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Agent Skill · 研究检索

coverage-strategist(覆盖策略师)

coverage-strategist 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。

coverage-strategist 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,权限为接触敏感数据;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 35,426。

总安装 2,088周安装 87GitHub Stars 33下载 696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:coverage-strategist(覆盖策略师)
来源仓库:https://github.com/patricio0312rev/skills
仓库路径:skills/coverage-strategist
安装命令:
npx skills add https://github.com/patricio0312rev/skills --skill coverage-strategist
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/patricio0312rev/skills --skill coverage-strategist

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。

coverage-strategist 用于制定务实且有 ROI 导向的测试覆盖策略,强调关键路径优先而非追求 100% 覆盖,适合在 Codex、Claude、Cursor、Gemini CLI 中需要平衡质量与开发效率时使用。它识别认证、结账等 P0 级路径必须全覆盖,其他区域按需分配资源,避免过度测试。

输出包括优先级矩阵、覆盖目标和理由说明,助力团队聚焦高价值区域。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。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/coverage-strategist

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/patricio0312rev/skills --skill coverage-strate…;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

    它需要接触敏感数据,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

coverage-strategist 怎么安装?

在终端执行 npx skills add https://github.com/patricio0312rev/skills --skill coverage-strategist。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

coverage-strategist 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。

coverage-strategist 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

coverage-strategist 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。

coverage-strategist 用的人多吗?

公开数据是累计安装 2,088 次,近一周安装 87 次,下载 696 次,GitHub 33 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。

coverage-strategist 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

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 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

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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
coverage-strategist

覆盖策略师 · 本页

2,08833接触敏感数据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

Coverage Strategist

Define pragmatic, ROI-focused test coverage strategies.

Coverage Philosophy

Goal: Maximum confidence with minimum tests

Principle: 100% coverage is not the goal. Test what matters.

Critical Path Identification

// Critical paths that MUST be tested
const criticalPaths = {
  authentication: {
    priority: "P0",
    coverage: "100%",
    paths: [
      "User login flow",
      "User registration",
      "Password reset",
      "Token refresh",
      "Session management",
    ],
    reasoning: "Security critical, impacts all users",
  },

  checkout: {
    priority: "P0",
    coverage: "100%",
    paths: [
      "Add to cart",
      "Update cart",
      "Apply coupon",
      "Process payment",
      "Order confirmation",
    ],
    reasoning: "Revenue critical, business essential",
  },

  dataIntegrity: {
    priority: "P0",
    coverage: "100%",
    paths: [
      "User data CRUD",
      "Order creation",
      "Inventory updates",
      "Database transactions",
    ],
    reasoning: "Data corruption would be catastrophic",
  },
};

// Important but not critical
const importantPaths = {
  userProfile: {
    priority: "P1",
    coverage: "80%",
    paths: ["Profile updates", "Avatar upload", "Preferences"],
    reasoning: "Important UX, but not business critical",
  },

  search: {
    priority: "P1",
    coverage: "70%",
    paths: ["Product search", "Filters", "Sorting"],
    reasoning: "Enhances experience, not essential",
  },
};

Layer-Specific Targets

# Coverage Targets by Layer

## Business Logic / Core Functions: 90-100%

**Why**: High ROI - complex logic, many edge cases
**What to test**:

- Calculations
- Validations
- State machines
- Algorithms
- Data transformations

## API Endpoints: 80-90%

**Why**: Critical integration points
**What to test**:

- Happy paths
- Error cases
- Validation
- Authentication
- Authorization

## Database Layer: 70-80%

**Why**: Data integrity matters
**What to test**:

- CRUD operations
- Transactions
- Constraints
- Migrations

## UI Components: 50-70%

**Why**: Lower ROI - visual changes, less critical
**What to test**:

- User interactions
- State changes
- Error states
- Critical flows only

## Utils/Helpers: 80-90%

**Why**: Reused everywhere, high impact
**What to test**:

- All public functions
- Edge cases
- Error handling

"Don't Test This" List

// Explicit list of what NOT to test

const dontTestThese = {
  externalLibraries: {
    examples: ["React internals", "Next.js router", "Lodash functions"],
    reasoning: "Already tested by library authors",
  },

  trivialCode: {
    examples: [
      "Simple getters/setters",
      "Constants",
      "Type definitions",
      "Pass-through functions",
    ],
    reasoning: "No logic to test, waste of time",
  },

  presentationalComponents: {
    examples: ["Simple buttons", "Icons", "Layout wrappers"],
    reasoning: "Visual regression testing more appropriate",
  },

  configurationFiles: {
    examples: ["webpack.config.js", "next.config.js"],
    reasoning: "Configuration, not logic",
  },

  mockData: {
    examples: ["Fixtures", "Test data", "Storybook stories"],
    reasoning: "Not production code",
  },
};

// Example: Don't test trivial code
// ❌ Don't test this
class User {
  constructor(private name: string) {}
  getName() {
    return this.name;
  } // Trivial getter
}

// ✅ But DO test this
class User {
  constructor(private name: string) {}

  getDisplayName() {
    // Business logic
    return this.name
      .split(" ")
      .map((n) => n.charAt(0).toUpperCase() + n.slice(1))
      .join(" ");
  }
}

