melodic-software

by melodic-software

Decision modeling using decision tables, weighted scoring matrices, and decision trees. Structures complex decisions with clear criteria, alternati...

by melodic-software

Write clear, testable acceptance criteria in Given-When-Then format following INVEST principles and BDD best practices.

by melodic-software

Plan accessibility compliance - WCAG 2.2, Section 508, EN 301 549, inclusive design principles, audit planning, and remediation strategies.

by melodic-software

Architecture Decision Record creation and management

by melodic-software

Create and manage Architecture Decision Records (ADRs). Use when documenting technology choices, design decisions, or architectural changes that ne...

by melodic-software

Guide creation of AI Developer Workflows (ADWs) that combine deterministic orchestration code with non-deterministic agents. Use when building auto...

by melodic-software

Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that ...

by melodic-software

Implement hooks for permission control and security in custom agents. Use when adding security controls, blocking dangerous operations, implementin...

by melodic-software

Manage agent fleet through CRUD operations and lifecycle patterns. Use when creating, commanding, monitoring, or deleting agents in multi-agent sys...

by melodic-software

Central authority for Claude Agent SDK (TypeScript and Python SDKs). Covers SDK installation, authentication (Anthropic key, Bedrock, Vertex), sess...

by melodic-software

Guide creation of focused single-purpose agents following the One Agent One Prompt One Purpose principle. Use when designing new agents, refactorin...

by melodic-software

Track and measure agentic coding KPIs for ZTE progression. Use when measuring workflow effectiveness, tracking Size/Attempts/Streak/Presence metric...

by melodic-software

Audit codebase for agentic layer coverage and identify gaps. Use when assessing agentic layer maturity, identifying investment opportunities, or ev...

by melodic-software

Design multi-agent AI systems including orchestration patterns, tool design, memory management, and error handling for autonomous agents.

by melodic-software

AI governance and compliance guidance covering EU AI Act risk classification, NIST AI RMF, responsible AI principles, AI ethics review, and regulat...

by melodic-software

Plan AI safety measures including alignment, guardrails, red teaming, and regulatory compliance (EU AI Act, NIST AI RMF).

by melodic-software

Leverage AI tools effectively for professional writing tasks. Provides prompt patterns, refinement workflows, voice preservation techniques, and qu...

by melodic-software

Design actionable alerts with appropriate severity and noise reduction

by melodic-software

Use when designing APIs, choosing between REST/GraphQL/gRPC, or understanding API design best practices. Covers protocol selection, resource modeli...

by melodic-software

API documentation and developer portal design

by melodic-software

Use when implementing API authentication, authorization, or security patterns. Covers OAuth 2.0, OIDC, JWT, API keys, rate limiting, and common API...

by melodic-software

Use when planning API versioning strategy, handling breaking changes, or managing API deprecation. Covers URL, header, and query parameter versioni...

by melodic-software

arc42 architecture documentation template and guidance

by melodic-software

Generate architecture documents using templates with diagram integration. Use for creating C4 diagrams, viewpoint documents, and technical overviews.

by melodic-software

Identify, prioritize, and test product assumptions systematically. Reduce risk by validating riskiest assumptions first through structured experime...

by melodic-software

Author and validate AsyncAPI 3.0 specifications for event-driven API design, message brokers, and async communication patterns

by melodic-software

Event-driven API specification with AsyncAPI 3.0 for message-based architectures

by melodic-software

Immutable audit logging patterns for compliance and security. Covers event design, storage strategies, retention policies, and audit trail analysis.

by melodic-software

Comprehensive authentication implementation guidance including JWT best practices, OAuth 2.0/OIDC flows, Passkeys/FIDO2/WebAuthn, MFA patterns, and...

by melodic-software

Comprehensive authorization guidance covering RBAC, ABAC, ACL, ReBAC, and policy-as-code patterns. Use when designing permission systems, implement...

by melodic-software

Plan test automation strategies including ROI analysis, automation candidate selection, framework evaluation, and maintainable automation architect...

by melodic-software

Benchmarking and competitive analysis techniques. Compares performance, processes, and practices against industry standards, competitors, and best-...

by melodic-software

Evaluate AI systems for fairness using demographic parity, equalized odds, and bias detection techniques with mitigation strategies.

by melodic-software

Payment processing and subscription management integration patterns. Covers Stripe, payment lifecycle, webhooks, dunning, and billing system archit...

by melodic-software

Detect and analyze breaking changes in API contracts

by melodic-software

Make vs buy vs open source decision frameworks for technology and component acquisition

by melodic-software

Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business mod...

by melodic-software

Business rules elicitation and analysis techniques. Covers rule types (constraints, derivations, inferences), decision tables, rule templates, and ...

by melodic-software

C4 model architecture visualization and documentation

by melodic-software

Canonical specification format reference. Use when understanding the canonical spec schema, field requirements, provider-agnostic specification str...

by melodic-software

Business capability modeling using BABOK Business Capability Analysis. Creates hierarchical capability maps (L1-L3) linking strategy to architectur...

by melodic-software

Competency frameworks, level expectations (Junior to Staff+), and career progression paths for software engineers. Use when navigating promotions, ...

by melodic-software

Internal vs external career growth paths, goal setting, career maintenance, and long-term planning for software engineers. Use when deciding betwee...

by melodic-software

Use when designing content delivery networks, caching strategies, or global content distribution. Covers CDN architecture, cache hierarchies, origi...

by melodic-software

Use when configuring CDN for media delivery, implementing cache invalidation, or designing signed URL patterns. Covers CDN configuration, edge cach...

by melodic-software

Use when implementing chaos engineering, designing fault injection experiments, or building resilience testing practices. Covers chaos principles a...

