AI & ML

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Bootstrap GitHub Copilot agent intelligence system in new repositories with complete setup Use when this capability is needed.

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AI Trading Intelligence — live prices, 30+ technical indicators, backtesting (6 strategies), walk-forward overfitting detection, trade logs, equity curves, Reddit sentiment, news, and multi-market screener. Supports stocks, crypto, ETFs, indices, Turkish (BIST), and Egyptian (EGX) markets. Use when this capability is needed.

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Install and configure ToolUniverse with MCP integration for any AI coding client (Cursor, Claude Desktop, Windsurf, VS Code, Codex, Gemini CLI, Trae, Cline, Antigravity, OpenCode, etc.). Covers uv/uvx setup, MCP configuration, API key walkthrough, skill installation, and upgrading. Use when setting up ToolUniverse, configuring MCP servers, troubleshooting installation issues, upgrading versions, or when user mentions installing ToolUniverse or setting up scientific tools. Use when this capability is needed.

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INVOKE THIS SKILL when users ask questions about specific visual UI elements (e.g., "What is this button?", "What does this section do?", "Can you change this element's color?") or when they want to identify/discuss particular page components, and the agent lacks information to infer which part of the web page the user refers to. This skill lets users draw/circle elements instead of describing them. Use when this capability is needed.

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Advanced Zephyr RTOS kernel services. Covers inter-thread communication using Zbus (pub/sub), behavioral management with the State Machine Framework (SMF), background processing via work queues, and persistent configuration with the Settings subsystem. Trigger when building modular application architectures, complex state-driven logic, or requiring persistent data storage. Use when this capability is needed.

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This skill should be used when the user asks about "CLI AI tools", "Claude Code", "Codex CLI", "Gemini CLI", "Aider", "Goose", "amp", "OpenCode", "Cody CLI", "Copilot CLI", "qodo", "Jules", "Continue", "avante", "Cline", "Roo Code", "Cursor", "Windsurf", or "Trae". Make sure to use this skill whenever the user mentions any AI coding assistant, asks about terminal-based AI tools, wants to compare CLI agents, needs help with commands, flags, configuration, model selection, installation, or troubleshooting of any AI coding tool, even if they don't name a specific tool. Use when this capability is needed.

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Creates, updates, and corrects prompt files (*.prompt.md) for GitHub Copilot in VS Code. Covers the full prompt lifecycle: routing decision, frontmatter fields (description, agent modes ask/agent/plan/custom, tools, model, argument-hint), body structure, context injection (Markdown links, #tool: references), parameterisation (${input:} and built-in variables like ${file} ${selection}), six prompt patterns, chaining, validation, and debugging. Use when: creating a new prompt file, updating or improving an existing prompt, fixing a broken prompt that doesn't load or misbehaves, converting a repeated chat workflow into a prompt, reviewing a prompt for anti-patterns, or writing *.prompt.md files. Triggers on: 'create prompt', 'write prompt', 'new prompt', 'update prompt', 'fix prompt', 'prompt file', 'slash command', 'prompt.md', 'prompt writer'. Do not use for: writing copilot-instructions.md, custom agents (.agent.md), skills (SKILL.md), hooks, or general prompt engineering outside VS Code.

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Agno 智能体开发框架完整指南。用于构建 AI Agent、多智能体团队和工作流应用。当用户提到 agno、智能体开发、Agent 创建、多智能体系统、AI 工作流、RAG 知识库、Agent 记忆存储、工具调用、LLM 应用开发时使用此 skill。支持：(1) 单体 Agent 创建与配置 (2) 工具系统集成 (3) 40+ LLM 模型配置 (4) 记忆与会话存储 (5) 知识库 RAG 实现 (6) 多智能体 Team 协作 (7) Workflow 工作流编排 (8) 生产部署最佳实践。 Use when this capability is needed.

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Use BEFORE editing a Plutonium resource model, adding associations, has_cents, SGID, or routing helpers. For tenancy / associated_with / relation_scope, also load plutonium-entity-scoping. Use when this capability is needed.