Test Priority Matrix

interface TestPriority {
  feature: string;
  businessImpact: "high" | "medium" | "low";
  complexity: "high" | "medium" | "low";
  changeFrequency: "high" | "medium" | "low";
  priority: "P0" | "P1" | "P2" | "P3";
  targetCoverage: string;
}

const testPriorities: TestPriority[] = [
  {
    feature: "Payment processing",
    businessImpact: "high",
    complexity: "high",
    changeFrequency: "low",
    priority: "P0",
    targetCoverage: "100%",
  },
  {
    feature: "User authentication",
    businessImpact: "high",
    complexity: "medium",
    changeFrequency: "low",
    priority: "P0",
    targetCoverage: "100%",
  },
  {
    feature: "Product search",
    businessImpact: "medium",
    complexity: "medium",
    changeFrequency: "medium",
    priority: "P1",
    targetCoverage: "80%",
  },
  {
    feature: "UI themes",
    businessImpact: "low",
    complexity: "low",
    changeFrequency: "high",
    priority: "P3",
    targetCoverage: "30%",
  },
];

// Priority calculation
function calculatePriority(
  businessImpact: number, // 1-10
  complexity: number, // 1-10
  changeFrequency: number // 1-10
): number {
  return businessImpact * 0.5 + complexity * 0.3 + changeFrequency * 0.2;
}

Coverage Configuration

// jest.config.js
module.exports = {
  collectCoverageFrom: [
    "src/**/*.{ts,tsx}",
    "!src/**/*.d.ts",
    "!src/**/*.stories.tsx", // Don't count stories
    "!src/mocks/**", // Don't count mocks
    "!src/**/__tests__/**", // Don't count tests
  ],

  coverageThresholds: {
    global: {
      statements: 70,
      branches: 65,
      functions: 70,
      lines: 70,
    },
    // Critical paths: 90%+
    "./src/services/payment/**/*.ts": {
      statements: 90,
      branches: 85,
      functions: 90,
      lines: 90,
    },
    "./src/services/auth/**/*.ts": {
      statements: 90,
      branches: 85,
      functions: 90,
      lines: 90,
    },
    // Utils: 80%+
    "./src/utils/**/*.ts": {
      statements: 80,
      branches: 75,
      functions: 80,
      lines: 80,
    },
    // UI components: 50%+ (lower bar)
    "./src/components/**/*.tsx": {
      statements: 50,
      branches: 45,
      functions: 50,
      lines: 50,
    },
  },
};

Test Investment ROI

// Calculate ROI of testing
interface TestROI {
  feature: string;
  testingCost: number; // hours
  bugPreventionValue: number; // estimated $ saved
  roi: number; // ratio
}

const testROI: TestROI[] = [
  {
    feature: "Payment processing",
    testingCost: 40, // hours
    bugPreventionValue: 50000, // Could lose $50k revenue
    roi: 1250, // $1,250 per hour invested
  },
  {
    feature: "Authentication",
    testingCost: 20,
    bugPreventionValue: 10000, // Security breach cost
    roi: 500,
  },
  {
    feature: "Theme switcher",
    testingCost: 5,
    bugPreventionValue: 100, // Minor UX issue
    roi: 20,
  },
];

// Focus on high ROI tests
const sortedByROI = testROI.sort((a, b) => b.roi - a.roi);

Pragmatic Testing Strategy

# Testing Strategy Document

## Principles

1. **Business value first**: Test what breaks the business
2. **Edge cases over happy path**: Happy path is obvious
3. **Integration over unit**: Test how pieces work together
4. **Critical flows end-to-end**: User journeys matter most

## Test Types Distribution

- 70% Unit tests (fast, isolated)
- 20% Integration tests (API + DB)
- 10% E2E tests (critical flows only)

## Coverage Goals

- Overall: 70% (pragmatic goal)
- Critical business logic: 90%+
- API endpoints: 80%+
- UI components: 50%+ (user interactions only)

## What NOT to Test

- Third-party libraries
- Trivial getters/setters
- Pure presentational components
- Configuration files
- Mock data and fixtures

## Review Criteria

Before writing a test, ask:

1. What bug would this test prevent?
2. How likely is that bug?
3. How costly would that bug be?
4. Is this already covered by integration tests?

If ROI is low, skip the test.

Team Guidelines

// Code review checklist for test coverage

const reviewChecklist = {
  criticalPath: {
    question: "Does this change affect a critical path?",
    ifYes: "MUST have comprehensive tests (90%+)",
  },

  businessLogic: {
    question: "Is this complex business logic?",
    ifYes: "MUST have unit tests with edge cases",
  },

  apiEndpoint: {
    question: "Is this a new API endpoint?",
    ifYes: "MUST have integration tests",
  },

  uiComponent: {
    question: "Is this a UI component?",
    ifYes: "Optional - test interactions only",
  },

  bugFix: {
    question: "Is this a bug fix?",
    ifYes: "MUST have regression test",
  },
};

Best Practices

  1. Focus on risk: Test what could go wrong
  2. Diminishing returns: 100% coverage has low ROI
  3. Integration over unit: Test behavior, not implementation
  4. Critical paths first: Payment, auth, data integrity
  5. Explicit "don't test": Be intentional about skipping
  6. Review regularly: Adjust targets quarterly
  7. Measure bugs: Track if tests catch real issues

Output Checklist

  • Critical paths identified
  • Layer-specific targets defined
  • "Don't test this" list created
  • Priority matrix established
  • Coverage thresholds configured
  • ROI analysis performed
  • Testing strategy documented
  • Team guidelines defined

适合场景

01

研究助手

02

事实核查

03

知识库问答

04

带来源的搜索总结

能力概览

能力 1

组合搜索和大模型调用

能力 2

支持多来源检索和总结

能力 3

强调引用来源和事实核查

能力 4

适合研究型 Agent 流程

平台分布

Claude Code

26.09%
按下载量换算182

Gemini CLI

23.58%
按下载量换算164

Antigravity

15.55%
按下载量换算108

windsurf

12.77%
按下载量换算89

github-copilot

7.2%
按下载量换算50

Codex

3.44%
按下载量换算24

安全审计

Gen Agent Trust Hub

未通过

Socket

可疑

Snyk

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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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