11# Claude Code Development Reference
22
3- A comprehensive skills library and development guidelines for working with Claude Code across 162 atomic, composable skills spanning 31 technology domains.
3+ A comprehensive skills library and development guidelines for working with Claude Code across 215 atomic, composable skills spanning 40 technology domains.
44
55## Overview
66
@@ -33,12 +33,15 @@ This repository serves as a complete reference for software development best pra
3333- ** Swift/SwiftUI** : iOS native (iOS 17+), Swift concurrency, SwiftData
3434- ** React Native** : Cross-platform mobile development
3535
36- ### Cloud & Infrastructure (30 skills)
36+ ### Cloud & Infrastructure (43 skills)
37+ ** Cloud Platforms:**
38+ - ** AWS** : Lambda functions, API Gateway, EC2 compute, S3/EBS/EFS storage, RDS/DynamoDB databases, VPC networking, IAM security (7 skills)
39+ - ** GCP** : Compute Engine/Cloud Run/GKE, Cloud Storage, Cloud SQL/Firestore/Spanner, VPC networking, IAM, Cloud Functions/App Engine (6 skills)
40+
3741** Serverless & Edge:**
3842- ** Modal.com** : GPU workloads (L40S/H100), serverless functions, web endpoints
3943- ** Cloudflare Workers** : Edge computing, KV storage, Durable Objects
4044- ** Vercel** : Serverless functions, edge runtime, automatic deployments
41- - ** AWS Lambda** : Serverless architecture, IAM patterns
4245- ** Heroku/Netlify** : Platform deployment, add-ons, optimization
4346
4447** Infrastructure as Code:**
@@ -84,13 +87,30 @@ This repository serves as a complete reference for software development best pra
8487- Performance testing, load testing
8588- Test coverage strategies
8689
87- ### Specialized Domains (60 skills)
90+ ### Specialized Domains (85 skills)
91+
92+ ** Collaboration & Process:**
93+ - ** GitHub** : Repository management, pull requests, issues/projects, security features, Actions (5 skills)
94+ - ** PRD Writing** : Structure/templates, requirements gathering, user stories, technical specs (4 skills)
95+ - ** RFC Writing** : Structure/format, technical design, consensus building, decision documentation (4 skills)
8896
89- ** Machine Learning:**
97+ ** Machine Learning & AI :**
9098- ** DSPy Framework** : Signatures, modules, optimizers, RAG, assertions (7 skills)
91- - ** LLM Fine-tuning** : Unsloth, HuggingFace AutoTrain, LoRA/PEFT, dataset prep (4 skills)
99+ - ** HuggingFace** : Hub, Transformers, Datasets, Spaces, AutoTrain (5 skills)
100+ - ** LLM Fine-tuning** : Unsloth, LoRA/PEFT, dataset prep (3 skills)
92101- ** Diffusion Models** : Stable Diffusion deployment, fine-tuning basics (3 skills)
93102
103+ ** Information Retrieval:**
104+ - ** Search** : TF-IDF, BM25, Elasticsearch, inverted indexes (1 skill)
105+ - ** Vector Search** : Dense retrieval, embeddings, vector databases (1 skill)
106+ - ** Ranking** : Learning to rank, cross-encoders, reranking (1 skill)
107+ - ** Recommendations** : Collaborative filtering, content-based, hybrid systems (1 skill)
108+ - ** Query Understanding** : Query expansion, spell correction, semantic search (1 skill)
109+
110+ ** Systems Programming:**
111+ - ** WebAssembly** : Fundamentals, Rust toolchain, browser integration, server-side (4 skills)
112+ - ** eBPF** : Fundamentals, tracing/observability, networking, security monitoring (4 skills)
113+
94114** Formal Methods:**
95115- ** SAT/SMT Solvers** : Z3 basics, SAT solving strategies, SMT theory (3 skills)
96116- ** Lean 4** : Proof basics, tactics, mathlib4, theorem proving (4 skills)
