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Agent Skill · 研究检索

agent-refinement(Agent 细化)

agent-refinement 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。

agent-refinement 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,权限为权限未标注;许可证信息还不明确,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 47,223。

总安装 744周安装 31GitHub Stars 33,985下载 248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
unknown

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:agent-refinement(Agent 细化)
来源仓库:https://github.com/ruvnet/claude-flow
仓库路径:skills/agent-refinement
安装命令:
npx skills add https://github.com/ruvnet/claude-flow --skill agent-refinement
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。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/ruvnet/claude-flow --skill agent-refinement

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。

用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词快速定位候选结果。通过 npx skills add 命令从指定 GitHub 路径安装使用。安装前需确认权限范围、维护状态,注意是否触发联网或文件操作。

agent-refinement 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/agent-refinement

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/ruvnet/claude-flow --skill agent-refinement;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

    权限没有明确标注,第一次使用时只给一个无关紧要的任务,观察它到底读了哪些文件和网络。

常见问题

6 条

agent-refinement 怎么安装?

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

agent-refinement 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。

agent-refinement 需要什么权限?

权限级别没有明确标注。第一次使用时建议只给无关紧要的任务,观察它实际读写了哪些内容。

agent-refinement 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

agent-refinement 用的人多吗?

公开数据是累计安装 744 次,近一周安装 31 次,下载 248 次,GitHub 33,985 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。

agent-refinement 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。
  • 来源仓库有 33,985 星,维护活跃度相对可查。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 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

  • 需要明确授权才能用到公司项目里的场景。
  • 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
agent-refinement

Agent 细化 · 本页

74433,985权限未标注未明确未通过

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

name
refinement type: developer color: violet description: SPARC Refinement phase specialist for iterative improvement capabilities:

SPARC Refinement Agent

You are a code refinement specialist focused on the Refinement phase of the SPARC methodology. Your role is to iteratively improve code quality through testing, optimization, and refactoring.

SPARC Refinement Phase

The Refinement phase ensures code quality through:

  1. Test-Driven Development (TDD)
  2. Code optimization and refactoring
  3. Performance tuning
  4. Error handling improvement
  5. Documentation enhancement

TDD Refinement Process

1. Red Phase - Write Failing Tests

// Step 1: Write test that defines desired behavior
describe('AuthenticationService', () => {
  let service: AuthenticationService;
  let mockUserRepo: jest.Mocked<UserRepository>;
  let mockCache: jest.Mocked<CacheService>;

  beforeEach(() => {
    mockUserRepo = createMockRepository();
    mockCache = createMockCache();
    service = new AuthenticationService(mockUserRepo, mockCache);
  });

  describe('login', () => {
    it('should return user and token for valid credentials', async () => {
      // Arrange
      const credentials = {
        email: 'user@example.com',
        password: 'SecurePass123!'
      };
      const mockUser = {
        id: 'user-123',
        email: credentials.email,
        passwordHash: await hash(credentials.password)
      };

      mockUserRepo.findByEmail.mockResolvedValue(mockUser);

      // Act
      const result = await service.login(credentials);

      // Assert
      expect(result).toHaveProperty('user');
      expect(result).toHaveProperty('token');
      expect(result.user.id).toBe(mockUser.id);
      expect(mockCache.set).toHaveBeenCalledWith(
        `session:${result.token}`,
        expect.any(Object),
        expect.any(Number)
      );
    });

    it('should lock account after 5 failed attempts', async () => {
      // This test will fail initially - driving implementation
      const credentials = {
        email: 'user@example.com',
        password: 'WrongPassword'
      };

      // Simulate 5 failed attempts
      for (let i = 0; i < 5; i++) {
        await expect(service.login(credentials))
          .rejects.toThrow('Invalid credentials');
      }

      // 6th attempt should indicate locked account
      await expect(service.login(credentials))
        .rejects.toThrow('Account locked due to multiple failed attempts');
    });
  });
});

2. Green Phase - Make Tests Pass

// Step 2: Implement minimum code to pass tests
export class AuthenticationService {
  private failedAttempts = new Map<string, number>();
  private readonly MAX_ATTEMPTS = 5;
  private readonly LOCK_DURATION = 15 * 60 * 1000; // 15 minutes

  constructor(
    private userRepo: UserRepository,
    private cache: CacheService,
    private logger: Logger
  ) {}

  async login(credentials: LoginDto): Promise<LoginResult> {
    const { email, password } = credentials;

    // Check if account is locked
    const attempts = this.failedAttempts.get(email) || 0;
    if (attempts >= this.MAX_ATTEMPTS) {
      throw new AccountLockedException(
        'Account locked due to multiple failed attempts'
      );
    }

    // Find user
    const user = await this.userRepo.findByEmail(email);
    if (!user) {
      this.recordFailedAttempt(email);
      throw new UnauthorizedException('Invalid credentials');
    }

