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melodic-software

melodic-software

484 Skills published on GitHub.

platform-design

Design Internal Developer Platforms, self-service capabilities, and golden paths

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quality-attributes-taxonomy

The "-ilities" framework for non-functional requirements. Use when defining NFRs, evaluating architecture trade-offs, or ensuring quality attributes are addressed in system design. Covers scalability, reliability, availability, performance, security, maintainability, and more.

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rag-architecture

Retrieval-Augmented Generation (RAG) system design patterns, chunking strategies, embedding models, retrieval techniques, and context assembly. Use when designing RAG pipelines, improving retrieval quality, or building knowledge-grounded LLM applications.

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rag-design

Design a RAG architecture for a use case

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rate-limiting-patterns

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

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security-review

Perform a security architecture review with Zero Trust assessment - identifies authentication/authorization gaps, data protection issues, and provides remediation guidance

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self-service-infrastructure

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

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slo-sli-error-budget

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

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slo-workshop

Interactive SLO definition workshop - guides through defining SLIs, setting SLO targets, and establishing error budget policies for a service

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stream-processing

Use when designing real-time data processing systems, choosing stream processing frameworks, or implementing event-driven architectures. Covers Kafka, Flink, and streaming patterns.

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vector-databases

Vector database selection, embedding storage, approximate nearest neighbor (ANN) algorithms, and vector search optimization. Use when choosing vector stores, designing semantic search, or optimizing similarity search performance.

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zero-trust-architecture

Use when designing security architectures, implementing zero trust principles, or evaluating security posture. Covers never trust always verify, microsegmentation, identity-based access, and ZTNA patterns.

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adw-design

Guide creation of AI Developer Workflows (ADWs) that combine deterministic orchestration code with non-deterministic agents. Use when building automated development pipelines, designing AFK agent systems, or implementing the PITER framework.

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agent-expert-creation

Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that maintain mental models via expertise files and self-improve prompts.

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agent-governance

Implement hooks for permission control and security in custom agents. Use when adding security controls, blocking dangerous operations, implementing audit trails, or designing permission governance.

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agent-lifecycle-management

Manage agent fleet through CRUD operations and lifecycle patterns. Use when creating, commanding, monitoring, or deleting agents in multi-agent systems, or implementing proper resource cleanup.

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agent-specialization

Guide creation of focused single-purpose agents following the One Agent One Prompt One Purpose principle. Use when designing new agents, refactoring general agents into specialists, or optimizing agent context for a single task.

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install-worktree

Set up isolated Git worktree environment for parallel agent execution. Use when parallelizing agents across branches.

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agentic-kpi-tracking

Track and measure agentic coding KPIs for ZTE progression. Use when measuring workflow effectiveness, tracking Size/Attempts/Streak/Presence metrics, or assessing readiness for autonomous operation.

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agentic-layer-assessment

Assess agentic layer maturity using the 12-grade classification system (Class 1-3). Use when evaluating codebase readiness, identifying next upgrade steps, or tracking progress toward the Codebase Singularity.

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agentic-layer-audit

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

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analyze-prompt

Analyze existing prompt and suggest improvements using the Seven Levels framework

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audit-layer

Audit a codebase for agentic layer coverage and identify investment opportunities. Use to assess agentic maturity and find gaps.

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broadcast-event

Design WebSocket event broadcasting for ADW observability. Use when streaming workflow events to external dashboards or monitoring systems.

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bug

Generate a comprehensive bug fix plan with root cause analysis. Use when you have a bug to investigate before implementing a fix.

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chore

Generate a comprehensive chore plan from a one-line description. Use for maintenance tasks, cleanup, refactoring, or dependency updates.

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classify-issue

Classify a GitHub issue into a problem class (chore, bug, or feature) for ADW routing. Use to determine which planning template to apply.

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closed-loop-design

Design closed-loop prompts with Request-Validate-Resolve structure for reliable agentic workflows. Use when creating self-validating agents, adding feedback loops, or improving agent reliability through verification.

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commit-with-agent

Create a Git commit with agent attribution for ADW workflows. Use after implementing changes to create semantically formatted commits.

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composable-primitives

Design composable agentic primitives for flexible workflows. Use when creating reusable workflow building blocks, designing SDLC primitives, or building agent operations that can be combined in different ways.

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composable-step-design

Design Plan/Build/Review/Fix workflow steps for ADWs. Use when creating composable workflow primitives, defining step contracts, or implementing step isolation patterns.

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conditional-docs-setup

Set up conditional documentation loading to prevent context pollution. Use when organizing project docs, implementing progressive disclosure, or reducing CLAUDE.md token consumption with on-demand loading.

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configure-hooks

Configure hook-based event handling for ADW observability. Use when setting up PreToolUse, PostToolUse, or other hooks for workflow monitoring.

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context-audit

Audit current context composition and identify optimization opportunities. Use when context window is overloaded, agents are underperforming, or applying the R&D framework to optimize token usage.

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prime

Prime agent with codebase understanding. Runs git ls-files, reads README, and summarizes project structure. Use at start of session or when context is lost.

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context-hierarchy-design

Design memory hierarchy with progressive loading for optimal context management. Use when organizing CLAUDE.md imports, implementing just-in-time context loading, or designing priming hierarchies for agents.

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context-prime

Load task-specific context dynamically based on task type (bug, feature, review, chore, research). Use to focus context before starting work.

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context-status

Show current context window state and consumption analysis. Use to check context health and identify optimization opportunities.

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create-agent

Scaffold a new custom agent configuration with Claude Agent SDK patterns. Use when adding a new specialized subagent.

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create-expert

Scaffold a new agent expert structure with expertise.yaml, question, self-improve, and plan prompts

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create-prompt

Generate a new agentic prompt at specified level (1-7) using meta-prompting. Use when creating new slash commands or workflow prompts.

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create-tool

Generate custom tool boilerplate with @tool decorator for Claude Agent SDK. Use when adding new tools to custom agents.

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custom-agent-design

Design custom agents from scratch using Claude Agent SDK patterns. Use when building domain-specific agents, designing agents with full SDK control, or creating specialized agents with custom tools and prompts.

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deploy-team

Generate configuration for a team of specialized agents. Use when setting up multi-agent workflows.

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document

Generate concise feature documentation from implemented changes. Use after completing a feature to capture what was built for future reference.

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e2e-test-design

Design E2E tests following user-story-driven patterns with verification checkpoints. Use when creating end-to-end tests, validating complete user journeys, or designing Playwright/Cypress test patterns.

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expertise-file-design

Design YAML expertise file structures for agent experts. Use when creating mental models for domain-specific agents, defining expertise schema, or structuring knowledge for Act-Learn-Reuse workflows.

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feature

Generate a comprehensive feature implementation plan with user story, phases, and testing strategy. Use when planning new functionality before implementation.

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gateway-script-design

Design gateway scripts as entry points for agentic coding. Use when creating CLI entry points for agents, designing subprocess-based agent invocation, or building script interfaces for agentic workflows.

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generate-branch-name

Generate a semantic Git branch name from issue context for ADW workflows. Use before starting work on an issue.

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