/, .github/copilot-instructions.md, AGENTS.md, .kiro/steering/, .qoder/rules/).

Kiro: copy .kiro/steering/ponytail.md to ~/.kiro/steering/ (global) or .kiro/steering/ in your project.

GitHub Copilot CLI fallback (instruction-only mode): it reads AGENTS.md and .github/copilot-instructions.md in a project, or copy the rules into ~/.copilot/copilot-instructions.md to run ponytail in every project. This path keeps always-on guidance, but does not add plugin mode switches or hooks.

VS Code with the Codex extension reads AGENTS.md, which this repo ships, so it works from the repo root with no setup (~/.codex/AGENTS.md makes Codex global).

JetBrains Junie can read AGENTS.md once you point it there in Settings → Tools → Junie → Project Settings → Guidelines Path (it is not automatic yet). This repo ships AGENTS.md; .junie/guidelines.md is Junie's legacy path.

Amp (Sourcegraph) reads AGENTS.md from the working directory and parent directories up to $HOME, which this repo ships, so it works with no setup (~/.config/amp/AGENTS.md works globally).

Jules (Google) reads AGENTS.md from the repository root, which this repo ships, so it picks up the ruleset with no setup.

Which files map to which agent: Agent portability.

Uninstall

HostCommand
Claude Code/plugin remove ponytail
Codexcodex plugin remove ponytail
Devin CLIdevin plugins remove ponytail
Grok Buildgrok plugin uninstall ponytail
Pi agentpi uninstall ponytail
Cursor / Windsurf / Cline / Qoder / etc.Delete the copied rule file

These remove the plugin's own files. They leave behind a small amount of state ponytail writes outside the plugin folder: the mode flag, ~/.config/ponytail/config.json, and (if you accepted the setup nudge) a statusLine entry in ~/.claude/settings.json. Run node scripts/uninstall.js to clean those up too. Run it before the host remove command above — the script is itself a plugin file, so removing the plugin first deletes it (or run it from a separate clone of this repo). It only removes the statusLine entry if it points at ponytail's own script, so a statusline you set up yourself is left untouched.

FAQ

Can I use it with caveman? Yes, and you should. Caveman shrinks what the agent says; ponytail shrinks what it builds. Different halves, no overlap: caveman leaves code byte-for-byte exact, ponytail stays out of the prose. Terse talk about minimal code.

Does it need a config file? No. An optional ~/.config/ponytail/config.json or PONYTAIL_DEFAULT_MODE env var can set the default level, but nothing is required.

What if I really need the 120-line cache class? You don't. Insist anyway and he'll build it. Slowly. Correctly. While looking at you.

Does it scale? The code you never wrote scales infinitely. Zero bugs, zero CVEs, 100% uptime since forever.

Why "ponytail"? You know exactly why.

📚 实用指南(长尾问题)
适合谁
  • 构建多智能体协作系统的 Agent 开发者
最佳实践
  • Agent 任务先做 dry-run 验证工具调用链,再开启自主执行
常见错误
  • API key 直接提交到 git 仓库(请用 .env 并加入 .gitignore)
部署方案
  • 云端托管:可放在 Vercel / Railway / Fly.io 等 PaaS 平台
相关搜索
ponytail 中文教程ponytail 安装报错怎么办ponytail Agent 工作流ponytail 与同类工具对比ponytail 最佳实践ponytail 适合谁用

⚡ 核心功能

👥 适合谁
  • 构建多智能体协作系统的 Agent 开发者
⭐ 最佳实践
  • Agent 任务先做 dry-run 验证工具调用链,再开启自主执行
⚠️ 常见错误
  • API key 直接提交到 git 仓库(请用 .env 并加入 .gitignore)

👥 适合人群

Cursor IDE 日常用户前端 / 后端 / 全栈开发者AI 辅助编程爱好者技术团队负责人

🎯 使用场景

  • 为特定项目或技术栈指定 AI 代码风格和安全规范
  • 在多人协作项目中统一 AI 辅助编程的代码质量标准
  • 快速生成符合团队规范的代码,减少后期返工

⚖️ 优点与不足

✅ 优点
  • +MIT 协议,可免费商用
  • +直接提升 AI 辅助编码质量
  • +零学习成本,立即生效
  • +高度可定制,适配各类项目
⚠️ 不足
  • 仅适用于 Cursor IDE,不支持其他编辑器
  • 规则效果高度依赖模型的理解能力
  • 需定期审查和维护规则内容
⚠️ 使用须知

AI Skill Hub 为第三方内容聚合平台,本页面信息基于公开数据整理,不对工具功能和质量作任何法律背书。

建议在沙箱或测试环境中充分验证后,再部署至生产环境,并做好必要的安全评估。

📄 License 说明

✅ MIT 协议 — 最宽松的开源协议之一,可自由商用、修改、分发,仅需保留版权声明。

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❓ 常见问题 FAQ

ponytail 是一款JavaScript开发的AI辅助工具。开源Cursor规则:Makes your AI agent think like the laziest senior dev in the room. The best code。⭐40 · JavaScript 主要应用场景包括:开发AI代理。
💡 AI Skill Hub 点评

AI Skill Hub 点评:懒惰开发者 的核心功能完整,质量良好。对于Cursor IDE 日常用户来说,这是一个值得纳入个人工具库的选择。建议先在非生产环境试用,再逐步推广。

⬇️ 获取与下载
⬇ 下载源码 ZIP

✅ MIT 协议 · 可免费商用 · 直接从 aiskill88 服务器下载,无需跳转 GitHub

📚 深入学习 懒惰开发者
查看分步骤安装教程和完整使用指南,快速上手这款工具
🌐 原始信息
原始名称 ponytail
原始描述 开源Cursor规则:Makes your AI agent think like the laziest senior dev in the room. The best code。⭐40 · JavaScript
Topics ai-agentsjavascriptclaude
GitHub https://github.com/DietrichGebert/ponytail
License MIT
语言 JavaScript
🔗 原始来源
🐙 GitHub 仓库  https://github.com/DietrichGebert/ponytail

收录时间:2026-06-12 · 更新时间:2026-06-13 · License:MIT · AI Skill Hub 不对第三方内容的准确性作法律背书。

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