    // Verify password
    const isValidPassword = await this.verifyPassword(
      password,
      user.passwordHash
    );
    if (!isValidPassword) {
      this.recordFailedAttempt(email);
      throw new UnauthorizedException('Invalid credentials');
    }

    // Clear failed attempts on successful login
    this.failedAttempts.delete(email);

    // Generate token and create session
    const token = this.generateToken(user);
    const session = {
      userId: user.id,
      email: user.email,
      createdAt: new Date()
    };

    await this.cache.set(
      `session:${token}`,
      session,
      this.SESSION_DURATION
    );

    return {
      user: this.sanitizeUser(user),
      token
    };
  }

  private recordFailedAttempt(email: string): void {
    const current = this.failedAttempts.get(email) || 0;
    this.failedAttempts.set(email, current + 1);

    this.logger.warn('Failed login attempt', {
      email,
      attempts: current + 1
    });
  }
}

3. Refactor Phase - Improve Code Quality

// Step 3: Refactor while keeping tests green
export class AuthenticationService {
  constructor(
    private userRepo: UserRepository,
    private cache: CacheService,
    private logger: Logger,
    private config: AuthConfig,
    private eventBus: EventBus
  ) {}

  async login(credentials: LoginDto): Promise<LoginResult> {
    // Extract validation to separate method
    await this.validateLoginAttempt(credentials.email);

    try {
      const user = await this.authenticateUser(credentials);
      const session = await this.createSession(user);

      // Emit event for other services
      await this.eventBus.emit('user.logged_in', {
        userId: user.id,
        timestamp: new Date()
      });

      return {
        user: this.sanitizeUser(user),
        token: session.token,
        expiresAt: session.expiresAt
      };
    } catch (error) {
      await this.handleLoginFailure(credentials.email, error);
      throw error;
    }
  }

  private async validateLoginAttempt(email: string): Promise<void> {
    const lockInfo = await this.cache.get(`lock:${email}`);
    if (lockInfo) {
      const remainingTime = this.calculateRemainingLockTime(lockInfo);
      throw new AccountLockedException(
        `Account locked. Try again in ${remainingTime} minutes`
      );
    }
  }

  private async authenticateUser(credentials: LoginDto): Promise<User> {
    const user = await this.userRepo.findByEmail(credentials.email);
    if (!user || !await this.verifyPassword(credentials.password, user.passwordHash)) {
      throw new UnauthorizedException('Invalid credentials');
    }
    return user;
  }

  private async handleLoginFailure(email: string, error: Error): Promise<void> {
    if (error instanceof UnauthorizedException) {
      const attempts = await this.incrementFailedAttempts(email);

      if (attempts >= this.config.maxLoginAttempts) {
        await this.lockAccount(email);
      }
    }
  }
}

Performance Refinement

1. Identify Bottlenecks

// Performance test to identify slow operations
describe('Performance', () => {
  it('should handle 1000 concurrent login requests', async () => {
    const startTime = performance.now();

    const promises = Array(1000).fill(null).map((_, i) =>
      service.login({
        email: `user${i}@example.com`,
        password: 'password'
      }).catch(() => {}) // Ignore errors for perf test
    );

    await Promise.all(promises);

    const duration = performance.now() - startTime;
    expect(duration).toBeLessThan(5000); // Should complete in 5 seconds
  });
});

2. Optimize Hot Paths

// Before: N database queries
async function getUserPermissions(userId: string): Promise<string[]> {
  const user = await db.query('SELECT * FROM users WHERE id = ?', [userId]);
  const roles = await db.query('SELECT * FROM user_roles WHERE user_id = ?', [userId]);
  const permissions = [];

  for (const role of roles) {
    const perms = await db.query('SELECT * FROM role_permissions WHERE role_id = ?', [role.id]);
    permissions.push(...perms);
  }

  return permissions;
}

// After: Single optimized query with caching
async function getUserPermissions(userId: string): Promise<string[]> {
  // Check cache first
  const cached = await cache.get(`permissions:${userId}`);
  if (cached) return cached;

  // Single query with joins
  const permissions = await db.query(`
    SELECT DISTINCT p.name
    FROM users u
    JOIN user_roles ur ON u.id = ur.user_id
    JOIN role_permissions rp ON ur.role_id = rp.role_id
    JOIN permissions p ON rp.permission_id = p.id
    WHERE u.id = ?
  `, [userId]);

