REST and RPC discipline for backend APIs. Resource naming, canonical error shape, cursor pagination implementation, idempotency keys, status code decision logic, versioning.
Guides building, deploying, troubleshooting, and installing Atlassian Forge apps — custom extensions built with the Forge CLI (forge create, forge deploy, forge install).
Add alpha blending, alpha testing, or additive blending to an SDL GPU project. Configure blend state, sort transparent objects, and set up clip/discard for cutout transparency.
Reviewing pull requests well. What to look at first, what to skip, severity prefixes, when to block vs approve, frame feedback as questions, never rewrite-as-review, reviewing…
Optimizes Atlassian Forge apps to reduce platform consumption and avoid unnecessary costs using Atlassian's "Optimise Forge platform costs" guidance.
Forge systematic-debugging playbook. Use for ANY bug, crash, stack trace, failing test, or regression — debug, root cause, bisect, flaky test — before proposing a fix.
Production-grade Dockerfiles. Multi-stage builds, non-root execution, deterministic dependencies, sub-200MB final image, signal-handling exec-form CMD, build-time secret mounts,…
Next.js 16 with React Server Components and Tailwind 4. Server-first by default, streaming with Suspense, server actions over API routes, app router conventions, async page…
Forge playbook for full-stack apps — frontend + backend + database + auth. Use for full-stack, SaaS, CRUD app, Postgres, Supabase, JWT, session, signup, dashboard.
GraphQL schema design. Nullable defaults, connections (cursor pagination via Relay spec), errors as data not throws, DataLoader for N+1, persisted queries for caching, schema…
Build production-grade infrastructure as code for a service or project. Use when asked to "set up infra", "provision infrastructure", "create cloud resources", "IaC for this…
Production-grade Kubernetes manifests. Pinned images, resource requests + memory limits (no CPU limits), securityContext (non-root, read-only root, drop all caps, RuntimeDefault…
Safe Postgres and MySQL migrations. Lock-free patterns, batched backfills, the NOT VALID + VALIDATE dance, reversibility, zero-downtime deploys, separating index DDL from…
Generates a mind map (nodes+edges) to visualize a plan or architecture. Use when a plan has enough branching that a graph reads clearer than prose — mind map, visualize the plan.
Forge playbook for production ML systems (opt-in Python) — training-to-serving lifecycle. Use for MLOps, model registry, MLflow, drift monitoring, A/B test, canary, rollback.
When to spawn subagents vs do work inline. Patterns - fan-out, sequential, orchestrator/worker, judge/critic, retry-with-fallback, pipeline.
Prompt design for LLM-powered applications. System prompts, structured outputs, tool descriptions, few-shot examples, anti-injection defenses, output validation, versioning,…
Rate-limiting discipline for HTTP and queue handlers. Token bucket as the default, sliding window for per-second precision, fixed window only for low-volume.
Rules-of-Hooks discipline for React. Hooks must be called unconditionally at the top of a component or another hook - never inside an if/else, loop, ternary, short-circuit (&& /…
Structured report formats for Claude — card-based, human-readable, no ASCII frame noise. Use when finishing a multi-step task (≥5 tool calls, ≥3 files modified, multi-task…
Standard test protocol for a new/changed Forge skill: activation-test (trigger vs near-miss phrases, target >=95%) + opt-in fresh-session A/B benchmark.
Define the requirements for a clear feature, refactor, workflow, or significant change before planning or implementation.
Merge feature branch to baseBranch for staging deployment. Triggered when an issue reaches pass status — merges the ISS-* branch to the project's baseBranch and sets status to…
Unit + integration + e2e discipline. Real DB over mocks, deterministic data, no shared state, descriptive failure messages, no skipped tests committed, no sleeps, parallel-safe.
TypeScript discipline. No `any`, narrow types via `unknown`, exhaustive unions with `assertNever`, branded primitives, Result types, schema-validated boundaries with zod.
Fork management lifecycle for Azure OSDU SPI service forks — three-branch strategy, upstream sync, cascade integration, conflict resolution, template propagation, and multi-repo…
To manage form state, validation, and submission efficiently without causing excessive re-renders, unlike controlled components.
Architectural patterns beyond fat models — form objects for multi-model form binding, query objects for complex AR querying, presenters / decorators for view logic.
Test WordPress form submissions and email delivery. Validates contact forms, checks WP Mail SMTP configuration, and sends test emails.
End-to-end form handling with react-hook-form, Zod schemas, validation patterns, error messaging, field arrays, and multi-step wizards.