by melodic-software

Agile implementation methodology for Citadel platform - single-task iterations with INVEST quality scoring, EARS patterns, mandatory MCP validation...

by melodic-software

Design closed-loop prompts with Request-Validate-Resolve structure for reliable agentic workflows. Use when creating self-validating agents, adding...

by melodic-software

Align with cloud architecture frameworks (Microsoft CAF, AWS Well-Architected). Check alignment with pillars, identify gaps.

by melodic-software

Frameworks for giving and receiving code review feedback effectively. Use for PR comments, review strategies, handling disagreements, and balancing...

by melodic-software

Performs systematic code review with universal best practices and repo-specific standards. Auto-activates after significant code changes. Use when ...

by melodic-software

Single source of truth and librarian for ALL OpenAI Codex CLI documentation. Manages local documentation storage, scraping, discovery, and resoluti...

by melodic-software

Measure and manage team cognitive load

by melodic-software

Central authority for Claude Code slash commands. Covers built-in commands, custom slash commands (project and personal), plugin commands, MCP slas...

by melodic-software

Design composable agentic primitives for flexible workflows. Use when creating reusable workflow building blocks, designing SDLC primitives, or bui...

by melodic-software

Identify business entities, relationships, and high-level data structures from requirements and domain knowledge.

by melodic-software

Set up conditional documentation loading to prevent context pollution. Use when organizing project docs, implementing progressive disclosure, or re...

by melodic-software

Comprehensive Git configuration guide covering global settings, aliases, performance tuning, credential management, maintenance, .gitattributes, cl...

by melodic-software

Design consumer-driven contracts using Pact framework

by melodic-software

Container and Kubernetes security patterns including Docker hardening, image scanning, pod security standards, network policies, RBAC, secrets mana...

by melodic-software

Use when designing references between content items, content picker fields, many-to-many relationships, or bidirectional links. Covers relationship...

by melodic-software

Use when designing content type hierarchies, defining reusable content parts, or structuring field compositions for a headless CMS. Covers the Cont...

by melodic-software

Use when implementing draft/publish workflows, version history, content rollback, or audit trails. Covers versioning strategies, snapshot storage, ...

by melodic-software

Use when implementing editorial workflows, approval chains, scheduled publishing, or role-based content permissions. Covers workflow states, transi...

by melodic-software

Audit current context composition and identify optimization opportunities. Use when context window is overloaded, agents are underperforming, or ap...

by melodic-software

Design memory hierarchy with progressive loading for optimal context management. Use when organizing CLAUDE.md imports, implementing just-in-time c...

by melodic-software

Map relationships between bounded contexts using DDD context mapping patterns. Use when defining upstream/downstream relationships, integration str...

by melodic-software

Design and manage API contracts before implementation using OpenAPI and AsyncAPI specifications for contract-first development

by melodic-software

Design consumer-driven contract testing strategies using Pact, verify provider contracts, and manage API evolution with contract-first approaches.

by melodic-software

Contract versioning strategies and compatibility management

by melodic-software

CQRS pattern implementation and query optimization

by melodic-software

Comprehensive cryptography guidance covering encryption algorithms, password hashing, TLS configuration, key management, and post-quantum considera...

by melodic-software

Gets, checks, and verifies the current UTC date and time for unambiguous temporal reference. Use when starting tasks, verifying temporal context, e...

by melodic-software

Single source of truth and librarian for ALL Cursor documentation. Manages local documentation storage, scraping, discovery, and resolution. Use wh...

by melodic-software

Design custom agents from scratch using Claude Agent SDK patterns. Use when building domain-specific agents, designing agents with full SDK control...

by melodic-software

Use when designing data platforms, choosing between data lakes/lakehouses/warehouses, or implementing data mesh patterns. Covers modern data archit...

by melodic-software

Data classification framework including sensitivity levels, handling requirements, labeling, and data lifecycle management

by melodic-software

Define data ownership, stewardship roles, data classification, retention policies, and access control frameworks.

by melodic-software

Document data flow, transformation lineage, and impact analysis for traceability and compliance.

by melodic-software

Data modeling with Entity-Relationship Diagrams (ERDs), data dictionaries, and conceptual/logical/physical models. Documents data structures, relat...

by melodic-software

Define data quality rules, profiling strategies, validation frameworks, and quality metrics.

by melodic-software

Data residency and geo-fencing patterns for SaaS compliance. Covers regional deployment, data sovereignty, and cross-border data transfer.

by melodic-software

Design hub/link/satellite structures for enterprise data warehouses using Data Vault 2.0 methodology.

by melodic-software

Use when implementing tenant data isolation in databases. Covers Row-Level Security (RLS), schema-per-tenant, database-per-tenant patterns with EF ...

by melodic-software

4-step framework for system design interviews. Use when preparing for technical interviews, practicing whiteboard design, or structuring architectu...

by melodic-software

Facilitate Google Ventures Design Sprints - 5-day process for answering critical business questions through design, prototyping, and testing with c...

by melodic-software

Plan design systems - component libraries, design tokens, documentation strategies, versioning, governance, and adoption frameworks.

by melodic-software

Design Thinking methodology for human-centered innovation. Covers the 5-phase IDEO/Stanford d.school approach (Empathize, Define, Ideate, Prototype...

by melodic-software

Use when implementing design token systems, CSS variable architectures, or Style Dictionary pipelines. Covers token schemas, naming conventions, to...

by melodic-software

Build professional visibility through LinkedIn, GitHub, conference speaking, and internal branding. Provides frameworks for personal brand developm...

by melodic-software

DevSecOps methodology guidance covering shift-left security, SAST/DAST/IAST integration, security gates in CI/CD pipelines, vulnerability managemen...

