DeFi

Specializes in agent dependency and interface design. Defines skill references, command coordination, and inter-agent collaboration protocols while preventing circular dependencies to build effective multi-agent systems.Anchors:• "The Pragmatic Programmer" (Andrew Hunt, David Thomas) / Application: Procedure design and practical improvement / Purpose: Build effective agent collaboration mechanisms• "Software Architecture in Practice" (Len Bass, Paul Clements, Rick Kazman) / Application: Interface design patterns / Purpose: Minimize dependencies and improve maintainabilityTrigger:Use when defining inter-agent data handoffs, designing multi-agent collaboration, detecting or resolving circular dependencies, or defining handoff protocols.agent collaboration, dependency graph, handoff protocol, circular dependency, skill reference, multi-agent system

MCPサーバー設計パターンとアーキテクチャベストプラクティス。ツール組織化、エラーハンドリング、状態管理、サーバーライフサイクル管理の実証済みパターンを提供。Anchors:• Clean Architecture / 適用: サーバー構造と依存関係管理 / 目的: テスト可能で保守性の高いコード• Domain-Driven Design / 適用: ツールドメインモデリングと境界付きコンテキスト / 目的: 機能別ツール組織化• Pragmatic Programmer / 適用: エラーハンドリングと回復性パターン / 目的: 堅牢なサーバー構築Trigger:Use when designing MCP server architecture, organizing tool definitions, implementing error handling patterns, managing server state, structuring MCP server projects, or refactoring existing MCP servers.

This skill enables Claude to create Application Performance Monitoring (APM) dashboards. It is triggered when the user requests the creation of a new APM dashboard, monitoring dashboard, or a dashboard for application performance. The skill helps define key metrics and visualizations for monitoring application health, performance, and user experience across multiple platforms like Grafana and Datadog. Use this skill when the user needs assistance setting up a new monitoring solution or expanding an existing one. The plugin supports the creation of dashboards focusing on golden signals, request metrics, resource utilization, database metrics, cache metrics, business metrics, and error tracking.

Define and run end-to-end test scenarios for medical residency scheduling. Use when validating complex scheduling logic, testing edge cases, verifying ACGME compliance under stress, or running regression scenarios. Includes 20+ pre-built scenarios covering N-1 failures, multi-swap operations, holiday conflicts, and moonlighting.

This skill allows Claude to construct and configure neural network architectures using the neural-network-builder plugin. It should be used when the user requests the creation of a new neural network, modification of an existing one, or assistance with defining the layers, parameters, and training process. The skill is triggered by requests involving terms like "build a neural network," "define network architecture," "configure layers," or specific mentions of neural network types (e.g., "CNN," "RNN," "transformer").

This skill enables Claude to validate application performance against defined budgets. It's useful for identifying performance regressions early in the development lifecycle. The skill is triggered when the user mentions "performance budget", "validate budget", "performance regression", or requests a check against performance metrics like "page load times", "bundle sizes", "API response times", or "Lighthouse scores". The plugin validates against predefined thresholds and alerts on violations. It is especially helpful in CI/CD pipelines to prevent performance degradation in production.

Debug and fix failures in Taskcluster tasks. Use this skill when the user asks to debug a task, fix a failing task, or investigate task errors/failures. This skill uses the Taskcluster CLI to fetch task logs and definitions, analyzes errors, and uses `taskgraph load-task --develop` to reproduce and debug issues locally. Invoke this for any request involving Taskcluster task debugging, task failures, or when given a task ID to investigate.

This skill enables Claude to generate Kubernetes deployment manifests, services, and related configurations following best practices. It should be used when the user asks to create a new Kubernetes deployment, service, ingress, or other related resources. Claude will generate YAML files for Deployments, Services, ConfigMaps, Secrets, Ingress, and Horizontal Pod Autoscalers. Use this skill when the user mentions "Kubernetes deployment", "K8s deployment", "create service", "define ingress", or asks for a manifest for any K8s resource.

Generates GraphQL schemas with type definitions, resolvers, queries, mutations, and subscriptions. Use when building GraphQL APIs.

Generate FOSMVVM Form Specifications (Fields protocols) with validation and localization. Use when defining user input contracts for forms, request bodies, or any ValidatableModel.

Build AI agents on Cloudflare's edge using prompt-native architecture where features are defined in prompts, not code. Use when creating autonomous agents with Durable Objects, designing Workers services, implementing self-modifying systems, or adopting the "trust the agent's intelligence" philosophy on the edge.

This skill enables Claude to design NoSQL data models. It activates when the user requests assistance with NoSQL database design, including schema creation, data modeling for MongoDB or DynamoDB, or defining document structures. Use this skill when the user mentions "NoSQL data model", "design MongoDB schema", "create DynamoDB table", or similar phrases related to NoSQL database architecture. It assists in understanding NoSQL modeling principles like embedding vs. referencing, access pattern optimization, and sharding key selection.

テスト命名規則を設計し、可読性と一貫性を維持するスキル。ファイル名、describe/it 構造、シナリオ表現を統一し、チーム運用を支援する。Anchors:• xUnit Test Patterns / 適用: 命名規則設計 / 目的: 可読性の向上• Specification by Example / 適用: シナリオ命名 / 目的: 意図の共有Trigger:Use when defining, reviewing, or enforcing test naming conventions and file structures.test naming, describe/it, file structure

エージェント品質基準と検証プロセスを専門とするスキル。エージェント設計、品質メトリクス、検証戦略、エラーハンドリング、品質スコアリングに対応。Anchors:• The Pragmatic Programmer (Andrew Hunt, David Thomas) / 適用: エージェント品質設計 / 目的: 実践的な品質基準の構築• Code Complete (Steve McConnell) / 適用: エラーハンドリング戦略 / 目的: 堅牢なエージェント実装Trigger:Use when evaluating agent quality, designing completion criteria, defining quality metrics, or planning error handling strategies.

This skill enables Claude to create and execute load tests for performance validation. It is designed to generate load test scripts using tools like k6, JMeter, and Artillery, based on specified test scenarios. Use this skill when the user requests to create a "load test", conduct "performance testing", validate "application performance", or needs a "stress test" to identify breaking points in the application. The skill helps define performance thresholds and provides execution instructions.

静的コード解析と品質メトリクスの設定、複雑度評価、Code Smell検出を支援するスキル。品質基準の策定から改善優先度付けまでを一貫して整理する。Anchors:• Clean Code / 適用: 品質基準 / 目的: コード品質の判定• Code Complete / 適用: 複雑度管理 / 目的: 認知負荷の低減Trigger:Use when configuring static analysis, defining quality gates, measuring complexity, or triaging code smells.static analysis, complexity metrics, code smells, quality gate

This skill enables Claude to monitor and analyze application error rates to improve reliability. It is used when the user needs to track and understand errors occurring in their application, including HTTP errors, application exceptions, database errors, external API errors, background job errors, and client-side errors. Use this skill when the user asks to "monitor errors", "analyze error rates", "track application errors", or requests help with "error monitoring". It sets up comprehensive error tracking and alerting based on defined thresholds.

This skill runs smoke tests to verify critical application functionality. It executes pre-defined test suites that check system health, authentication, core features, and external integrations. Use this skill after deployments, upgrades, or significant configuration changes to ensure the application is operational. Trigger this skill using the terms "smoke test" or "st".

Use when creating or enhancing unit tests, integration tests, or defining test strategies for backend and frontend code.

Define package-level sentinel errors using errors.New