Implémentation du pattern Outbox et Saga pour garantir la cohérence transactionnelle dans les architectures microservices.
Use when you need to publish a message to Kafka / RabbitMQ / SNS atomically with a database commit, when fixing the dual-write hazard between DB and broker, deciding between…
Find posts that materially outperform an account's normal baseline and explain the hook, topic, format, timing, and audience response patterns worth testing.
Integrate Outlit SDK for customer context for agents. Triggers when users need to add Outlit to any web framework (React, Next.js, Vue, Nuxt, Svelte, Angular, Astro), server…
Hookdeck Outpost — open-source infrastructure for sending webhooks and events to user-preferred destinations (HTTP, SQS, RabbitMQ, Pub/Sub, EventBridge, Kafka).
Create offline evaluation tests for Output SDK workflows using @outputai/evals. Use when implementing test evaluators with verify(), creating dataset YAML files, building eval…
Create test scenario JSON files for Output SDK workflows. Use when creating test inputs, documenting expected behaviors, or setting up workflow testing.
Create .md skill files for Output framework's lazy-loaded instruction system. Use when adding skills to prompts, configuring skill loading, or debugging skill resolution.
Validate AI agent tool outputs against pydantic schemas with auto-retry, disk-backed persistence, and circuit breaker protection. Hardened for production deployments.
Engineering principles plus plain STE writing in one skill. Writes the smallest working change (YAGNI, minimal scope, DRY, SOLID, noslop backend filter), reviews for…
Verify Output SDK development services are running. Use when debugging workflows, starting development, encountering connection errors, services may be down, or when you see…
Execute an Output SDK workflow synchronously and wait for the result. Use when running a workflow and needing immediate results, testing workflow execution, or getting the output…
List Output SDK workflow execution history. Use when finding failed runs, reviewing past executions, identifying workflow IDs for debugging, filtering runs by workflow type, or…
Analyze Output SDK workflow execution traces. Use when debugging a specific workflow, examining step failures, analyzing input/output data, understanding execution flow, or when…
Retrieve and apply OpenViking Experience memories through the Agent runtime's generic OpenViking search and read tools.
Operate and maintain OpenViking server - configure, install, start, stop, and cleanup the server. Use when need to setup or manage OpenViking service deployment.
Project-specific implementation skill for the Ovčina Bot — a Telegram + WhatsApp bot (Rulemaster + LoreMaster) with tool_use agent loop, rule editing, and logistics integration.
Ověří správnost matematických příkladů jejich převedením do Pythonu (sympy) a spuštěním v Dockeru. Použij když uživatel chce ověřit, zkontrolovat, validovat nebo verifikovat…
Write technical Q&A responses as markdown files to Claude Overflow. Use for programming questions, code explanations, debugging help, API usage.
Overlay system on @ai-matrx/summon: dialogs, sheets and windows declared once in features/overlays/definitions, opened by dispatch.
For domain-specific languages: operator overloading, make Python look like math/domain notation, expression builders.
Automates software development overnight using git hooks to enforce test-driven Use when appropriate context detected.
Break an overwhelming project — or any large, vague task someone can't find an entry point into — down to a single concrete next step.
When everything feels urgent and equally impossible, sort it fast into do-now / schedule / drop / delegate — so the panic becomes a short, calm list.
Review OVHcloud IAM policies for overly permissive allow rules, missing deny blocks, unscoped URNs, absent condition blocks (IP CIDR, resource tag, expiration), and identity-group…
Review and advise on OVHcloud Managed Kubernetes (MCK) cluster lifecycle, node pool sizing, autoscaling configuration, version upgrade planning, workload placement via taints and…
Classify incoming OVHcloud requests by domain and route to the narrowest qualified specialist agent. Use when the user's task spans or is unclear across IAM, FinOps, Kubernetes,…
Use when deploying the ovstorage-broker daemon with listener authentication, authorization policy, TLS, and storage connections.