by melodic-software

Decision guidance for selecting the right diagram type and tool. Provides patterns for common visualization scenarios, tool comparison, and best pr...

by melodic-software

Structured approach to workplace conflicts, performance discussions, and challenging feedback using preparation-delivery-followup framework. Use wh...

by melodic-software

Design Kimball star/snowflake schemas for analytics and data warehousing with fact/dimension tables and SCD patterns.

by melodic-software

Use when implementing distributed tracing, understanding trace propagation, or debugging cross-service issues. Covers OpenTelemetry, span context, ...

by melodic-software

Documentation pipeline automation and docs-as-code workflows

by melodic-software

Single source of truth and librarian for ALL Claude official documentation. Manages local documentation storage, scraping, discovery, and resolutio...

by melodic-software

Assess organizational doctrine and universally useful patterns

by melodic-software

Extract requirements from existing documents including PDFs, Word docs, meeting transcripts, specifications, and web content. Identifies requiremen...

by melodic-software

MCP-powered domain research for requirements elicitation. Uses perplexity, context7, firecrawl, and other MCP servers to research domain knowledge,...

by melodic-software

Collaborative domain modeling through pictographic stories. Use when gathering requirements, understanding business workflows, onboarding team memb...

by melodic-software

Single source of truth and librarian for ALL Duende Software documentation. Manages local documentation storage, scraping, discovery, and resolutio...

by melodic-software

Use when implementing flexible content schemas using EF Core JSON columns, `OwnsOne().ToJson()` patterns, or designing dynamic field storage that a...

by melodic-software

Design E2E tests following user-story-driven patterns with verification checkpoints. Use when creating end-to-end tests, validating complete user j...

by melodic-software

Explain enterprise architecture concepts in practical terms. Use when learning about TOGAF, Zachman, ADRs, or any EA terminology.

by melodic-software

EARS requirement pattern authoring. Use when writing requirements using EARS patterns (Ubiquitous, State-Driven, Event-Driven, Unwanted, Optional, ...

by melodic-software

Use when designing edge computing architectures, serverless at edge, or distributed compute strategies. Covers edge functions, compute placement de...

by melodic-software

Hub skill for requirements elicitation. Provides technique selection, orchestration guidance, LLMREI patterns, and autonomy level configuration. Us...

by melodic-software

Central authority for Claude Code enterprise security. Covers enterprise managed policies (managed-settings.json), settings precedence hierarchy, p...

by melodic-software

Use when implementing feature gating, quota enforcement, and plan-based access control. Covers entitlements vs feature flags, quota systems, and in...

by melodic-software

Create entity-relationship diagrams with proper normalization, keys, and cardinality for logical data models.

by melodic-software

Estimation techniques including analogous, parametric, three-point, and expert judgment methods. Provides effort, cost, duration, and complexity es...

by melodic-software

Back-of-envelope calculations for system design. Use when estimating QPS, storage, bandwidth, or latency for capacity planning. Includes latency nu...

by melodic-software

AI and technology ethics review including ethical impact assessment, stakeholder analysis, and responsible innovation frameworks

by melodic-software

Use when designing data pipelines, choosing between ETL and ELT approaches, or implementing data transformation patterns. Covers modern data pipeli...

by melodic-software

Adam Dymitruk's Event Modeling methodology with swimlanes

by melodic-software

Event sourcing patterns and design decisions

by melodic-software

AI-simulated event storming workshop with multi-persona support. Use when discovering domain events, commands, actors, and bounded contexts. Suppor...

by melodic-software

Deep dive Event Storming beyond big picture

by melodic-software

Analyze component evolution and movement patterns

by melodic-software

Design YAML expertise file structures for agent experts. Use when creating mental models for domain-specific agents, defining expertise schema, or ...

by melodic-software

Plan explainable AI (XAI) requirements including SHAP, LIME, attention visualization, and regulatory explainability needs.

by melodic-software

Technical, economic, operational, and schedule feasibility evaluation for proposed initiatives

by melodic-software

Navigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and...

by melodic-software

Architecture test guidance for .NET using NetArchTest and ArchUnitNET. Use when enforcing architectural boundaries, testing module dependencies, va...

by melodic-software

FURPS+ model for categorizing and specifying non-functional requirements

by melodic-software

Use when planning GameDay exercises, designing failure scenarios, or conducting chaos drills. Covers GameDay preparation, execution, and follow-up.

by melodic-software

Compare current state to target state architecture. Scoped to technical options - requires business context for complete analysis.

by melodic-software

Design gateway scripts as entry points for agentic coding. Use when creating CLI entry points for agents, designing subprocess-based agent invocati...

by melodic-software

GDPR compliance planning including lawful bases, data subject rights, DPIA, and implementation patterns

by melodic-software

Central authority for Gemini CLI Checkpointing. Covers git-based file snapshots, automatic state saving, /restore command, and rollback. Use when e...

by melodic-software

Single source of truth and librarian for ALL Gemini CLI documentation. Manages local documentation storage, scraping, discovery, and resolution. Us...

by melodic-software

Expert guide for executing the Google Gemini CLI in non-interactive and headless modes. Covers command syntax, piping input, output handling, and a...

by melodic-software

Expert guide for creating custom Gemini CLI commands. Covers slash command definitions (.toml), argument parsing, and shell execution. Use when cre...

by melodic-software

Expert guide for configuring Google Gemini CLI. Covers global vs project settings.json, Trusted Folders, Policy Engine, and environment variables. ...

by melodic-software

Facilitates context sharing and strategic delegation between Claude Code and Gemini CLI. Syncs CLAUDE.md to GEMINI.md and provides agent selection ...

