Use when asked to compare multiple ML models, perform cross-validation, evaluate metrics, or select the best model for a classification/regression task.
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从文章、推文、社交媒体内容生成多角度选题，包括推文选题（140字完整内容）和公众号选题（含详细大纲）。支持延伸、反驳、扩充、热点结合四种策略。当用户需要基于现有内容创作新选题、分析文章生成衍生内容、或进行内容再创作时使用。适用场景：(1) 分析推文/文章并生成选题，(2) 创建公众号/社交媒体内容策划，(3) 将长文拆解为多个传播点，(4) 内容营销和话题策划。
image-metadata-tool
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Extract EXIF metadata from images including GPS coordinates, camera settings, and timestamps. Map photo locations and strip metadata for privacy.
Creates structured change proposals with specification deltas for new features, breaking changes, or architecture updates. Use when planning features, creating proposals, speccing changes,...
mcp-management
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Manage MCP servers - discover, analyze, execute tools/prompts/resources. Use for MCP integrations, intelligent tool selection, multi-server management, context-efficient capability discovery.
google-adk-python
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Build AI agents with Google ADK Python (Agent Development Kit). Use for multi-agent systems, workflow agents (sequential/parallel/loop), Vertex AI deployment, tool integration, human-in-the-loop.
mcp
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Model Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage...
mcp-builder
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Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate...
ai-agents-architect
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Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool...
autogen-development
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Expert guidance for Microsoft AutoGen multi-agent framework development including agent creation, conversations, tool integration, and orchestration patterns.
project-bootstrapper
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Sets up new projects or improves existing projects with development best practices, tooling, documentation, and workflow automation. Use when user wants to start a new project, improve project...
moai-tool-ast-grep
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Building production-ready Model Context Protocol servers that expose tools, resources, and prompts to AI assistantsUse when "mcp server, model context protocol, mcp tool, mcp resource, claude...
cli-ux-tester
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Expert UX evaluator for command-line interfaces, CLIs, terminal tools, shell scripts, and developer APIs. Use proactively when reviewing CLIs, testing command usability, evaluating error messages,...
ai-brand-kit
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Build comprehensive AI-native brand asset systems that maintain consistency across all AI-generated content. Train AI tools on brand guidelines, create reusable prompt libraries, and manage...
润色中文技术博客，去除冗余表达，提升专业性和逻辑性，消除"AI味"，确保代码规范。
tools-repo-review
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Comprehensive GitHub repository analysis for engineering managers with contribution stats, code quality review, team health metrics, and actionable management outputs
mcp-product
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Build MCP tools that are sticky for vibe coders and powerful for developersUse when "Designing new MCP tools, Improving tool UX or DX, Writing error messages, Planning tool naming, Discussing user...
supabase-vercel-shop
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Build a complete Supabase + Vercel e-commerce platform with CMS and admin panel. Use for shop setup, online store creation, stripe integration, product catalog, admin dashboard, or CMS projects....
pptx
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Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with...