@@ -136,11 +156,16 @@ cat skills/skill-prompt-discovery.md # Extract tech signals from requirements
136156# By technology
137157ls skills/zig-* .md # Zig: 6 skills
138158ls skills/swiftui-* .md # SwiftUI: 4 skills
139- ls skills/modal-* .md # Modal.com: 6 base + 2 troubleshooting
159+ ls skills/modal-* .md # Modal.com: 8 skills
140160ls skills/api/* .md # API design: 7 skills
161+ ls skills/cloud/aws/* .md # AWS: 7 skills
162+ ls skills/cloud/gcp/* .md # GCP: 6 skills
141163ls skills/formal/* .md # Formal methods: 10 skills
142- ls skills/ml/* .md # Machine learning: 14 skills (DSPy, LLM, diffusion)
143- ls skills/plt/* .md # Programming language theory: 6 skills
164+ ls skills/ml/* .md # Machine learning: 21 skills (DSPy, HuggingFace, LLM, diffusion)
165+ ls skills/plt/* .md # Programming language theory: 13 skills
166+ ls skills/ir/* .md # Information Retrieval: 5 skills
167+ ls skills/wasm/* .md # WebAssembly: 4 skills
168+ ls skills/ebpf/* .md # eBPF: 4 skills
144169
145170# By category directory
146171ls skills/cicd/* .md # CI/CD: 5 skills
@@ -149,12 +174,17 @@ ls skills/observability/*.md # Observability: 5 skills
149174ls skills/deployment/* .md # Deployment: 6 skills
150175ls skills/math/* .md # Mathematics: 11 skills
151176ls skills/mobile/* .md # Mobile: 4 skills
177+ ls skills/collaboration/github/* .md # GitHub: 5 skills
178+ ls skills/product/* .md # PRD Writing: 4 skills
179+ ls skills/engineering/* .md # RFC Writing: 4 skills
152180
153181# By task
154182grep -l " GraphQL" skills/** /* .md
155183grep -l " streaming" skills/** /* .md
156184grep -l " topology" skills/** /* .md
157185grep -l " verification" skills/** /* .md
186+ grep -l " Lambda" skills/** /* .md
187+ grep -l " Kubernetes" skills/** /* .md
158188```
159189
160190### 3. Compose Workflows
@@ -203,11 +233,11 @@ skills/plt/type-systems.md
203233│
204234├── README.md # This file
205235│
206- └── skills/ # 162 atomic skills across 31 categories
236+ └── skills/ # 215 atomic skills across 40 categories
207237 │
208238 ├── _INDEX.md # Full catalog with use cases and workflows
209239 │
210- ├── Core Foundation (77 skills)
240+ ├── Core Foundation (79 skills)
211241 │ ├── api/ # REST, GraphQL, auth, rate limiting (7)
212242 │ ├── testing/ # Unit, integration, e2e, TDD (6)
213243 │ ├── containers/ # Docker, Compose, security (5)
@@ -223,19 +253,31 @@ skills/plt/type-systems.md
223253 │ ├── anti-slop/ # AI slop detection and cleanup (1)
224254 │ └── typed-holes-refactor/ # Systematic refactoring (1)
225255 │
256+ ├── Cloud Platforms (13 skills)
257+ │ ├── cloud/aws/ # Lambda, API Gateway, EC2, Storage, Databases, Networking, IAM (7)
258+ │ └── cloud/gcp/ # Compute, Storage, Databases, Networking, IAM, Serverless (6)
259+ │
226260 ├── Advanced Infrastructure (25 skills)
227261 │ ├── cicd/ # GitHub Actions, testing, deployment (5)
228262 │ ├── infrastructure/# Terraform, K8s, AWS, Cloudflare (6)
229263 │ ├── observability/ # Logging, metrics, tracing, alerting (5)
230264 │ ├── realtime/ # WebSocket, SSE, pub/sub (4)
231265 │ └── data/ # ETL, streaming, batch processing (5)
232266 │
233- └── Specialized Domains (53 skills)
267+ ├── Collaboration & Process (17 skills)
268+ │ ├── collaboration/github/ # Repositories, PRs, issues, security, Actions (5)
269+ │ ├── product/ # PRD writing: structure, requirements, user stories, specs (4)
270+ │ └── engineering/ # RFC writing: structure, design, consensus, decisions (4)
271+ │
