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Agent Skill · 研究检索

evolution(evolution 搜索)

evolution 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

evolution 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证为 MIT,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 51,212。

总安装 588周安装 24GitHub Stars 737下载 188核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:evolution(evolution 搜索)
来源仓库:https://github.com/zhanghandong/makepad-skills
仓库路径:skills/evolution
安装命令:
npx skills add https://github.com/zhanghandong/makepad-skills --skill evolution
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/zhanghandong/makepad-skills --skill evolution

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

使 makepad-skills 在开发过程中持续自我改进,支持 hooks 触发自动演化。适用于 Codex、Claude、Cursor、Gemini CLI 中技能开发与迭代优化流程。包含自校正与验证机制,可根据错误反馈立即修复参数漂移或指令偏差。

推荐使用 Claude Code hooks 实现可靠触发,避免在非开发环境运行演化逻辑。evolution 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/evolution

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/zhanghandong/makepad-skills --skill evolution;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

evolution 怎么安装?

在终端执行 npx skills add https://github.com/zhanghandong/makepad-skills --skill evolution。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

evolution 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

evolution 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

evolution 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

evolution 用的人多吗?

公开数据是累计安装 588 次,近一周安装 24 次,下载 188 次,GitHub 737 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

evolution 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。

先想清楚的地方

  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
evolution

evolution 搜索 · 本页

588737需要联网MIT未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Makepad Skills Evolution

This skill enables makepad-skills to self-improve continuously during development.

Quick Navigation

TopicDescription
Collaboration GuidelinesContributing to makepad-skills
Hooks SetupAuto-trigger evolution with hooks
When to EvolveTriggers and classification
Evolution ProcessStep-by-step guide
Self-CorrectionAuto-fix skill errors
Self-ValidationVerify skill accuracy
Version AdaptationMulti-branch support

Hooks-Based Auto-Triggering

For reliable automatic triggering, use Claude Code hooks. Install with --with-hooks:

# Install makepad-skills with hooks enabled
curl -fsSL https://raw.githubusercontent.com/ZhangHanDong/makepad-skills/main/install.sh | bash -s -- --with-hooks

This will install hooks to .claude/hooks/ and configure .claude/settings.json:

{
  "hooks": {
    "UserPromptSubmit": [
      {
        "matcher": "",
        "hooks": [
          {
            "type": "command",
            "command": "bash .claude/hooks/makepad-skill-router.sh"
          }
        ]
      }
    ],
    "PreToolUse": [
      {
        "matcher": "Bash|Write|Edit",
        "hooks": [
          {
            "type": "command",
            "command": "bash .claude/hooks/pre-tool.sh"
          }
        ]
      }
    ],
    "PostToolUse": [
      {
        "matcher": "Bash",
        "hooks": [
          {
            "type": "command",
            "command": "bash .claude/hooks/post-bash.sh"
          }
        ]
      }
    ]
  }
}

What Hooks Do

HookTrigger EventAction
makepad-skill-router.shUserPromptSubmitAuto-route to relevant skills
pre-tool.shBefore Bash/Write/EditDetect Makepad version from Cargo.toml
post-bash.shAfter Bash command failsDetect Makepad errors, suggest fixes
session-end.shSession endsPrompt to capture learnings

Skill Routing and Bundling

The makepad-skill-router.sh hook automatically loads relevant skills based on user queries.

Context Detection

ContextTrigger KeywordsSkills Loaded
Full App"build app", "从零", "完整应用"basics, dsl, layout, widgets, event-action, app-architecture
UI Design"ui design", "界面设计"dsl, layout, widgets, animation, shaders
Widget Creation"create widget", "创建组件", "自定义组件"widgets, dsl, layout, animation, shaders, font, event-action
Production"best practice", "robrix pattern", "实际项目"app-architecture, widget-patterns, state-management, event-action

Skill Dependencies

When loading certain skills, related skills are auto-loaded:

Primary SkillAuto-loads
robius-app-architecturemakepad-basics, makepad-event-action
robius-widget-patternsmakepad-widgets, makepad-layout
makepad-widgetsmakepad-layout, makepad-dsl
makepad-animationmakepad-shaders
makepad-shadersmakepad-widgets
makepad-fontmakepad-widgets
robius-event-actionmakepad-event-action

Example

User: "我想从零开发一个 Makepad 应用"

[makepad-skills] Detected Makepad/Robius query
[makepad-skills] App development context detected - loading skill bundle
[makepad-skills] Routing to: makepad-basics makepad-dsl makepad-event-action
                            makepad-layout makepad-widgets robius-app-architecture

When to Evolve

Trigger skill evolution when any of these occur during development:

TriggerTarget SkillPriority
New widget pattern discoveredrobius-widget-patterns/_baseHigh
Shader technique learnedmakepad-shadersHigh
Compilation error solvedmakepad-reference/troubleshootingHigh
Layout solution foundmakepad-reference/adaptive-layoutMedium
Build/packaging issue resolvedmakepad-deploymentMedium
New project structure insightmakepad-basicsLow
Core concept clarifiedmakepad-dsl/makepad-widgetsLow

Evolution Process

Step 1: Identify Knowledge Worth Capturing

Ask yourself:

  • Is this a reusable pattern? (not project-specific)
  • Did it take significant effort to figure out?
  • Would it help other Makepad developers?
  • Is it not already documented in makepad-skills?

Step 2: Classify the Knowledge

Widget/Component Pattern     → robius-widget-patterns/_base/
Shader/Visual Effect         → makepad-shaders/
Error/Debug Solution         → makepad-reference/troubleshooting.md
Layout/Responsive Design     → makepad-reference/adaptive-layout.md
Build/Deploy Issue           → makepad-deployment/SKILL.md
Project Structure            → makepad-basics/
Core Concept/API             → makepad-dsl/ or makepad-widgets/

Step 3: Format the Contribution

For Patterns:

## Pattern N: [Pattern Name]

Brief description of what this pattern solves.

