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.
Create, modify, and share interactive browser apps and visualizations from JavaScript via framejs.io.
Maps the framejs.io / framejs.app origin split between this repo and its sibling framejs-nhost repo, plus each one's local dev address.
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…
Guide framework and library migrations (Express to Fastify, Angular to React, Spring MVC to Spring Boot, Django to FastAPI) with migration assessment.
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.
Use when you need to add or review Mongock MongoDB data migrations in a Quarkus application — including the Quarkiverse Mongock extension, Quarkus MongoDB client configuration,…
Use when you need to implement acceptance tests from a Gherkin .feature file for Quarkus applications — including @acceptance scenarios, @QuarkusTest, BaseAcceptanceTest — from…
Use when you need to write or improve integration tests for Quarkus — including @QuarkusTest, Dev Services for automatic container provisioning, Testcontainers via Quarku — from…
Use when you need to write fast unit tests for Quarkus applications — including pure tests with @ExtendWith(MockitoExtension.class), @QuarkusTest with @InjectMock for ful — from…
Use when you need to review, improve, or build Spring Boot 4.0.x applications — including proper usage of @SpringBootApplication, component annotations (@Controller, @Ser — from…
Use when you need to create a new Maven-based Spring Boot 4.0.x project using SDKMAN-managed Java and Spring Boot CLI tooling.
Use when you need to design, review, or improve modular monoliths with Spring Modulith in Spring Boot applications - including application module package structure,…
Use when you need to design, review, or improve REST APIs with Spring Boot — including HTTP methods, resource URIs, status codes, DTOs, versioning, deprecation and sunset — from…
Use when you need to implement acceptance tests from a Gherkin .feature file for Spring Boot applications — including finding scenarios tagged @acceptance, implementing h — from…
Use when you need to write or improve integration tests — including Testcontainers with @ServiceConnection, @DataJdbcTest persistence slices, TestRestTemplate or MockMvcT — from…
Use when you need to write unit tests for Spring Boot applications — including pure unit tests with @ExtendWith(MockitoExtension.class) for @Service/@Component, slice tes — from…
Use when you need to design, review, or improve validation in Spring Boot applications — including Bean Validation on request DTOs, @Valid/@Validated at API boundaries, c — from…