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+…
Complete toolkit for senior fullstack with modern tools and best practices.
$ npx -y skills add LiHongwei-cn/lihongwei-cn --skill senior-fullstack --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/senior-fullstackContext preview
The summary Claude sees to decide when to auto-load this skill.
Complete toolkit for senior fullstack with modern tools and best practices.
name: senior-fullstack description: "Complete toolkit for senior fullstack with modern tools and best practices." risk: critical source: community date_added: "2026-02-27"
Complete toolkit for senior fullstack with modern tools and best practices.
This skill provides three core capabilities through automated scripts:
# Script 1: Fullstack Scaffolder python scripts/fullstack_scaffolder.py [options] # Script 2: Project Scaffolder python scripts/project_scaffolder.py [options] # Script 3: Code Quality Analyzer python scripts/code_quality_analyzer.py [options]
Automated tool for fullstack scaffolder tasks.
**Features:**
**Usage:**
python scripts/fullstack_scaffolder.py <project-path> [options]
Comprehensive analysis and optimization tool.
**Features:**
**Usage:**
python scripts/project_scaffolder.py <target-path> [--verbose]
Advanced tooling for specialized tasks.
**Features:**
**Usage:**
python scripts/code_quality_analyzer.py [arguments] [options]
Comprehensive guide available in `references/tech_stack_guide.md`:
Complete workflow documentation in `references/architecture_patterns.md`:
Technical reference guide in `references/development_workflows.md`:
**Languages:** TypeScript, JavaScript, Python, Go, Swift, Kotlin **Frontend:** React, Next.js, React Native, Flutter **Backend:** Node.js, Express, GraphQL, REST APIs **Database:** PostgreSQL, Prisma, NeonDB, Supabase **DevOps:** Docker, Kubernetes, Terraform, GitHub Actions, CircleCI **Cloud:** AWS, GCP, Azure
# Install dependencies npm install # or pip install -r requirements.txt # Configure environment cp .env.example .env
# Use the analyzer script python scripts/project_scaffolder.py . # Review recommendations # Apply fixes
Follow the patterns and practices documented in:
# Development npm run dev npm run build npm run test npm run lint # Analysis python scripts/project_scaffolder.py . python scripts/code_quality_analyzer.py --analyze # Deployment docker build -t app:latest . docker-compose up -d kubectl apply -f k8s/
Check the comprehensive troubleshooting section in `references/development_workflows.md`.
This skill is applicable to execute the workflow or actions described in the overview.
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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…