数据格式转换专业版面向需要在大规模数据与多源系统间进行格式转换的专业开发者与数据工程师,提供完整的批量、流式、自动化转换能力。核心能力: - 涵盖免费版全部能力,无文件大小与数量限制 - 批量转换:目录级批量处理,支持通配符与递归 - 流式转换:大文件分块读取与流式输出,支持 GB 级 - 自定义字段映射:重命名、过滤、合并、拆分字段 -…
Guide SwiftLint and SwiftFormat integration across CLI, Xcode build phases, Xcode source-editor workflows, Swift Package plugins, AppleScript, Git hooks, and GitHub Actions,…
i18n cho React apps — react-intl, FormatJS. Dùng khi implement đa ngôn ngữ, format số/ngày/tiền tệ chuẩn theo locale.
Use when the task is to apply SwiftUI formatting conventions, MARK comment organization, modifier-chain readability, preview style, or safe editing/improvement/optimization of…
Formats WPF XAML and C# code using XamlStyler and dotnet format. Generates Settings.XamlStyler and .editorconfig files automatically.
Read a multi-service OpenProse program directory, analyze all service contracts, and generate the Forme wiring manifest for inspection and debugging
Forms knowledge base - react-hook-form, Zod validation, Server Actions, file upload, multi-step forms.
ACTIVATE when the user works on authentication in Laravel. This includes login, registration, password reset, email verification, two-factor authentication (2FA/TOTP/QR…
Set up the @main App struct for FOSMVVM SwiftUI apps. Configures MVVMEnvironment, deployment URLs, and test infrastructure.
Use when creating isometric architecture diagrams, infrastructure visualizations, system topology diagrams, or when the user mentions FossFLOW, Isoflow, or asks for isometric…
Switch into a blunt, first-principles operator voice that gives the specific decision a seasoned founder who has built and exited companies would actually make — not balanced or…
Microsoft Foundry agent deployment, orchestration, and cloud-native AI service patterns — from engineering/code-quality
Microsoft Foundry agent deployment, orchestration, and cloud-native AI service patterns — from majiayu000/claude-skill-registry
Expert usage of Foundry (Forge, Cast, Anvil, Chisel) for smart contract development, testing, and deployment.
Build agentic retrieval solutions with Azure AI Search knowledge bases and Foundry Agent Service using the Python SDK.
Build and test Solidity smart contracts with Foundry toolkit. Use when developing Ethereum contracts, writing Forge tests, deploying with scripts, or debugging with Cast/Anvil.
Four always-on engineering principles for ALL work before, during, and after coding — Think Before Coding (surface assumptions/tradeoffs, never guess silently), Simplicity First…
Design systems using Martin Fowler's principles of refactoring, continuous integration, and patterns of enterprise application architecture.
Expert knowledge for FoxDen multi-tenant SaaS system built with Kotlin, Spring Boot, and Jimmer ORM. Activates when working on FoxDen codebase tasks.
Refactor imperative TypeScript to Effect-first pipeline composition using curried data-first/data-last APIs, Effect collections, and schema-based IO boundaries.
Comprehensive guide for refactoring imperative TypeScript code to fp-ts functional patterns
Master the fp-ts library for typed functional programming in TypeScript, including Option, Either, Task, TaskEither, Reader, State, IO, Array, Record, pipe/flow composition, Do…
Handle errors as values using fp-ts Either and TaskEither for cleaner, more predictable TypeScript code. Use when implementing error handling patterns with fp-ts.
Triggers: architecture review, FPF, functional programming framework, systems architecture Architecture review using FPF (Functional Programming Framework) methodology.
Triggers: architecture review, FPF, functional programming framework, systems architecture Architecture review using FPF (Functional Programming Framework) methodology.
Zaman serisi tahminlemesini "Forecasting: Principles and Practice, the Pythonic Way" (Hyndman et al., otexts.com/fpppy) metodolojisi ve nixtlaverse ile otonom yapar.
Automated hierarchical memory compression system that prevents context overflow through daily→weekly→monthly→core compression.
Analyze restriction digest fragments using Biopython Bio.Restriction. Predict fragment sizes, get fragment sequences, simulate gel electrophoresis patterns, and perform d — from…
Use when when you have 1D NMR spectra (1H and/or 13C) of an unknown compound with up to ~19 heavy atoms and need to predict both molecular formula and connectivity without manual…
Use when after converting a decision tree path into a MassQL query string, before deployment to production mass spectrometry workflows.