### live_design!

live_design! { // DSL code }


### Rust Implementation

// Rust code

For Troubleshooting:

### [Error Type/Message]

**Symptom**: What the developer sees

**Cause**: Why this happens

**Solution**:

// Fixed code

Step 4: Mark Evolution (NOT Version)

Add an evolution marker above new content:

<!-- Evolution: 2024-01-15 | source: my-app | author: @zhangsan -->

Step 5: Submit via Git

# Create branch for your contribution
git checkout -b evolution/add-loading-pattern

# Commit your changes
git add robius-widget-patterns/_base/my-pattern.md
git commit -m "evolution: add loading state pattern from my-app"

# Push and create PR
git push origin evolution/add-loading-pattern

Self-Correction

When skill content causes errors, automatically correct it.

Trigger Conditions

User follows skill advice → Code fails to compile/run → Claude identifies skill was wrong
                                                      ↓
                                         AUTO: Correct skill immediately

Correction Flow

  1. Detect - Skill advice led to an error
  2. Verify - Confirm the skill content is wrong
  3. Correct - Update the skill file with fix

Correction Marker Format

<!-- Correction: YYYY-MM-DD | was: [old advice] | reason: [why it was wrong] -->

Self-Validation

Periodically verify skill content is still accurate.

Validation Checklist

## Validation Report

### Code Examples
- [ ] All `live_design!` examples parse correctly
- [ ] All Rust code compiles
- [ ] All patterns work as documented

### API Accuracy
- [ ] Widget names exist in makepad-widgets
- [ ] Method signatures are correct
- [ ] Event types are accurate

Validation Prompt

"Please validate makepad-skills against current Makepad version"

Version Adaptation

Provide version-specific guidance for different Makepad branches.

Supported Versions

BranchStatusNotes
mainStableProduction ready
devActiveLatest features, may break
rikLegacyOlder API style

Version Detection

Claude should detect Makepad version from:

  1. Cargo.toml branch reference: makepad-widgets = {git = "...", branch = "dev"}
  2. Cargo.lock content
  3. Ask user if unclear

Personalization

Adapt skill suggestions to project's coding style.

Style Detection

Claude analyzes the current project to detect:

AspectDetection MethodAdaptation
Naming conventionScan existing widgetsMatch snake_case vs camelCase
Code organizationCheck module structureSuggest matching patterns
Comment styleRead existing commentsMatch documentation style
Widget complexityCount lines per widgetSuggest appropriate patterns

Quality Guidelines

DO Add

  • Generic, reusable patterns
  • Common errors with clear solutions
  • Well-tested shader effects
  • Platform-specific gotchas
  • Performance optimizations

DON'T Add

  • Project-specific code
  • Unverified solutions
  • Duplicate content
  • Incomplete examples
  • Personal preferences without rationale

Skill File Locations

skills/
├── # === Core Skills (16) ===
├── makepad-basics/        ← Getting started, app structure
├── makepad-dsl/           ← DSL syntax, inheritance
├── makepad-layout/        ← Layout, sizing, alignment
├── makepad-widgets/       ← Widget components
├── makepad-event-action/  ← Event handling
├── makepad-animation/     ← Animation, states
├── makepad-shaders/       ← Shader basics
├── makepad-platform/      ← Platform support
├── makepad-font/          ← Font, typography
├── makepad-splash/        ← Splash scripting
├── robius-app-architecture/   ← App architecture patterns
├── robius-widget-patterns/    ← Widget reuse patterns
├── robius-event-action/       ← Custom actions
├── robius-state-management/   ← State persistence
├── robius-matrix-integration/ ← Matrix SDK
├── molykit/               ← AI chat toolkit
│
├── # === Extended Skills (3) ===
├── makepad-shaders/ ← Advanced shaders, SDF
│   ├── _base/             ← Official patterns
│   └── community/         ← Community contributions
├── makepad-deployment/    ← Build & packaging
├── makepad-reference/     ← Troubleshooting, code quality
│
├── # Note: Production patterns integrated into robius-* skills:
├── # - Widget patterns → robius-widget-patterns/_base/
├── # - State patterns → robius-state-management/_base/
├── # - Async patterns → robius-app-architecture/_base/
│
└── evolution/             ← Self-evolution system
    ├── hooks/             ← Auto-trigger hooks
    ├── references/        ← Detailed guides
    └── templates/         ← Contribution templates

Auto-Evolution Prompts

Use these prompts to trigger self-evolution:

After Solving a Problem

"This solution should be added to makepad-skills for future reference."

After Creating a Widget

"This widget pattern is reusable. Let me add it to makepad-patterns."

After Debugging

"This error and its fix should be documented in makepad-troubleshooting."

After Completing a Feature

"Review what I learned and update makepad-skills if applicable."

Continuous Improvement Checklist

After each Makepad development session, consider:

  • Did I discover a new widget composition pattern?
  • Did I solve a tricky shader problem?
  • Did I encounter and fix a confusing error?
  • Did I find a better way to structure layouts?
  • Did I learn something about packaging/deployment?
  • Would any of this help other Makepad developers?

If yes to any, evolve the appropriate skill!

References

平台分布

OpenCode

29.87%
按下载量换算56

Codex

22.58%
按下载量换算42

Claude Code

16.06%
按下载量换算30

Antigravity

11.63%
按下载量换算22

Gemini CLI

7.8%
按下载量换算15

windsurf

3.36%
按下载量换算6

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

未通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。

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