Analyze what could go wrong with a plan. Use when: - User asks "what could go wrong", "risks", "potential issues" - Before implementing a significant change - User wants to…
Identify failure modes before they occur. Use when reviewing plans, designs, or PRs to catch risks early. Not for post-incident analysis or debugging active issues.
Inspect Rust workspace changes, draft release PRs, bump versions, and assemble changelogs before publishing.
Assess and improve garden soil through testing, amendment, composting, and biodynamic preparations. Covers jar test, spade test, earthworm count, amendment by soil type (clay,…
Guides preparation of compliance documentation for CockroachDB Cloud deployments, covering SOC 2, PCI DSS, ISO 27001, HIPAA, and GDPR certifications.
Structures infrastructure investment recommendations with regulatory analysis, cash flow modeling, and risk assessment for IC presentation.
오디오 전처리 파이프라인 모듈(converter, snr, dereverb, denoiser, agc)을 구현하는 스킬. 강의실 녹음의 노이즈 제거, 역반향 처리, 볼륨 정규화를 담당하는 Python 모듈 빌드 시 사용.
Automate Prerender tasks via Rube MCP (Composio). Always search tools first for current schemas. — from engineering/cloud-platforms
Presentation Automation: python-pptx, Google Slides API, automated slide generation from data and templates
Use when a change affects an observable contract surface — Mastodon REST API (/api/v1/*), GraphQL schema, ActivityPub actor object shape, JSON-LD context, OpenAPI spec, or error…
Intelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions.
Intelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions.
Use to validate a feature against real users — build a persona dossier and walk that specific person through the journey to find where it breaks for THEM.
Complete the required presubmit. Use before declaring a feature finished, after a large refactor or when asked.
Generiert handgezeichnete Sketchnote-Diagramme aus Textbeschreibungen. Zweistufig: erst Plan zur Freigabe, dann SVG + Rendering via Kie.ai.
Use actionlint when an agent needs to inspect GitHub Actions workflow files before a push or pull request lands.
Work on Previa, the AI-first QA IDE and API testing runtime. Use when creating or debugging Previa pipelines, runners, MCP integration, CLI flows, repository changes,…
Comprehensive E2E + Security Tests for Vercel Preview Deployments. Combines Playwright automation with Claude-in-Chrome MCP for interactive debugging.
Use when you need to visually see a real Svelte webview component of the Claude Todos panel (a screenshot), not just run tests or the build — e.g.
Structures interest rate swap, cap, floor, and swaption pricing with curve construction and valuation.
Evaluates LP interest portfolios with fund-by-fund NAV assessment, J-curve positioning, and portfolio-level pricing methodology.
Use when onboarding to the Valor AI codebase, understanding the system architecture, or when the user asks 'how does this work'. Comprehensive codebase orientation guide.
Work with Prime Intellect products via the prime CLI and Python SDKs - verifiers environments and the Environments Hub, evaluations (local and hosted), Hosted Training and…
Quickly understand and load a codebase by examining repository structure, README, and AI documentation.
You MUST use this for system design and architecture decisions - designing systems, choosing patterns, defining boundaries, data modeling, and making structural decisions that are…
Operate as a principal architect who owns the boundaries between systems, curates the technology set, and spends veto power sparingly.
Code review heuristics — four-axis review lens (correctness, security, design integrity, test coverage); confidence-based filtering (no finding without a concrete failure…
Concurrency principles — race conditions, deadlock, livelock, starvation, structured concurrency, cancellation propagation, backpressure, lock-free primitives, atomics, memory…
Domain-Driven Design (DDD) — bounded contexts, aggregates, entities, value objects, ubiquitous language, domain events, context map, anti-corruption layer, and repository pattern.
Design patterns — Gang of Four and beyond. Strategy, factory method, observer, decorator, adapter, facade, template method, command, repository, dependency injection.
Event-driven architecture — event sourcing, CQRS, sagas, choreography vs orchestration, schema evolution, consumer groups, partitions, ordering, idempotent handlers, outbox…
Apply when debugging. Trace each symptom to its root cause and fix it there; reproduce first, ask why until you reach it, resist nil-check guards that silence crashes.