Access Our World In Data's published datasets using the owid-catalog Python library. Provides a unified Python API for searching and fetching chart data, catalog tables, and…
Generuje module.ui.tsx dla modułu OwnHome — stateless komponenty React z shadcn/ui (Radix UI primitives), wywołaniami fetch do REST API, obsługą formularzy przez react-hook-form +…
Automated Python-to-Rust migration via iterative convergence loops. Treats the Python codebase as the living specification and produces a fully-tested Rust equivalent with…
Use for OZM-governed agent-native, multi-agent, memory, MCP/tool, control-plane, operator-shell, or agent framework work that needs runtime-real evidence, user-agent parity, tool…
Use for OZM-managed API contract, endpoint, request/response, schema, negative behavior, compatibility, or contract test work.
Use for OZM-managed deployment, release, rollback, environment promotion, infrastructure command, CI/CD, or runtime rollout work.
Use when an OZM-governed work packet depends on secrets, providers, browsers, deployments, project environment entrypoints, orchestrators, local runtimes, or remote services and…
Write or revise a scheduling-only implementation plan from approved requirements, approved architecture, output documentation, and code, pulling any concrete code examples…
Provides MySQL database coding standards including table creation, SQL statements, indexing, and ORM mapping rules.
Report Claude Code usage from Pacer — every rate-limit window, including per-model caps like Fable and each account on the machine — and pace heavy work against them, so hitting a…
Generate a complete OAF-compliant agent package from an Agent Case (requirements) and Agent Design (architecture).
Generate a complete OAF-compliant agent package from an Agent Case (requirements) and Agent Design (architecture).
Prepare submission documents (README, DEMO, ARCHITECTURE, findings report, TEAM, SUBMISSION) and check evidence and links; does not publish or submit.
Use when you need to set up a cloned or downloaded scientific Python package for local development, testing, or execution.
Use when a Python package has been relocated to a new repository location, reorganized to conform to new organizational standards (e.g., metabolomics-cloud conventions), or its…
Use when you need to verify that a Python package (or similar installable software) passes its declared integration test suite as a prerequisite to trusting its reliability in…
Package Json Manager - Auto-activating skill for DevOps Basics. Triggers on: package json manager, package json manager Part of the DevOps Basics skill category.
Manage NuGet packages using Central Package Management (CPM) and dotnet CLI commands. Never edit XML directly - use dotnet add/remove/list commands.
Use when releasing a new version of a Python package to public repositories, when verifying that distribution pipelines are functioning after code changes, or when troubleshooting…
Read-only workflow for discovering uploaded deployment artifacts, comparing them with current deployment state, and preparing a safe update and rollback plan.
Track which stacks across a Pulumi organization use a specific package and at what versions. Use for cross-stack audits, identifying outdated or unmaintained package versions…
Validate .NET package surfaces for F# and C# libraries with project metadata, dotnet pack, local package smoke checks, semantic versioning, and release-boundary guidance.
Validate, package, inspect, or distribute a .skill file or skill folder. Triggers: "package my skill", "create a .skill file", "zip my skill folder", "validate before upload",…
Architectural design patterns, C4 diagram templates, component design guidelines, and anti-patterns for PACT Architect phase.
Clean code principles, error handling patterns, and coding standards for PACT Code phase. Use when: implementing features, refactoring code, reviewing code quality, establishing…
Consumer-driven contract testing with Pact framework. Generate consumer contracts, configure Pact Broker publishing, execute provider verification, detect breaking changes, and…
Testing strategies, test pyramid guidance, and quality assurance patterns for PACT Test phase. Use when: designing test suites, implementing unit tests, integration tests, E2E…
Receive and verify Paddle webhooks. Use when setting up Paddle webhook handlers, debugging signature verification, or handling subscription events like subscription.created,…
Garante que todo o código Laravel (Controllers, Models, Migrations) siga a nomenclatura em português e as convenções de código do usuário.
智能网页抓取器（HTTP + Puppeteer）。统一使用 Sync Your Cookie 格式管理 cookie，支持 Cloudflare KV 自动同步。
Create maintainable and reusable Page Object Models (POMs) for Playwright tests. Generates TypeScript classes that encapsulate page-specific locators and actions, following the…
page-speed-* library development patterns. Use when creating or modifying @page-speed/* packages (blocks, router, forms, img, video, skins, maps, icon, lightbox, pdf-viewer,…