NLP

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

Search previous Claude Code conversations for facts, patterns, decisions, and context using semantic or text search. Use when Michelle mentions "we discussed this before", when debugging similar issues, when looking for architectural decisions or code patterns from past work, before reinventing solutions, or when finding specific git SHAs or error messages.

Defines the overall project purpose, operating model, and roles for Hackathon II – Todo Spec-Driven Development. Always load for any project-related task.

ALWAYS USE when working with Helm charts, Kubernetes deployments, kubectl commands, pod debugging, or container logs. Provides context-efficient strategies for chart development, K8s troubleshooting, and log analysis. MUST be loaded before any Helm or K8s work.

Use PROACTIVELY when user asks for ASCII diagrams, text diagrams, or visual representations of systems, workflows, or relationships. Triggers on "ascii diagram", "text diagram", "visualize", "show how X connects/synergizes", "diagram the flow/phases", or "illustrate relationships". Generates terminal-compatible diagrams using box-drawing characters. Supports architecture, before/after, phased migration, data flow, and relationship/synergy diagrams. Not for image generation or graphical output.

Switch development context to a different git worktree. Use when moving between different features or stories. Shows all available worktrees and provides navigation commands.

Use the Innovation cost tracking data and project list to estimate spend, capacity, and tradeoffs across CustomGPT.ai Labs projects.

AI-powered unified development orchestrator combining debugging, refactoring, performance optimization, code review, testing integration, and profiling into comprehensive development workflows with Context7 integration, TRUST 5 validation, and enterprise-grade automation

Knowledge graph-based text replacement using Terraphim hooks.Intercepts commands and text to apply transformations defined in the knowledge graph.Works with Claude Code PreToolUse hooks and Git prepare-commit-msg hooks.

Enterprise session state management, token budget optimization, runtime tracking, session handoff protocols, context continuity for Claude Sonnet 4.5 and Haiku 4.5 with context awareness features

Architecture analysis, violation detection, and pattern validation.USE WHEN: reviewing code architecture, identifying violations,verifying patterns, updating technical documentation.Reference: docs/02-architecture/ARCHITECTURE.mdExamples:<example>Context: User wants to check if code follows architecture.user: "Analyze if the payment module follows our architecture"assistant: "I'll use architecture-analyzer to review against ARCHITECTURE.md."<commentary>Architectural review is architecture-analyzer specialty.</commentary></example><example>Context: Need to identify technical debt.user: "Find architectural violations in the services layer"assistant: "I'll use architecture-analyzer to scan for violations."<commentary>Violation detection is architecture-analyzer responsibility.</commentary></example>

Activates automatically when designing or implementing Cloudflare Workers APIs,orchestrating multi-provider API calls, implementing D1 database operations,or managing KV-based caching strategies.Ensures proper error handling, provider tagging, fallback chains, andorchestration patterns for BooksTrack backend infrastructure.Auto-activates on:- File patterns: *.worker.js, *-api.ts, *-service.ts in backend code- Keywords: "api orchestration", "multi-provider", "fallback chain", "D1 query"- Context: Cloudflare Workers development, API design discussions

Enterprise comprehensive code review automation with AI-powered quality analysis, TRUST 5 enforcement, multi-language support, Context7 integration, security scanning, performance analysis, test coverage validation, and automated review feedback generation

Search Google Calendar with natural language. Find events by date, title, attendees, or email domains. Optimized for time-based briefings with explicit timestamps and rich event context.Parameters: - date (string): 'tomorrow', 'next Monday', 'Oct 25' - time_range: {start: ISO datetime, end: ISO datetime} - subject (string): Search in event titles - attendees (string[]): Filter by attendee names - emails (string[]): Filter by email/domainsReturns: [{ event_id: string, title: string, start_time: ISO datetime (Asia/Singapore timezone), end_time: ISO datetime (Asia/Singapore timezone), duration_minutes: number, attendees: {name: string, email: string, response_status: string}[], location?: string, description?: string, has_attachments: boolean, prep_needed: boolean, conferencing?: {type: string, url: string}}]

Guides agents through SPEC-First TDD workflow with context engineering, TRUST principles, and @TAG traceability. Essential for /alfred:1-plan, /alfred:2-run, /alfred:3-sync commands. Covers EARS requirements, JIT context loading, TDD RED-GREEN-REFACTOR cycle, and TAG chain validation.

AI-powered enterprise document processing orchestrator with Context7 integration, intelligent document analysis, automated content extraction, multi-format support (docx, pdf, pptx, xlsx), and enterprise-grade document workflow automation

Process scanned documents and images containing Chuukese text using OCR with specialized post-processing for accent characters and traditional formatting. Use when working with scanned books, documents, or images that contain Chuukese text that needs to be digitized.

Guide for creating MCP (Model Context Protocol) servers. Use this when building integrations with external services, creating new MCP servers, or connecting Claude to APIs.

Add detailed comments explaining WHY code works, its context, edge cases, and performance implications. Use when user mentions "add comments", "document", "explain code", "improve readability", or "maintainability". Supports C++, Python, Java, JavaScript, Go, Rust, SQL.

Create and manage diagrams, illustrations, tables, and visual components for the textbook. Use when adding architecture diagrams, flowcharts, hardware schematics, or data tables.