272+ └── Specialized Domains (81 skills)
273+ ├── ml/ # DSPy, HuggingFace, LLM fine-tuning, diffusion models (21)
274+ ├── ir/ # Information Retrieval: search, vector, ranking, recommendations (5)
275+ ├── wasm/ # WebAssembly: fundamentals, Rust, browser, server (4)
276+ ├── ebpf/ # eBPF: fundamentals, tracing, networking, security (4)
234277 ├── formal/ # SAT/SMT solvers, Lean 4, CSP (10)
235- ├── ml/ # DSPy, LLM fine-tuning, diffusion models (14)
236278 ├── deployment/ # Heroku, Netlify platforms (6)
237279 ├── math/ # Linear algebra, topology, category theory, etc. (11)
238- ├── plt/ # Lambda calculus, type systems, verification (6 )
280+ ├── plt/ # Lambda calculus, type systems, verification, typed holes (13 )
239281 └── mobile/ # React Native development (4)
240282```
241283
@@ -322,9 +364,12 @@ skills/skill-creation.md # Template and guidelines
322364| ** Backend** | Python, Zig, Rust, Go | 18 | Systems programming, async, memory safety |
323365| ** Frontend** | React, Next.js, TypeScript | 9 | SSR, performance, a11y, SEO, elegant design |
324366| ** Mobile** | SwiftUI, React Native | 10 | iOS native, cross-platform |
325- | ** Cloud** | Modal, AWS, Vercel, Cloudflare | 14 | Serverless, GPU, edge computing |
367+ | ** Cloud** | AWS, GCP, Modal, Vercel, Cloudflare | 27 | Serverless, GPU, edge, compute, storage, networking |
326368| ** Database** | Postgres, Mongo, Redis, Redpanda, Iceberg, DuckDB | 11 | OLTP, NoSQL, streaming, analytics |
327- | ** ML/AI** | DSPy, Unsloth, HuggingFace, Diffusion | 14 | LLM orchestration, fine-tuning, image generation |
369+ | ** ML/AI** | DSPy, HuggingFace, Unsloth, Diffusion | 21 | LLM orchestration, fine-tuning, image generation, model hub |
370+ | ** IR** | Elasticsearch, Vector DBs, Ranking, Recommenders | 5 | Search, semantic retrieval, recommendations |
371+ | ** Systems** | WebAssembly, eBPF | 8 | Browser/server wasm, observability, networking, security |
372+ | ** Collaboration** | GitHub, PRD, RFC | 17 | Repository management, product specs, technical design |
328373| ** Formal** | Z3, Lean 4, CSP | 10 | Proof systems, constraint solving |
329374| ** Math** | Linear algebra, topology, category theory, etc. | 11 | Numerical + pure mathematics |
330375| ** PLT** | Lambda calculus, type systems, typed holes, Hazel, LLM integration | 13 | Language design, live programming, AI-assisted coding |
@@ -335,8 +380,8 @@ skills/skill-creation.md # Template and guidelines
335380
336381All skills are validated through automated CI/CD pipelines:
337382
338- - ✅ ** Code Block Validation** : 506 + Python/Swift/TypeScript blocks syntax-checked
339- - ✅ ** Frontmatter Validation** : 155 skills with proper YAML frontmatter
383+ - ✅ ** Code Block Validation** : 800 + Python/Swift/TypeScript/Bash blocks syntax-checked
384+ - ✅ ** Frontmatter Validation** : 215 skills with proper YAML frontmatter
340385- ✅ ** Date Validation** : All "Last Updated" dates verified (no future dates)
341386- ✅ ** Format Compliance** : Atomic skill guidelines enforced (~ 250-500 lines)
342387- ✅ ** Cross-References** : Related skills linked for discoverability
@@ -354,4 +399,4 @@ Feel free to fork and adapt for your own use.
354399
355400---
356401
357- ** Total: 162 atomic skills** | ** Average: 320 lines/skill** | ** 31 categories** | ** 100% CI-validated**
402+ ** Total: 215 atomic skills** | ** Average: 380 lines/skill** | ** 40 categories** | ** 100% CI-validated**
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