NLP

Intelligent multi-agent orchestration with token budget management and recursive workflow execution. Use when coordinating complex workflows across multiple modules, managing context collapse risk, or handling cascading multi-module issues.

Create, configure, and integrate MCP (Model Context Protocol) servers and clients. Use when building MCP servers with FastMCP (Python) or MCP SDK (Node/TypeScript), integrating external APIs, or creating custom tools/resources for LLMs. Handles server creation, client configuration, transport protocols, and security patterns.

Skill especializada en análisis de lenguaje pictográfico para identificar actores (personas/sistemas activos), objetos de trabajo (documentos/información/cosas físicas), actividades (verbos) y estructurar información usando el formato Sujeto -> Predicado -> Objeto. Útil para análisis de procesos empresariales, documentación de workflows, extracción de conocimiento estructurado de textos y modelado de procesos de negocio.

Systematically rebuild mental model of any repository when starting fresh sessions. Uses multi-source semantic understanding (session history via rg + git commits + file changes) for complete context. Eliminates "cold start" problem in <3500 tokens. v3.1 uses proven chat-history-search patterns.

Use the MCP Code Execution Bridge for context-efficient access to Supabase and shadcn tools. Provides API-based database operations (query, insert, update, delete) that work without Docker/MCP servers. Use when you need database access or component management without loading all tool definitions into context.

Create structured documents from conversations, summaries, or content in open formats (markdown, PDF, text). Use when the user requests document creation, report generation, content export, conversation summaries, or structured documentation. Triggers include "create a document", "make a report", "summarize this conversation", "export to PDF/markdown", or any request to formalize content into a document. Works independently or integrates with design-assistant skill for polished visual output.

Handle template comparison and optimization workflows including backup detection, smart merging, and update completion reporting. Enhanced with Context7 MCP for up-to-date documentation.

Apply DDD tactical patterns (Entities, Value Objects, Aggregates, Domain Services, Repositories) and strategic design (Ubiquitous Language, Bounded Contexts). Use when modeling complex business logic.

Enterprise context and session management with token budget optimization and state persistence

Detect agent capabilities and manage context intelligently

Capture a web page as raw material (extracted text/Markdown) with metadata, storing it in the raw/ directory for later distillation.

Core productivity workflows (daily planning, task triage, reporting) that work across any life domain. Not intended for direct use - imported by context-specific skills like covenant-marketing-ops or personal-life-ops.

Enterprise Convex Real-Time Backend with AI-powered reactive database architecture, Context7 integration, and intelligent synchronization orchestration for collaborative applications

Multi-agent orchestration skill for complex tasks requiring coordination, decomposition, and quality control. Use for large implementations, refactoring projects, multi-component features, or work requiring multiple specialized agents. Excels at preventing context bloat and ensuring SOLID principles. Integrates with oracle, guardian, and wizard.

Build React components and pages in IdeaForge frontend. Triggers: new component, dark mode, API calls, React Context, SSE streams, Tailwind styling. Stack: Next.js 16 App Router, React 19, TypeScript, Tailwind, next-themes.

Automatically bridge long technical sessions to keep context window small and costs low. Extracts key technical decisions, resolved bugs, active tasks, and essential code snippets from conversation history into a compact markdown summary (2,000–5,000 tokens). Use when reaching a project phase milestone, when Claude warns the context window is getting full, or to start a fresh session with minimal token cost while maintaining continuity.

Native Fabric pattern execution for Claude Code. USE WHEN processing content with Fabric patterns (extract_wisdom, summarize, analyze_claims, threat modeling, etc.). Patterns run natively in Claude's context - no CLI spawning needed. Only use fabric CLI for YouTube transcripts (-y) or pattern updates (-U).

Natural language processing, BERT, GPT, fine-tuning, and text generation.

⚡ PRIMARY TOOL for: 'comprehensive audit', 'deep analysis', 'full codebase review', 'multi-perspective investigation', 'complex questions'. Combines ALL detective perspectives (architect+developer+tester+debugger). Uses Opus model. REPLACES grep/glob entirely. Uses claudemem v0.3.0 AST with ALL commands (map, symbol, callers, callees, context). GREP/FIND/GLOB ARE FORBIDDEN.

Index and search project knowledge. Use when starting a new task to find related prior work, when ingesting documents or chats, or when searching project history for context.