Create and refactor Python dataclass business models and mappers following clean architecture patterns with proper separation of concerns.
Expert in business model design - the architecture of how a company creates, delivers, and captures value.
Transform any boring B2B business problem into a complete software blueprint with architecture, database schema, feature breakdown, and step-by-step implementation plan formatted…
Comprehensive analysis of a website, including its tech stack, architecture, and content.
Use when a page is blocked by an anti-bot wall — Cloudflare Turnstile, Imperva/Incapsula, or DataDome — to detect which wall it is and solve it so the underlying content loads.
Convert C/C++ project build.sh and test.sh scripts to support incremental builds. Use when fixing build scripts for re-execution after docker commit, converting to out-of-tree…
C testing patterns: Unity framework (TEST_ASSERT_*), CMocka mocking with __wrap_ and linker flag, Valgrind leak checking, AddressSanitizer, CMake CTest integration, test…
Navigates C3 architecture docs and explores corresponding code to answer architecture questions. Use when the user asks "where is X", "how does X work", "explain X", "sho — from…
Makes architectural changes through ADR-first workflow with staged intent clarification. Use when the user asks to "add a component", "change architecture", "refactor X",…
Navigates C3 architecture docs and explores corresponding code to answer architecture questions. Use when the user asks "where is X", "how does X work", "explain X", "sho — from…
Generate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture, visualize software stru — from…
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.
Expert C4 Component-level documentation specialist. Synthesizes C4 Code-level documentation into Component-level architecture, defining component boundaries, interfaces, and…
Patterns and templates for C4 model diagrams (Context, Container, Component, Deployment). Use when creating software architecture diagrams at any C4 level.
Creates and manages C4 architecture diagrams using PlantUML. Use when the user wants to visualize software architecture, create context/container/component/sequence diagrams,…
Produire des diagrammes C4. Utiliser quand on documente l'architecture du projet avec des diagrammes.
Review C99 code for compliance with HBF's strict coding standards including compiler warnings, Linux kernel style, and licensing constraints.
Audit Claude Code configuration against prompt caching best practices. Checks system prompt ordering, hook injection patterns, tool stability, model switching, dynamic content…
Covers Dagger Engine caching internals including cache key derivation, invalidation, and the immutable DAG model.
Monitor Laravel configuration file changes and automatically manage caches. Use immediately after .env modifications, config file edits, or when user reports "settings not…
Build forked conversation prefixes that stay identical across turns so prompt caching keeps working.
Implement production-grade caching with cache keys/TTLs/consistency classes per query, SWR (stale-while-revalidate), explicit invalidation, HTTP cache headers, and compre — from…
Use when the user asks about cache hit rate, token usage, or prompt-caching stats. Do NOT use for runtime cache configuration.
Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, TTL management, or cache…
Redis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache,…
Optimiser les performances backend. Utiliser quand les temps de réponse sont dégradés ou pour ajouter node-cache.
LiteLLM-RS Caching Architecture. Covers Redis caching, vector database semantic caching, multi-tier cache strategy, TTL management, and cache invalidation patterns.
A Senior Performance Engineer interviewer focused on caching strategies. Use this agent when you need to practice designing high-throughput systems that rely on Redis or…
Designs multi-layer caching strategy with edge CDN, server-side caching, cache invalidation, and CDN configuration.
Production caching patterns and memory efficiency laws from 5 repos. In-memory TTL caches, unified KV interfaces, LRU eviction math, consistent hashing for distributed load, and…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Caching strategy patterns: Cache-Aside, Write-Through, Write-Behind, TTL design, cache invalidation, Redis patterns, CDN caching, HTTP cache headers, and cache stampede…
Appliquer des stratégies de cache. Utiliser quand on optimise avec node-cache (backend) ou React.memo (frontend).
Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist.
Stratégie de cache adaptée à chaque cas d'usage (Redis, Memcached, in-memory). Se déclenche avec "cache", "Redis", "caching", "mise en cache", "performance", "cache inval — from…
Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results.
Caching der Wuerfelzellen und gezielter Teil-Rerun bei Aenderungen — vermeidet die voll Neuberechnung von tausenden Zellen wenn nur ein Spaltenprompt eine Zeile oder ein…
Guide for using caching utilities in speedy_utils, including memory, disk, and hybrid caching strategies for sync and async functions.
Caching strategies, invalidation, eviction policies, HTTP caching, distributed caching, and anti-patterns.
Comprehensive Caddy web server management across multiple environments. Handles multi-server operations, zero-downtime deployments, secret management with 1Password, custom builds…
Recommend posting frequency and per-platform best posting times based on audience activity patterns, industry benchmarks, and platform-specific algorithms.
Guide for developing NFT and Fungible Token contracts on the Flow blockchain using Cadence. Covers NonFungibleToken and FungibleToken interface conformance, MetadataViews…
CairoSVG is a Python-based SVG converter built on the Cairo 2D graphics library. It converts SVG files to PNG, PDF, EPS, and PostScript formats via both a CLI and a Python API,…
Integrate Cal.com's open-source scheduling platform into AI agent workflows. Agents can programmatically create event types, check availability, book meetings, and manage…
Skill para calcular o valor futuro de investimentos atrelados ao CDI. Use esta skill SEMPRE que o usuário utilizar o gatilho /cdi ou mencionar cálculo de investimento atrelado ao…
Computes VaR using parametric, historical simulation, and Monte Carlo methods with backtesting validation.
COMPREHENSIVE calendar system skill combining TypeScript interface architecture, — from engineering/architecture
COMPREHENSIVE calendar system skill combining TypeScript interface architecture, — from engineering/architecture
Trace Elixir call trees from entry points via mix xref. Use when debugging data flow, planning signature changes, or understanding how a bug reaches code.
Access a 1C:Enterprise database through the 1C MCP Toolkit REST API using curl. Provides 8 endpoints under /api/ for querying data (execute_query), exploring metadata…
Call the Tauri v2 frontend from Rust via the event system, channels, and JavaScript evaluation. USE WHEN emitting events from Rust to the webview, streaming data over IPC…
Call Rust backend functions from the Tauri v2 frontend with invoke and #[tauri::command]. USE WHEN defining commands, passing arguments or return values across IPC, handling…
Use when diagnosing, preventing, or refactoring the 'You have uncommitted work pending' CalloutException caused by mixing DML and callouts in the same Apex transaction.
Camoufox is an open source anti-detect browser built on Firefox that provides robust fingerprint injection and anti-bot evasion for Python automation workflows.
Design optimal Facebook/Meta campaign structure for testing including ABO vs CBO, ad set organization, targeting, and budget allocation.
Analyses a test suite for CI readiness: coverage depth, flakiness, assertion quality, critical path coverage, and suite runtime.
Autonomous canary deployment for DinoQuest. Risk-scores the change, sets canary %, monitors Cloud Run metrics, and promotes or rolls back.
Implement canary deployment strategies to gradually roll out new versions to subset of users with automatic rollback based on metrics.