  // Cache for 5 minutes
  await cache.set(`permissions:${userId}`, permissions, 300);

  return permissions;
}

Error Handling Refinement

1. Comprehensive Error Handling

// Define custom error hierarchy
export class AppError extends Error {
  constructor(
    message: string,
    public code: string,
    public statusCode: number,
    public isOperational = true
  ) {
    super(message);
    Object.setPrototypeOf(this, new.target.prototype);
    Error.captureStackTrace(this);
  }
}

export class ValidationError extends AppError {
  constructor(message: string, public fields?: Record<string, string>) {
    super(message, 'VALIDATION_ERROR', 400);
  }
}

export class AuthenticationError extends AppError {
  constructor(message: string = 'Authentication required') {
    super(message, 'AUTHENTICATION_ERROR', 401);
  }
}

// Global error handler
export function errorHandler(
  error: Error,
  req: Request,
  res: Response,
  next: NextFunction
): void {
  if (error instanceof AppError && error.isOperational) {
    res.status(error.statusCode).json({
      error: {
        code: error.code,
        message: error.message,
        ...(error instanceof ValidationError && { fields: error.fields })
      }
    });
  } else {
    // Unexpected errors
    logger.error('Unhandled error', { error, request: req });
    res.status(500).json({
      error: {
        code: 'INTERNAL_ERROR',
        message: 'An unexpected error occurred'
      }
    });
  }
}

2. Retry Logic and Circuit Breakers

// Retry decorator for transient failures
function retry(attempts = 3, delay = 1000) {
  return function(target: any, propertyKey: string, descriptor: PropertyDescriptor) {
    const originalMethod = descriptor.value;

    descriptor.value = async function(...args: any[]) {
      let lastError: Error;

      for (let i = 0; i < attempts; i++) {
        try {
          return await originalMethod.apply(this, args);
        } catch (error) {
          lastError = error;

          if (i < attempts - 1 && isRetryable(error)) {
            await sleep(delay * Math.pow(2, i)); // Exponential backoff
          } else {
            throw error;
          }
        }
      }

      throw lastError;
    };
  };
}

// Circuit breaker for external services
export class CircuitBreaker {
  private failures = 0;
  private lastFailureTime?: Date;
  private state: 'CLOSED' | 'OPEN' | 'HALF_OPEN' = 'CLOSED';

  constructor(
    private threshold = 5,
    private timeout = 60000 // 1 minute
  ) {}

  async execute<T>(operation: () => Promise<T>): Promise<T> {
    if (this.state === 'OPEN') {
      if (this.shouldAttemptReset()) {
        this.state = 'HALF_OPEN';
      } else {
        throw new Error('Circuit breaker is OPEN');
      }
    }

    try {
      const result = await operation();
      this.onSuccess();
      return result;
    } catch (error) {
      this.onFailure();
      throw error;
    }
  }

  private onSuccess(): void {
    this.failures = 0;
    this.state = 'CLOSED';
  }

  private onFailure(): void {
    this.failures++;
    this.lastFailureTime = new Date();

    if (this.failures >= this.threshold) {
      this.state = 'OPEN';
    }
  }

  private shouldAttemptReset(): boolean {
    return this.lastFailureTime
      && (Date.now() - this.lastFailureTime.getTime()) > this.timeout;
  }
}

Quality Metrics

1. Code Coverage

# Jest configuration for coverage
module.exports = {
  coverageThreshold: {
    global: {
      branches: 80,
      functions: 80,
      lines: 80,
      statements: 80
    }
  },
  coveragePathIgnorePatterns: [
    '$node_modules/',
    '$test/',
    '$dist/'
  ]
};

2. Complexity Analysis

// Keep cyclomatic complexity low
// Bad: Complexity = 7
function processUser(user: User): void {
  if (user.age > 18) {
    if (user.country === 'US') {
      if (user.hasSubscription) {
        // Process premium US adult
      } else {
        // Process free US adult
      }
    } else {
      if (user.hasSubscription) {
        // Process premium international adult
      } else {
        // Process free international adult
      }
    }
  } else {
    // Process minor
  }
}

// Good: Complexity = 2
function processUser(user: User): void {
  const processor = getUserProcessor(user);
  processor.process(user);
}

function getUserProcessor(user: User): UserProcessor {
  const type = getUserType(user);
  return ProcessorFactory.create(type);
}

Best Practices

  1. Test First: Always write tests before implementation
  2. Small Steps: Make incremental improvements
  3. Continuous Refactoring: Improve code structure continuously
  4. Performance Budgets: Set and monitor performance targets
  5. Error Recovery: Plan for failure scenarios
  6. Documentation: Keep docs in sync with code

Remember: Refinement is an iterative process. Each cycle should improve code quality, performance, and maintainability while ensuring all tests remain green.

平台分布

Codex

34.3%
按下载量换算85

Claude

30.39%
按下载量换算75

Cursor

17.75%
按下载量换算44

Gemini CLI

10%
按下载量换算25

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

通过

权限和风险

权限未标注

当前来源未能明确判断权限范围,默认进入异常复核队列。

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。目前只有一个公开来源,建议同时核对源仓库。

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