by melodic-software

Strategic patterns for Claude-to-Gemini delegation. Covers decision criteria, execution patterns, result parsing, and error handling. Use when dete...

by melodic-software

Strategic patterns for codebase exploration using Gemini's large context window. Covers token thresholds, model routing, and exploration strategies...

by melodic-software

Expert guide for building and managing Gemini CLI Extensions. Covers extension anatomy, GEMINI.md context, commands, MCP integration, and publishin...

by melodic-software

Parse Gemini CLI headless output (JSON and stream-JSON formats). Covers response extraction, stats interpretation, error handling, and tool call an...

by melodic-software

Expert guide for Model Context Protocol (MCP) integration with Gemini CLI. Covers MCP server configuration (HTTP, SSE, Stdio), connection managemen...

by melodic-software

Synchronization patterns for CLAUDE.md and GEMINI.md memory files. Covers import syntax, drift detection, and one-way sync. Use when setting up GEM...

by melodic-software

Central authority for Gemini CLI sandboxing and isolation. Covers Docker, Podman, macOS Seatbelt profiles, and security boundaries. Use when enabli...

by melodic-software

Central authority for Gemini CLI session management. Covers session resume, retention policies, session browser, and cleanup. Use when resuming Gem...

by melodic-software

Optimize token usage when delegating to Gemini CLI. Covers token caching, batch queries, model selection (Flash vs Pro), and cost tracking. Use whe...

by melodic-software

Central authority for Claude-Gemini shared workspace architecture. Defines directory structure, artifact exchange, and file naming conventions. Use...

by melodic-software

Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authentic...

by melodic-software

Inspect GitHub PR checks with gh, pull failing GitHub Actions logs, summarize failure context, then create a fix plan and implement after user appr...

by melodic-software

Gherkin acceptance criteria authoring. Use when writing Given/When/Then scenarios, feature files, or BDD-style specifications. Provides syntax refe...

by melodic-software

Comprehensive Git commit workflow using Conventional Commits format with safety protocols. Create, validate, and execute commits following best pra...

by melodic-software

Set up Git worktrees for agent parallelization with isolated environments. Use when setting up parallel agent execution, creating isolated environm...

by melodic-software

Query and search GitHub issues using gh CLI with web fallback. Supports filtering by labels, state, assignees, and full-text search. Use when troub...

by melodic-software

Use when designing standardized development workflows, paved roads, or opinionated defaults. Covers golden path patterns, template design, develope...

by melodic-software

Advanced GPG multi-key management strategies for consultants, CI/CD automation, and enterprise teams. Configure, set up, run, and execute multi-key...

by melodic-software

Comprehensive guide to GPG commit signing. Set up, configure, and troubleshoot GPG commit signing. Fix GPG signing errors, configure passphrase cac...

by melodic-software

Sustainability assessment and energy efficiency for software systems

by melodic-software

Provides guidance for installing, configuring, and choosing Git graphical interface clients (GitKraken, Sourcetree, GitHub Desktop) across platform...

by melodic-software

Use when designing content delivery APIs for headless CMS architectures. Covers REST and GraphQL API patterns, content preview endpoints, localizat...

by melodic-software

Conduct heuristic evaluations - Nielsen's 10 heuristics, severity ratings, expert review methodology, cognitive walkthrough, and usability inspection.

by melodic-software

HIPAA compliance planning for healthcare applications including PHI handling, safeguards, BAAs, and risk assessments

by melodic-software

Design human-in-the-loop workflows including review queues, escalation patterns, feedback loops, and quality assurance for AI systems.

by melodic-software

Central authority for Claude Code hooks management in this repository. Automates enforcement of critical repository rules through hooks. Use when a...

by melodic-software

Central authority on git hook implementations, modern best practices, and tooling for .NET/C#, JavaScript/TypeScript, Python, and polyglot reposito...

by melodic-software

Use when designing idempotent APIs, handling retries safely, or preventing duplicate operations. Covers idempotency keys, at-most-once semantics, a...

by melodic-software

Use when implementing responsive images, format conversion, focal point cropping, or image processing pipelines. Covers srcset generation, WebP/AVI...

by melodic-software

Create impact maps using Gojko Adzic's methodology. Structure strategic planning from Goals to Actors to Impacts to Deliverables for clear product ...

by melodic-software

Plan incident management processes, postmortems, and blameless culture

by melodic-software

Design information architecture - site structure, navigation, card sorting, tree testing, taxonomy, labeling systems, and findability.

by melodic-software

Plan telemetry instrumentation points and context propagation

by melodic-software

Team interaction modes and their evolution over time

by melodic-software

Use when designing Internal Developer Platforms (IDPs), building platform teams, or improving developer experience. Covers platform engineering pri...

by melodic-software

AI-led stakeholder interviews using LLMREI research-backed patterns. Conducts structured interviews to elicit requirements through context-adaptive...

by melodic-software

Frameworks for technical interviews and salary negotiation. Use for behavioral interview prep (STAR method), technical interview communication, off...

by melodic-software

Align architecture and team structure using inverse Conway maneuver

by melodic-software

ISO/IEC 25010 quality model for software product quality characteristics

by melodic-software

Configure issue classification for ADWs to route work to the correct templates. Use when setting up automatic classification of GitHub issues into ...

by melodic-software

User and customer journey mapping for experience analysis. Creates journey maps with touchpoints, emotions, pain points, and opportunity identifica...

by melodic-software

Apply Jobs-to-be-Done framework for outcome-driven innovation. Map customer jobs, identify underserved outcomes, and prioritize opportunities using...

by melodic-software

AWS Kiro specification patterns and synchronization. Use when working with Kiro IDE, syncing requirements.md/design.md/tasks.md files, or configuri...

