cheat-on-content
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
Browser automation powers web testing, scraping, and AI agent
$ npx -y skills add LiHongwei-cn/lihongwei-cn --skill browser-automation --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/browser-automationContext preview
The summary Claude sees to decide when to auto-load this skill.
Browser automation powers web testing, scraping, and AI agent
name: browser-automation description: Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns. risk: unknown source: vibeship-spawner-skills (Apache 2.0) date_added: 2026-02-27
Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.
This skill covers Playwright (recommended) and Puppeteer, with patterns for testing, scraping, and agentic browser control. Key insight: Playwright won the framework war. Unless you need Puppeteer's stealth ecosystem or are Chrome-only, Playwright is the better choice in 2025.
Critical distinction: Testing automation (predictable apps you control) vs scraping/agent automation (unpredictable sites that fight back). Different problems, different solutions.
Each test runs in complete isolation with fresh state
**When to use**: Testing, any automation that needs reproducibility
""" Each test gets its own:
"""
""" import { test, expect } from '@playwright/test';
// Each test runs in isolated browser context test('user can add item to cart', async ({ page }) => { // Fresh context - no cookies, no storage from other tests await page.goto('/products'); await page.getByRole('button', { name: 'Add to Cart' }).click(); await expect(page.getByTestId('cart-count')).toHaveText('1'); });
test('user can remove item from cart', async ({ page }) => { // Completely isolated - cart is empty await page.goto('/cart'); await expect(page.getByText('Your cart is empty')).toBeVisible(); }); """
""" // Save auth state once, reuse across tests // setup.ts import { test as setup } from '@playwright/test';
setup('authenticate', async ({ page }) => { await page.goto('/login'); await page.getByLabel('Email').fill('user@example.com'); await page.getByLabel('Password').fill('password'); await page.getByRole('button', { name: 'Sign in' }).click();
// Wait for auth to complete await page.waitForURL('/dashboard');
// Save authentication state await page.context().storageState({ path: './playwright/.auth/user.json' }); });
// playwright.config.ts export default defineConfig({ projects: [ { name: 'setup', testMatch: /.*\.setup\.ts/ }, { name: 'tests', dependencies: ['setup'], use: { storageState: './playwright/.auth/user.json', }, }, ], }); """
Select elements the way users see them
**When to use**: Always - the default approach for selectors
""" Priority order: 1. getByRole - Best: matches accessibility tree 2. getByText - Good: matches visible content 3. getByLabel - Good: matches form labels 4. getByTestId - Fallback: explicit test contracts 5. CSS/XPath - Last resort: fragile, avoid """
""" // By role - THE BEST CHOICE await page.getByRole('button', { name: 'Submit' }).click(); await page.getByRole('link', { name: 'Sign up' }).click(); await page.getByRole('heading', { name: 'Dashboard' }).isVisible(); await page.getByRole('textbox', { name: 'Search' }).fill('query');
// By text content await page.getByText('Welcome back').isVisible(); await page.getByText(/Order #\d+/).click(); // Regex supported
// By label (forms) await page.getByLabel('Email address').fill('user@example.com'); await page.getByLabel('Password').fill('secret');
// By placeholder await page.getByPlaceholder('Search...').fill('query');
// By test ID (when no user-facing option works) await page.getByTestId('submit-button').click(); """
""" // DON'T - CSS selectors tied to structure await page.locator('.btn-primary.submit-form').click(); await page.locator('#header > div > button:nth-child(2)').click();
// DON'T - XPath tied to structure await page.locator('//div[@class="form"]/button[1]').click();
// DON'T - Auto-generated selectors awai
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Repo: LiHongwei-cn/lihongwei-cn
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化(播放 / 阅读 / 收听 / 点击)的内容。**rubric 是循环的内容,不是循环本身**——当前内置一份观点视频 rubric(参考博主 25+…
提议并执行 rubric 或 bucket 升级。两种模式:**完整 rubric bump**(最高风险动作,5 步强制 + 跨模型审核)和 **--bucket-only 轻量重校**(只换 bucket 边界,不动 rubric 公式)。**Phase 2 强制走 cheat-score-blind…
cheat-on-content 的首次 onboarding 与脚手架创建器。统一流程——所有用户都走相同 5 阶段闭环,唯一区别是"发过视频的人"会在 init 时多一步:抓取已有视频建立历史 context(用于后续 cheat-seed 给更贴合的选题、更准的…
从对标账号导入 script + 数据 → 拆 pattern + 派生 base rubric 信号 → 写到 benchmark.md / script_patterns.md / rubric_notes.md。**这是工具最早期信号的来源**——cold-start…
把老用户的 .cheat-state.json 升级到当前 schema_version。读 migrations/registry.md 算迁移链,按顺序应用每一步迁移文件。幂等:跑两次结果一样。失败停在中间版本不前进。触发词:"迁移"/"升级 state"/"migrate"/"我的 state…
从复盘评论数据派生 / 刷新账号的受众画像,写入 audience.md。这是和 rubric 平行的第二个派生物——rubric 答"怎么打分",persona 答"谁在看"。cheat-seed 选题 / 写稿时读它。**audience.md 含实绩信号,cheat-score-blind…