dev-swarm-mcp-server
Add and manage Model Context Protocol (MCP) servers for AI agents, including transports, scopes, and config files. Use when extending agent capabilities with new tools or data sources.
Add and manage Model Context Protocol (MCP) servers for AI agents, including transports, scopes, and config files. Use when extending agent capabilities with new tools or data sources.
Frontend React hooks for AI-powered chat interfaces, completions, and streaming UIs with Vercel AI SDK v5. Includes useChat, useCompletion, and useObject hooks for building interactive AI applications. Use when: building React chat interfaces, implementing AI completions in UI, streaming AI responses to frontend, handling chat message state, building Next.js AI apps, managing file attachments with AI, or encountering errors like "useChat failed to parse stream", "useChat no response", unclosed streams, or streaming issues. Keywords: ai sdk ui, useChat hook, useCompletion hook, useObject hook, react ai chat, ai chat interface, streaming ai ui, nextjs ai chat, vercel ai ui, react streaming, ai sdk react, chat message state, ai file attachments, message persistence, useChat error, streaming failed ui, parse stream error, useChat no response, react ai hooks, nextjs app router ai, nextjs pages router ai
Usa esta skill para diseรฑar y modificar el pipeline de RAG, incluyendo LangGraph, retrieval hรญbrido, GraphRAG y prompts de LLM.
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
Design and build knowledge graphs. Use when modeling complex relationships, building semantic search, or creating knowledge bases. Covers schema design, entity relationships, and graph database selection.
Use when search queries need better recall through query expansion - generates multiple query variants, retrieves with each, and fuses results using RRF for improved retrieval quality especially with ambiguous or under-specified queries
Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.
Builds Model Context Protocol (MCP) servers for Claude with tools, resources, and prompts. Use when users request "create MCP server", "build Claude tool", "MCP integration", or "custom Claude tools".
Diagnoses LLM output failures including hallucinations, constraint violations, format errors, and reasoning issues. Provides root cause classification, prompt fixes, tool improvements, and new test cases. Use for "debugging AI", "fixing prompts", "quality issues", or "output errors".
Generate synthetic PDF documents for RAG and unstructured data use cases. Use when creating test PDFs, demo documents, or evaluation datasets for retrieval systems.
Public and Indigenous consultation, stakeholder feedback analysis, response strategy. Categorizes themes, performs sentiment analysis (support/opposition/neutral), generates prioritized response strategies, tracks commitments. Use for public meetings, consultation summaries, community engagement
AI skill for the Making UX Decisions framework (uxdecisions.com) by Tommy Geoco. Use for UI/UX design decisions, design audits, pattern selection, visual hierarchy analysis, and reviewing designs for completeness. Enables rapid, intentional interface design with checklists for visual style, accessibility, social proof, navigation, and more.
Spec-driven development workflow skill. Auto-loads when working on: - Specification creation or editing - Technical planning - Task decomposition - Implementation within ClaudeCraft context
AI Native development methodology for building Enterprise-grade systems rapidly. Covers 10-day development patterns, document-first design, and AI collaboration workflows. Triggers: AI native, 10-day, enterprise development, ์ํฐํ๋ผ์ด์ฆ, AIๅๆฅญ, AIๅไฝ
ในใญใซใไฝๆใปๆดๆฐใปใใญใณใใๆนๅใใใใใฎใกใฟในใญใซใ **collaborative**ใขใผใใงใฆใผใถใผใจๅฏพ่ฉฑใใชใใๅ ฑๅตใใ ๆฝ่ฑก็ใชใขใคใใขใใๅ ทไฝ็ใชๅฎ่ฃ ใพใงๆ่ปใซๅฏพๅฟใใใ **orchestrate**ใขใผใใงใฟในใฏใฎๅฎ่กใจใณใธใณ๏ผClaude Code / Codex / ้ฃๆบ๏ผใ้ธๆใ Anchors: โข Continuous Delivery (Jez Humble) / ้ฉ็จ: ่ชๅๅใใคใใฉใคใณ / ็ฎ็: ๆฑบๅฎ่ซ็ๅฎ่ก โข The Lean Startup (Eric Ries) / ้ฉ็จ: Build-Measure-Learn / ็ฎ็: ๅๅพฉๆนๅ โข Domain-Driven Design (Eric Evans) / ้ฉ็จ: ใฆใใญใฟใน่จ่ช / ็ฎ็: ไธ่ฒซใใ่ชๅฝ โข Design Thinking (IDEO) / ้ฉ็จ: ใฆใผใถใผไธญๅฟ่จญ่จ / ็ฎ็: ๅ ฑๆใจๅ ฑๅต โข Microservices Patterns (Richardson) / ้ฉ็จ: ใตใผใในๅง่ญฒ / ็ฎ็: ็็ตๅใช้ฃๆบ Trigger: ๆฐ่ฆในใญใซใฎไฝๆใๆขๅญในใญใซใฎๆดๆฐใใใญใณใใๆนๅใ่กใๅ ดๅใซไฝฟ็จใ ในใญใซไฝๆ, ในใญใซๆดๆฐ, ใใญใณใใๆนๅ, skill creation, skill update, improve prompt, Codexใซไปปใใฆ, assign codex, Codexใงๅฎ่ก, GPTใซไพ้ ผ, ๅฎ่กใขใผใ้ธๆ, ใฉใฎAIใไฝฟใ
Spec-driven development workflow skill. Auto-loads when working on: - Specification creation or editing - Technical planning - Task decomposition - Implementation within ClaudeCraft context
Analyzes images and generates optimized prompts for Google's Veo 3.1 video generation model. Use when users provide an image and want to animate it or create a video prompt from it. Applies Veo 3.1's five-part formula (Cinematography + Subject + Action + Context + Style & Ambiance) and best practices from the official prompting guide.
Prompt engineering and optimization for AI/LLMs. Capabilities: transform unclear prompts, reduce token usage, improve structure, add constraints, optimize for specific models, backward-compatible rewrites. Actions: improve, enhance, optimize, refactor, compress prompts. Keywords: prompt engineering, prompt optimization, token efficiency, LLM prompt, AI prompt, clarity, structure, system prompt, user prompt, few-shot, chain-of-thought, instruction tuning, prompt compression, token reduction, prompt rewrite, semantic preservation. Use when: improving unclear prompts, reducing token consumption, optimizing LLM outputs, restructuring verbose requests, creating system prompts, enhancing prompt clarity.
This skill provides the Gen Alpha/brainrot output style transformation rules and vocabulary. It is automatically loaded by the SessionStart hook to transform all Claude responses into Gen Alpha internet slang. Contains comprehensive glossary, transformation patterns, and examples.
Generate audiobooks, podcasts, or educational audio content on demand. User provides an idea or topic, Claude AI writes a script, and ElevenLabs converts it to high-quality audio. Supports multiple formats (audiobook, podcast, educational), custom lengths, and voice effects. Use when asked to create audio content, make a podcast, generate an audiobook, or produce educational audio. Returns MP3 audio file via MEDIA token.
Create songs for Suno AI music generation. Use when the user wants to create a song, write lyrics, or make music. Outputs a 300-character style description and tagged lyrics formatted for Suno.
Local speech-to-text with NVIDIA Parakeet TDT 0.6B v3 (ONNX on CPU). 30x faster than Whisper, 25 languages, auto-detection, OpenAI-compatible API. Use when transcribing audio files, converting speech to text, or processing voice recordings locally without cloud APIs.