by melodic-software

Use when optimizing end-to-end latency, reducing response times, or improving performance for latency-sensitive applications. Covers latency budget...

by melodic-software

Apply Lean Startup methodology for validated learning. Guides Build-Measure-Learn cycles, MVP definition, hypothesis testing, and pivot/persevere d...

by melodic-software

Audit a codebase for the 12 leverage points of agentic coding. Identifies gaps and provides prioritized recommendations. Use when improving agentic...

by melodic-software

Open source license compliance including compatibility analysis, obligations tracking, and compliance workflows

by melodic-software

Comprehensive guide to Git line ending configuration for cross-platform development teams. Use when configuring line endings, setting up .gitattrib...

by melodic-software

LLM inference infrastructure, serving frameworks (vLLM, TGI, TensorRT-LLM), quantization techniques, batching strategies, and streaming response pa...

by melodic-software

Comprehensive markdown linting guidance using markdownlint-cli2. Run, execute, check, and validate markdown files. Fix linting errors (MD0XX rules)...

by melodic-software

Central authority for Claude Code Model Context Protocol (MCP) integration. Covers MCP server installation (HTTP, SSE, stdio transports), server ma...

by melodic-software

Plan master data management strategies including golden record identification, matching, and merging approaches.

by melodic-software

Use when designing digital asset management systems, media libraries, upload pipelines, or asset metadata schemas. Covers media storage patterns, f...

by melodic-software

Meta-skill for Claude Code memory system (CLAUDE.md, static memory). Provides stable principles, keyword registry for documentation lookups, and na...

by melodic-software

Frameworks for effective mentoring and knowledge transfer. Use for 1:1 meetings, pair programming, onboarding, teaching technical concepts, and dev...

by melodic-software

Authoritative reference for Mermaid diagram syntax. Provides diagram types, syntax patterns, examples, and platform integration guidance for genera...

by melodic-software

Create meta prompts, meta agents, and meta skills that build other agentic components. Use when scaling agentic layer development, creating generat...

by melodic-software

Plan ETL/ELT pipelines, data migrations, change data capture, and rollback strategies.

by melodic-software

Search Milan Jovanovic's .NET blog for Clean Architecture, DDD, CQRS, EF Core, and ASP.NET Core patterns. Use for finding applicable patterns, code...

by melodic-software

Guide creation of minimum viable agentic layer for a codebase. Use when starting agentic coding in a new project, bootstrapping essential component...

by melodic-software

ML inference latency optimization, model compression, distillation, caching strategies, and edge deployment patterns. Use when optimizing inference...

by melodic-software

Plan ML projects using CRISP-DM, TDSP, and MLOps methodologies with proper phase gates and deliverables.

by melodic-software

End-to-end ML system design for production. Use when designing ML pipelines, feature stores, model training infrastructure, or serving systems. Cov...

by melodic-software

Select appropriate AI/ML models based on capability matching, benchmarks, cost-performance tradeoffs, and deployment constraints.

by melodic-software

Module organization patterns including ports and adapters (hexagonal), module communication, and data isolation. Use when structuring modular monol...

by melodic-software

Probabilistic project scheduling using Monte Carlo simulation, confidence intervals, risk-adjusted timelines, and throughput-based forecasting.

by melodic-software

Use when implementing service-to-service security, mTLS, or service mesh patterns. Covers mutual TLS, Istio, Linkerd, certificate management, and s...

by melodic-software

Build observability interfaces for multi-agent systems. Use when monitoring multi-agent execution, tracking agent metrics, implementing logging for...

by melodic-software

Use when designing globally distributed systems, multi-region architectures, or disaster recovery strategies. Covers region selection, active-activ...

by melodic-software

Use when implementing per-site themes, white-labeling, or brand override systems. Covers tenant-specific branding, theme inheritance, CSS variable ...

by melodic-software

Use when designing menu systems, breadcrumbs, mega-menus, or navigation APIs. Covers menu hierarchies, dynamic vs static navigation, mobile navigat...

by melodic-software

Resource isolation and fair usage patterns for multi-tenant systems. Covers rate limiting, resource governors, and tenant throttling.

by melodic-software

Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with ...

by melodic-software

Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials t...

by melodic-software

Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, compar...

by melodic-software

Turn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tas...

by melodic-software

Use when implementing observability strategy, correlating signals, or designing monitoring systems. Covers the three pillars (logs, metrics, traces...

by melodic-software

Design observability strategy using the three pillars (logs, metrics, traces)

by melodic-software

Developer environment setup guides for Windows, macOS, Linux, and WSL. Use when setting up development machines, installing tools, configuring envi...

by melodic-software

Developer onboarding documentation and learning paths

by melodic-software

Author and validate OpenAPI 3.1 specifications for REST API design, following API-first and contract-first development practices

by melodic-software

Contract-first REST API design with OpenAPI 3.1 specification

by melodic-software

Build Opportunity Solution Trees using Teresa Torres' Continuous Discovery methodology. Structure discovery from outcomes to opportunities to solut...

by melodic-software

Write prompts for orchestrator workflows with phases and aggregation. Use when designing multi-phase workflows, writing agent command prompts, or i...

by melodic-software

Design O-Agent systems for multi-agent fleet management. Use when building orchestrator agents, designing multi-agent architectures, or creating un...

by melodic-software

Central authority for Claude Code output styles. Covers built-in output styles (Default, Explanatory, Learning), custom output styles, output style...

by melodic-software

Use when designing page hierarchies, page templates, layout zones, or sitemap structures. Covers page sets, template inheritance, component zones, ...

by melodic-software

Create minimal, surgical patch plans for targeted fixes. Use when fixing specific issues from review, creating focused patches, or avoiding scope c...

