Developing Software
This is a routing reference that tells Claude which language to reach for based on your project context. It covers Python, Go, Rust, TypeScript, Java, C++, and Shell with decision matrices for common scenarios like choosing FastAPI versus Go for backend work, or when Rust's memory safety beats C++'s ecosystem. The selection criteria are pragmatic: development speed versus runtime performance, deployment simplicity versus enterprise tooling. It also maps out error handling and concurrency patterns across languages so Claude doesn't write Go-style error returns in Python or try to use goroutines in Rust. Most useful when you're starting a new project or need Claude to switch mental models between languages without explaining the basics each time.
- GitHub stars
- 224
- last updated
- Jun 10, 2026
Install
$ npx -y skills add telagod/code-abyss --skill developing-software --agent claude-codeInstalls into .claude/skills of the current project.
Files
符箓秘典 · 开发语言
判断先于执行：决定「是否做 / 选什么 / 如何取舍」（栈、方案、架构、权衡）前，先读领域判断内核
skills/_kernel/backend/SKILL.md——它管 judgment，本秘典管 execution；冲突时以内核判断为准。
路由
| 语言 | 秘典 | 核心场景 |
|---|---|---|
| Python | python | FastAPI/Django、数据处理、自动化脚本 |
| Go | go | goroutine 并发、微服务、云原生工具 |
| Rust | rust | 所有权系统、零成本抽象、系统编程 |
| TypeScript | typescript | Node 后端、React/Vue SPA、Next.js SSR |
| Java | java | Spring Boot、企业级、JVM 调优 |
| C/C++ | cpp | 内存管理、高性能计算、嵌入式 |
| Shell | shell | Bash 脚本、系统管理、CI 胶水 |
选型决策
| 场景 | 首选 | 备选 | 判据 |
|---|---|---|---|
| Web 后端(快速) | Python(FastAPI) | Go(Gin) | 开发速度 vs 运行性能 |
| Web 后端(高并发) | Go(Gin/Echo) | Rust(Axum) | 生态成熟度 vs 极致性能 |
| Web 后端(企业) | Java(Spring Boot) | Go | 生态/团队 vs 部署简洁 |
| Web 前端 SPA | TypeScript+React | TypeScript+Vue | 生态规模 vs 上手速度 |
| SSR | Next.js | Nuxt.js | React 生态 vs Vue 生态 |
| 系统编程 | Rust | C/C++ | 内存安全 vs 生态/遗产 |
| CLI 工具 | Go | Rust | 编译速度 vs 运行性能 |
| 脚本/自动化 | Python | Bash | 跨平台 vs 系统原生 |
| 安全工具原型 | Python | Go/Rust | 快速迭代 vs 分发便利 |
通用模式
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- Repository
- github.com/telagod/code-abyss
- Categories
- Documentation, Debugging, Python, Rust, Java & JVM, CLI & Terminal
- License
- MIT
- First seen
- Jun 11, 2026
More from telagod/code-abyss
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- Orchestrating Adversarial Reviews
- Processing Docx
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- Provisioning Infrastructure
- Reducing Aigc Detection
- Securing Cloud And Supply Chain
- Securing Systems
- Shipping Changes
- Verifying Modules
- Analyzing Changes
- Analyzing Security
- Analyzing Spreadsheets
- Applying Ui Design System
- Architecting Security
- Automating Devops
- Building Agent Systems
- Checking Code Quality
- Creating Presentations
- Cultivating Personas
- Cultivating Skills
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