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…
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…
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
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.
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.
Zaman serisi tahminlemesini "Forecasting: Principles and Practice, the Pythonic Way" (Hyndman et al., otexts.com/fpppy) metodolojisi ve nixtlaverse ile otonom yapar.
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.
Configure Framer CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Framer tests into your build…
Diagnose and fix Framer common errors and exceptions. Use when encountering Framer errors, debugging failed requests, or troubleshooting integration issues.
Collect Framer debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for…
Deploy Framer integrations to Vercel, Fly.io, and Cloud Run platforms. Use when deploying Framer-powered applications to production, configuring platform-specific secrets, or…
Create a minimal working Framer example. Use when starting a new Framer integration, testing your setup, or learning basic Framer API patterns.
Configure Framer local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle…
Optimize Framer API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request…
Execute Framer production deployment checklist and rollback procedures. Use when deploying Framer integrations to production, preparing for launch, or implementing go-live…
Implement Framer rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Framer.
Implement Framer reference architecture with best-practice project layout. Use when designing new Framer integrations, reviewing project structure, or establishing architecture…
Кеширование PDF Vector Framework (семантический/embedding/HTTP cache). ТОЛЬКО при: семантический кеш pdf-framework, embedding cache pdf-framework, cache stats pdf-framework,…
UI и Python API для PDF Vector Framework (Gradio/Streamlit/QuickRAG/Components). ТОЛЬКО при: Gradio pdf-framework, Streamlit pdf-framework, QuickRAG API, Components API pdf, MCP…
Reference manual for framework methodology throughout session. Provides guidance on cognitive architecture that replaces default AI assistant behaviors with systematic patterns…
You are a dependency management expert specializing in safe, incremental upgrades of project dependencies.
Установка PDF Vector Framework с нуля (pip install pdf-framework, .env). ТОЛЬКО при: установить pdf-framework, quickstart pdf-framework, системные требования pdf-framework.
Framework Self-Search — semantic поиск по самому фреймворку (Python код, hooks, skills, docs). ИСПОЛЬЗУЙ когда нужно найти место в коде фреймворка по смысловому описанию, а не по…
Use when asking about "Hono", "itty-router", "routing frameworks", "middleware", "API framework", "web framework for Workers", "request routing", "Express-like", or choosing…
Use when you need MongoDB persistence in Micronaut — including @MongoRepository design, document modeling, indexes, query patterns, and error handling.
Use when you need to add or review Mongock MongoDB data migrations in a Micronaut application — including Mongock runner/driver selection, Micronaut bean wiring, migration scan…
Use when you need to implement acceptance tests from a Gherkin .feature file for Micronaut applications — @acceptance scenarios, @MicronautTest, HttpClient, BaseAcceptanc — from…
Use when you need to write or improve integration tests for Micronaut — @MicronautTest, HttpClient, TestPropertyProvider with Testcontainers, transactional test mode wher — from…
Use when you need to write unit tests for Micronaut applications — Mockito-first with @ExtendWith(MockitoExtension.class), @MicronautTest with @MockBean, HttpClient @Clie — from…
Use when building or reviewing core Quarkus applications with CDI beans and scopes, SmallRye Config and profiles, lifecycle, interceptors and events, virtual threads, and — from…
Use when you need MongoDB persistence in Quarkus — including Panache Mongo entities/repositories, document design, indexes, transactions where applicable, and error handling.