by melodic-software

PCI DSS compliance planning for payment card handling including scope reduction, SAQ selection, and security controls

by melodic-software

Allocate latency budgets and performance targets across system components

by melodic-software

Best practices for Claude Code performance optimization, context management, storage cleanup, and troubleshooting slowdowns

by melodic-software

Design performance test strategies including load profiles, capacity planning, SLA validation, and .NET performance testing with NBomber and k6.

by melodic-software

Central authority for Claude Code permissions. Covers permission system (tiered model, read-only, bash, file modification), permission rules (allow...

by melodic-software

Create evidence-based user personas with empathy maps. Develop detailed user archetypes from research data to guide product decisions and maintain ...

by melodic-software

Set up PITER framework elements for AFK agent systems. Use when configuring prompt input sources, triggers, environments, and review processes for ...

by melodic-software

Assist in generating comprehensive plans from templates using extended thinking. Use when generating plans from meta-prompt templates, reviewing pl...

by melodic-software

Authoritative reference for PlantUML diagram syntax. Provides UML and non-UML diagram types, syntax patterns, examples, and setup guidance for gene...

by melodic-software

Central authority for Claude Code plugins. Covers plugin creation, plugin structure (plugin.json, commands/, agents/, skills/, hooks/), plugin mani...

by melodic-software

Proof-of-concept and spike design for uncertainty reduction and technology validation

by melodic-software

Guide for creating Gemini CLI policy engine TOML rules. Covers rule syntax, priority tiers, conditions, and MCP wildcards. Use when restricting Gem...

by melodic-software

Prioritization techniques including MoSCoW, Kano model, weighted scoring, and value-effort matrices. Ranks requirements, features, backlog items, a...

by melodic-software

Requirements prioritization techniques including MoSCoW, Kano Model, WSJF (SAFe), and Wiegers' Value/Cost/Risk matrix. Provides scoring frameworks,...

by melodic-software

Process modeling using BPMN notation and flowchart patterns. Creates process diagrams with activities, gateways, events, swimlanes, and decision po...

by melodic-software

Design user-facing agent experts for adaptive UX and personalization. Use when building product features that learn from user behavior, creating pe...

by melodic-software

Guide technical communication for software developers. Covers email structure, team messaging etiquette, meeting agendas, and adapting messages for...

by melodic-software

Building promotion cases, brag documents, tracking wins, and self-advocacy for career advancement. Use when preparing for promotions, documenting a...

by melodic-software

Design, test, and version prompts with systematic evaluation and optimization strategies.

by melodic-software

Meta-skill for improving and optimizing prompts using Anthropic's prompt engineering best practices. Provides the 4-step improvement workflow (exam...

by melodic-software

Guide selection of appropriate prompt level for a task. Use when choosing between simple prompts and complex workflows, applying the seven levels f...

by melodic-software

Design composable prompt sections for building agentic prompts. Use when creating reusable prompt components, designing LEGO-block prompt sections,...

by melodic-software

Protocol Buffers and Interface Definition Languages for service contracts

by melodic-software

Plan prototyping approach - fidelity levels, tool selection, prototype types, testing strategies, and design-to-development handoff.

by melodic-software

Provider verification workflow for contract testing

by melodic-software

Comprehensive Git push operations including basic push, force push safety protocols, tag pushing, remote management, and troubleshooting. Use when ...

by melodic-software

Adaptive Python development guide with tiered complexity levels (Minimal/Standard/Full). Automatically selects appropriate guidance based on projec...

by melodic-software

Create well-formed quality attribute scenarios with measurable response criteria

by melodic-software

Quality Attribute Workshop (QAW) facilitation for eliciting and prioritizing NFRs

by melodic-software

The "-ilities" framework for non-functional requirements. Use when defining NFRs, evaluating architecture trade-offs, or ensuring quality attribute...

by melodic-software

Design retrieval-augmented generation pipelines including chunking, embedding, retrieval, and context assembly strategies.

by melodic-software

Use when implementing rate limiting, throttling, or API quotas. Covers algorithms like token bucket and sliding window, plus distributed rate limit...

by melodic-software

Apply R&D framework to optimize prompts and context. Use when optimizing context window usage, reducing prompt size, delegating to specialized agen...

by melodic-software

Requirements quality assessment and improvement. Use when evaluating requirements against INVEST criteria, improving clarity, detecting ambiguity, ...

by melodic-software

Circuit breaker, retry, and DLQ patterns for .NET using Polly and Brighter. Use when implementing fault tolerance, handling transient failures, con...

by melodic-software

Resume structure, achievement bullet formulas, ATS optimization, and job-targeted tailoring for software engineers. Use when reviewing resumes, cra...

by melodic-software

Design spec-based review workflows with visual proof and issue classification. Use when setting up review processes, validating against specificati...

by melodic-software

Request for Comments (RFC) process for technical proposals

by melodic-software

Risk analysis using risk registers, probability/impact matrices, and mitigation planning. Identifies, assesses, and manages project, business, and ...

by melodic-software

Risk identification and quantification using FMEA, risk matrices, and FAIR methodology for project and technical risks

by melodic-software

Problem solving using Fishbone (Ishikawa) diagrams and 5 Whys technique. Identifies root causes systematically and recommends corrective actions.

by melodic-software

Author operational runbooks for incident response and troubleshooting

by melodic-software

Operational runbook templates for incident response and procedures

by melodic-software

Security and compliance requirements for SaaS applications. Covers SOC 2, GDPR, HIPAA, and common compliance patterns with implementation guidance.

