setup-environment
Set up the embedding model for semantic search. model2vec-rs downloads models automatically; use when build fails or model download issues occur.
Set up the embedding model for semantic search. model2vec-rs downloads models automatically; use when build fails or model download issues occur.
Complete guide to Agent Skills - modular capabilities that extend Claude's functionality. Use when user asks about creating Skills, Skill structure, progressive disclosure, or custom capabilities for Claude.
Design and build Glif AI workflows. Use when creating new glifs, planning workflow structure, or understanding block types.
Create, optimize, and debug high-performing prompts for Claude 4 models and GLM 4.7 (Z.ai) with production-ready templates and evidence-based techniques. Use this skill when the user asks to create a prompt, write a prompt, improve a prompt, build a prompt chain, design a system prompt, adapt a prompt for GLM 4.7, or needs prompt engineering guidance. Also handles prompt refinement and follow-up modifications.
Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost or latency, or when implementing long-running agent systems.
This skill should be used when the user wants collaborative, iterative development instead of autonomous implementation. It transforms Claude from "autonomous implementer" to "pair programmer" by enforcing ask-before-assuming, show-before-writing, iterate-in-small-chunks, and get-approval-at-each-step patterns. Trigger when user explicitly requests paired programming or when working on complex/novel features requiring collaboration.
Generate images via Gemini 3 Pro Image API. Use when "generate an image", "create a hero image", "make an image showing", "nano banana".
Design LLM applications using the LangChain framework with agents, memory, and tool integration patterns. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.
Minimal example skill that turns a natural-language procedure description into a structured list of steps. Serves as the reference pattern for other MOVA skills in this lab.
获取最新的AI行业新闻,进行智能总结和筛选,最多展示10条最重要的新闻资讯。当用户需要了解AI行业最新动态时使用此skill。
Creates new Claude Code skills with proper structure, frontmatter, and documentation. Use when creating skills, setting up skill templates, or when user says "create a skill", "make a skill", "new skill for".
Validates AI prompts and LLM findings against source data to prevent hallucinations. Use when: (1) Adding new analysis prompts to server.js, (2) Reviewing prompts for hallucination risks, (3) Implementing validation rules in ATTRIBUTE_VALIDATION_RULES, (4) Auditing that findings match source JSON data
This skill should be used when building hybrid Knowledge Graphs that integrate structured data (CSV, databases) with automatically extracted entities from unstructured documents (PDFs, text). The pattern establishes a reliable join key between domain graphs and lexical graphs, enabling GraphRAG, document ingestion with metadata enrichment, and Knowledge Graph construction from heterogeneous sources using neo4j-graphrag SimpleKGPipeline.
Master skill for Recursive Language Model thinking — orchestrates long-context reasoning by treating prompts as environments, not inputs. Spawns sub-agents and manages recursive decomposition.
Neuro-symbolic architecture patterns. Use when building the bridge between LLM (Neural) and Python rules (Symbolic).
Search and analyze code repositories on GitHub and Hugging Face (Models, Datasets, Spaces). This skill should be used when exploring open-source projects, finding implementation references, discovering ML models/datasets, or analyzing how others have solved similar problems.
Build a streaming AI chatbot with Groq API, RAG context, and Next.js. Includes floating UI, model fallbacks, and Vercel deployment.
Quality-gated iteration with multi-agent workflows for complex tasks
PRIMARY skill creator. Use this by default when creating ANY skill. If user explicitly asks for a "Claude skill", "Claude-compatible skill", or "universal skill", use agent-skill-creator instead. Handles Amp-specific features (mcp.json, OAuth, Amp frontmatter).
Add or update skills in a skills repository for Codex and/or Claude Code. Use when creating new skills, packaging .skill files for Codex, or converting a skill into a Claude Code plugin (marketplace.json + plugin.json).
Framework for improving Claude configuration (skills, agents, commands). Use when analyzing work patterns, proposing new skills, identifying knowledge gaps, reviewing Claude setup, or when user asks to improve how Claude helps them.
Use when compressing agent context, implementing conversation summarization, reducing token usage in long sessions, or asking about "context compression", "conversation history", "token optimization", "context limits", "summarization strategies"