Apply when refactoring, evaluating diff size, or tempted to add abstractions, layers, or signal threading.
Apply during planned rewrites and migrations with explicit phase boundaries. Converge on the target architecture; don't preserve smooth intermediate states with throwaway — from…
Performance engineering principles — latency vs throughput, profile-before-optimize discipline, Big-O instincts for common patterns, allocation and GC pressure, data locality and…
Refactoring discipline — Fowler's catalog of behavior-preserving moves (Extract Function, Inline Variable, Move Function, Replace Conditional with Polymorphism, Introduce…
SOLID principles — SRP, OCP, LSP, ISP, DIP (single responsibility, open-closed, Liskov substitution, interface segregation, dependency inversion).
Apply when sequencing an addition, refactor, or rewrite. Remove dead weight, redundant validators, and stub references first, then build on the simpler base.
Test-Driven Development (TDD) — red-green-refactor, test-first, spec first, Arrange-Act-Assert, F.I.R.S.T. principles; writing tests before code; making tests fast and isolated.
Testing strategy and architecture — test pyramid (unit / integration / e2e), test doubles taxonomy (stub / mock / spy / fake), coverage-vs-confidence, mutation testing, flaky-test…
Use when preparing, structuring, or pressure-testing a negotiation with principled negotiation / BATNA: separate people from the problem, focus on interests rather than positions,…
Validate an architecture document or decision against a set of Architecture Principles using the TOGAF quality criteria (Completeness, Robustness, Understandability, Consistency,…
Place labeled, greppable print statements at decision points to trace the real execution, then remove them cleanly.
Complete pipeline for Otto Cap 104-1018 Distressed Dad Hat (catalog 396) with DTFlex/DTFilm technique on Printful.
Use when asked for framework-specific best practices, implementation guidelines for React/Vue/Svelte/Next.js, or stack-specific patterns.
Prisma 7 ORM with Rust-free client, 90% smaller bundles, TypedSQL, Omit API, and ESM-first architecture. Use when working with database, schema, migrations, queries, or relations.
Prisma Compute deployment and hosting guide. Use whenever the user mentions Prisma Compute, `prisma.compute.ts`, `defineComputeConfig`, deploying or hosting a Prisma app,…
Fix Prisma "Too many connections" and connection pool exhaustion errors in serverless environments (Vercel, AWS Lambda, Netlify).
Comprehensive Prisma ORM development guidelines with TypeScript, schema design, migrations, and best practices.
Decision and migration guide for Prisma ORM MongoDB projects on v6, which have no upgrade path to v7.
Best practices for Prisma ORM schema design, high-performance query optimization, preventing N+1 problems, zero-downtime database migrations, connection pooling, and multi-tenant…
Prisma ORM patterns for TypeScript backends — schema design, query optimization, transactions, pagination, and critical traps like updateMany returning count not records,…
Prisma Postgres setup and operations guidance across Console, create-db CLI, Management API, and Management API SDK.
Set up a new Prisma Postgres database and connect it to a local project using the Management API. Use when asked to "set up a database", "create a Prisma Postgres project", "get a…
Migrate a Prisma + Postgres data layer to Drizzle on Cloudflare D1 inside a microservices.sh app. Use when a user has an existing Prisma schema and Postgres database (Neon,…
Use to plan Prisma over PostgreSQL/MySQL — expressing the approved schema in the Prisma schema, migration workflow, client usage patterns (select scope, N+1 avoidance,…
Expert guidance for Prisma ORM v7 (7.0+). Use when working with Prisma schema files, migrations, Prisma Client queries, database setup, or when the user mentions Prisma,…
Prisma ORM best practices, schema design, migrations, seeding, and query optimization for PostgreSQL. Use when working with database schemas, migrations, or Prisma queries.
Design privacy API patterns including data subject API for DSAR endpoints, consent API for preference management, deletion API with cascading delete orchestration, and audit API…
Design and enforce privacy and data protection controls across application, API, and database layers.