by melodic-software

Distributed transaction patterns using orchestration and choreography

by melodic-software

Central authority for Claude Code sandboxing and isolation. Covers sandboxed bash tool, /sandbox command, filesystem isolation (blocked access, cus...

by melodic-software

Software Bill of Materials management including generation, formats, vulnerability tracking, and supply chain security

by melodic-software

Design database-specific schemas for relational, document, graph, and time-series databases.

by melodic-software

Schema evolution patterns for backward and forward compatibility

by melodic-software

Use when designing secret storage, rotation, or credential management systems. Covers HashiCorp Vault patterns, AWS Secrets Manager, Azure Key Vaul...

by melodic-software

Provides guidance on secure coding practices including OWASP Top 10 2025, CWE Top 25, input validation, output encoding, and language-specific secu...

by melodic-software

Security framework alignment including ISO 27001, SOC 2, NIST CSF 2.0, and CIS Controls mapping

by melodic-software

Plan security testing strategies including OWASP testing, penetration test scoping, SAST/DAST integration, and threat-based test case design.

by melodic-software

Write self-improve prompts that sync expertise files with codebase reality. Use when creating maintenance workflows for agent experts, designing va...

by melodic-software

Use when designing infrastructure self-service portals, IaC templates, or automated provisioning systems. Covers Terraform modules, Pulumi, environ...

by melodic-software

SaaS onboarding patterns for user activation and time-to-value optimization. Covers signup flows, progressive disclosure, activation metrics, and o...

by melodic-software

Create service blueprints - frontstage/backstage visualization, touchpoints, support processes, evidence, and service design methodology.

by melodic-software

Hierarchical settings patterns for SaaS. Covers org, team, and user-level settings with inheritance and override patterns.

by melodic-software

Central authority for Claude Code configuration and settings. Covers settings.json files (user, project, enterprise), available settings, permissio...

by melodic-software

Complete guide to installing Git and performing basic configuration across all platforms (Windows, macOS, Linux, WSL). Use when setting up Git for ...

by melodic-software

Horizontal scaling patterns for multi-tenant databases. Covers shard key selection, consistent hashing, and shard management.

by melodic-software

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Cod...

by melodic-software

Comprehensive meta-skill for creating, managing, validating, auditing, and distributing Claude Code skills. Provides skill templates, creation work...

by melodic-software

Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a ...

by melodic-software

TODO: [What it does]. Use when [specific triggers]. Example: "Analyzes Excel spreadsheets and generates charts. Use when working with Excel files, ...

by melodic-software

TODO: [What it does]. Use when [specific triggers]. Example: "Analyzes Excel spreadsheets and generates charts. Use when working with Excel files, ...

by melodic-software

Define Service Level Objectives (SLOs), Indicators (SLIs), and error budgets

by melodic-software

Design Service Level Objectives, Indicators, and error budgets

by melodic-software

Use when defining SLOs, selecting SLIs, or implementing error budget policies. Covers reliability targets, SLI selection, and error budget management.

by melodic-software

Central authority for specification-driven development. Use when working with requirements, specifications, acceptance criteria, or any spec-driven...

by melodic-software

GitHub Spec Kit 5-phase workflow. Use when following the Constitution → Specify → Plan → Tasks → Implement cycle. Provides phase guidance, file tem...

by melodic-software

Stakeholder identification, analysis, and management using BABOK techniques. Creates Power/Interest matrices, RACI charts, and communication plans.

by melodic-software

Adapting technical communication for different audiences - engineers, product managers, executives, and customers. Use when communicating across fu...

by melodic-software

Multi-persona stakeholder simulation for solo requirements work. Generates diverse perspectives from simulated End User, Technical, Business, Compl...

by melodic-software

Add console output and logging to make errors visible to agents. Standard out is a critical leverage point - without it, agents cannot see errors o...

by melodic-software

Statechart and state machine modeling for lifecycle and behavior specification

by melodic-software

Central authority for Claude Code status line configuration. Covers custom status line creation, /statusline command, status line settings (statusL...

by melodic-software

Identify strategic options and gameplay patterns from Wardley Maps

by melodic-software

Use when designing real-time data processing systems, choosing stream processing frameworks, or implementing event-driven architectures. Covers Kaf...

by melodic-software

Central authority for Claude Code subagents (sub-agents). Covers agent file format, YAML frontmatter, tool access configuration, model selection (i...

by melodic-software

Use when designing SaaS pricing and subscription models. Covers per-seat, tiered, usage-based, and hybrid pricing patterns with Stripe integration,...

by melodic-software

Software supply chain security guidance covering SBOM generation, SLSA framework, dependency scanning, SCA tools, and protection against supply cha...

by melodic-software

Strategic environmental analysis using SWOT, PESTLE, and Porter's Five Forces. Creates structured assessments with Mermaid visualizations for compe...

by melodic-software

Systems Modeling Language (SysML) for systems engineering and complex system design

by melodic-software

Comprehensive Windows 11 system diagnostics via PowerShell. Diagnoses crashes, freezes, reboots, BSOD, disk health, memory issues, hardware errors,...

by melodic-software

Design effective system prompts for custom agents. Use when creating agent system prompts, defining agent identity and rules, or designing high-imp...

by melodic-software

Set up task-based multi-agent systems with shared task files. Use when setting up parallel agent execution, designing worktree isolation patterns, ...

by melodic-software

Use when designing category hierarchies, tag systems, faceted classification, or vocabulary management for content organization. Covers flat vs hie...

by melodic-software

Define team interfaces, contracts, and communication boundaries

by melodic-software

Building high-performing teams through psychological safety, diversity leverage, inclusive practices, and healthy team dynamics. Use when improving...

by melodic-software

Team invitation and role management UX patterns for SaaS. Covers invitation flows, role assignment, and permissions UI.

by melodic-software

Four fundamental team types and interaction modes from Team Topologies

by melodic-software

Team Topologies methodology for organizational design. Covers the four fundamental team types, three interaction modes, cognitive load assessment, ...

by melodic-software

Technical debt identification, quantification, and prioritization for informed remediation planning

by melodic-software

Create and deliver effective technical presentations, demos, and talks. Provides frameworks for structuring content, designing slides, and handling...

by melodic-software

Technology radar positioning, evaluation criteria, and adoption recommendations for technology decisions

by melodic-software

Guide creation of meta-prompt templates that encode engineering workflows into reusable, scalable units. Use when creating slash commands that gene...

by melodic-software

Create Level 6 template meta-prompts that generate other prompts. Use when building prompt generators, designing high-leverage meta-prompts, or cre...

by melodic-software

Use when choosing multi-tenant architecture patterns. Covers Pool (shared), Silo (isolated), and Bridge (hybrid) models with decision frameworks fo...

by melodic-software

Tenant context resolution and propagation patterns for multi-tenant applications. Covers middleware, headers, claims, and distributed tracing.

by melodic-software

Data encryption and key management patterns for tenant isolation. Covers encryption at rest, tenant-specific keys, and secure key management.

by melodic-software

Tenant state management patterns for SaaS applications. Covers Trial, Active, Suspended, Deleted states with transitions, grace periods, and data r...

by melodic-software

Automated tenant onboarding infrastructure patterns. Covers provisioning workflows, resource creation, seed data, and tenant readiness verification.

by melodic-software

Apply systematic test case design techniques including equivalence partitioning, boundary value analysis, decision tables, and state transition tes...

by melodic-software

Plan comprehensive test data management including synthetic data generation, data anonymization, versioning, and environment-specific strategies.

by melodic-software

Design optimal test pyramids with unit/integration/E2E ratios. Identify anti-patterns and recommend architecture-specific testing strategies.

by melodic-software

Create comprehensive test strategy documents following IEEE 829 structure. Plan test approach, scope, resources, and success criteria for software ...

by melodic-software

Set up test validation commands for any project type. Use when configuring test runners, setting up validation commands for a new project, or enabl...

by melodic-software

Threat modeling methodologies (STRIDE, DREAD), attack trees, threat modeling as code, and integration with SDLC for proactive security design

by melodic-software

TLA+ formal specification language for distributed systems and concurrent algorithms

by melodic-software

Guide users through TOGAF ADM phases with context-aware advice. Use when applying TOGAF methodology or understanding ADM phase activities.

by melodic-software

Estimate and optimize AI/ML costs including token usage, context window management, batch processing, and caching strategies.

by melodic-software

Guide for building Gemini CLI TOML custom commands. Covers syntax, templates, argument handling, shell injection, and file injection. Use when crea...

by melodic-software

Create custom tools using the @tool decorator for domain-specific agents. Use when building agent-specific tools, implementing MCP servers, or crea...

by melodic-software

Trial optimization and conversion patterns for SaaS. Covers trial design, activation metrics, conversion funnels, and win-back strategies.

by melodic-software

UML diagram generation including class, sequence, activity, use case, and state diagrams

by melodic-software

Use when designing URL structures, slug generation, SEO-friendly URLs, redirects, or localized URL patterns. Covers route configuration, URL rewrit...

by melodic-software

Design and plan usability tests - task creation, think-aloud protocols, moderator scripts, metrics definition, and analysis frameworks.

by melodic-software

Usage tracking, metering infrastructure, aggregation patterns, and consumption-based billing support for SaaS applications

by melodic-software

Use Case 2.0 methodology by Ivar Jacobson. Covers use case slices, lightweight documentation, user story derivation, and value-driven prioritizatio...

by melodic-software

Use Case 2.0 methodology by Ivar Jacobson. Covers use case slices, lightweight documentation, user story derivation, and value-driven prioritizatio...

by melodic-software

Use Case 2.0 methodology for capturing functional requirements and actor interactions

by melodic-software

Plan user research studies - method selection, participant recruitment, study design, and research questions for generative and evaluative research.

by melodic-software

Jeff Patton's User Story Mapping technique for Agile discovery. Visualizes user journey as a map, identifies backbone activities, walking skeleton,...

by melodic-software

Map value chains from user needs to underlying components

by melodic-software

Lean value stream mapping for identifying waste and optimization opportunities. Creates current/future state maps with cycle time analysis and impr...

by melodic-software

Vector database selection, embedding storage, approximate nearest neighbor (ANN) algorithms, and vector search optimization. Use when choosing vect...

by melodic-software

Vulnerability lifecycle management including CVE tracking, CVSS scoring, risk prioritization, remediation workflows, and coordinated disclosure pra...

by melodic-software

Create Wardley Maps from value chains and user needs

by melodic-software

Wardley Mapping for strategic positioning and situational awareness. Covers value chain mapping, evolution stages, landscape analysis, gameplay pat...

by melodic-software

Tenant branding and customization patterns for SaaS applications. Covers custom domains, theming, email customization, and brand isolation.

by melodic-software

Apply Zachman Framework perspective analysis with honest limitations. Analyze architecture from specific row/column perspectives.

by melodic-software

Zero Trust architecture principles including ZTNA, micro-segmentation, identity-first security, continuous verification, and BeyondCorp patterns. U...

by melodic-software

Use when designing security architectures, implementing zero trust principles, or evaluating security posture. Covers never trust always verify, mi...

by melodic-software

Guide progression from In-Loop to Out-Loop to Zero-Touch Engineering. Use when assessing agentic maturity, planning ZTE progression, or identifying...