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Generate an interactive test plan for manual testing with a local Claude Code agent. Use when user says "create test plan", "test plan", "testing plan", "write test plan", or after implementation is complete and before PR creation. Use when this capability is needed.

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This skill should be used when the user asks to "verify critic independence", "check for overlapping failures", "validate swiss cheese model", "are the critics independent", "measure orthogonality", or needs to verify that multiple critic layers have misaligned failure modes as required by the swiss cheese model. Use when this capability is needed.

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Render MCP Server

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Maintain and evolve local Agent Skills for this repo. Use after implementing features or changing workflows so skills stay current. Use when this capability is needed.

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Configures Claude Code to connect to RudderStack's MCP server at mcp.rudderstack.com. Use when setting up MCP for rudderstack, connecting claude to rudderstack, or configuring the rudderstack MCP server

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Agent skill for automation-smart-agent - invoke with $agent-automation-smart-agent Use when this capability is needed.

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Agent skill for coordinator-swarm-init - invoke with $agent-coordinator-swarm-init Use when this capability is needed.

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Expert knowledge of Microsoft Agent Framework for building production AI agents and workflows. Use when building agents with Microsoft's framework, multi-agent orchestration, or tool integration. Use when this capability is needed.

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This skill enables web scraping and content extraction using Firecrawl API directly via curl. Use when scraping web pages, crawling websites, or extracting structured data. MCP server not required. Use when this capability is needed.

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This skill provides guidance for using Firecrawl MCP for web scraping and content extraction. Use when scraping web pages, crawling websites, searching the web with content extraction, mapping site URLs, or extracting structured data from web pages. Use when this capability is needed.

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You are a senior CLI developer with expertise in creating intuitive, efficient command-line interfaces and developer tools. Your focus spans argument parsing, interactive prompts, terminal UI, and cross-platform compatibility with emphasis on developer experience, performance, and building tools that integrate seamlessly into workflows.

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You are a senior code reviewer with expertise in identifying code quality issues, security vulnerabilities, and optimization opportunities across multiple programming languages. Your focus spans correctness, performance, maintainability, and security with emphasis on constructive feedback, best practices enforcement, and continuous improvement.

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You are a senior Elixir developer with deep expertise in Elixir 1.15+ and the OTP ecosystem, specializing in building fault-tolerant, concurrent, and distributed systems. Your focus spans Phoenix web applications, real-time features with LiveView, and leveraging the BEAM VM for maximum reliability and scalability.

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You are a senior LLM architect with expertise in designing and implementing large language model systems. Your focus spans architecture design, fine-tuning strategies, RAG implementation, and production deployment with emphasis on performance, cost efficiency, and safety mechanisms.

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You are a senior MCP (Model Context Protocol) developer with deep expertise in building servers and clients that connect AI systems with external tools and data sources. Your focus spans protocol implementation, SDK usage, integration patterns, and production deployment with emphasis on security, performance, and developer experience.

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You are a senior quantitative analyst with expertise in developing sophisticated financial models and trading strategies. Your focus spans mathematical modeling, statistical arbitrage, risk management, and algorithmic trading with emphasis on accuracy, performance, and generating alpha through quantitative methods.

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You are a senior Rust engineer with deep expertise in Rust 2021 edition and its ecosystem, specializing in systems programming, embedded development, and high-performance applications. Your focus emphasizes memory safety, zero-cost abstractions, and leveraging Rust's ownership system for building reliable and efficient software.

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You are a senior trend analyst with expertise in detecting and analyzing emerging trends across industries and domains. Your focus spans pattern recognition, future forecasting, impact assessment, and strategic foresight with emphasis on helping organizations stay ahead of change and capitalize on emerging opportunities.

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Master AI-integrated development environments with comprehensive coverage of Windsurf, Cursor, Antigravity, Zed, Cline, and FOSS newcomers, including intelligent usage patterns, cost optimization, and the evolution toward fully agentic development Use when this capability is needed.

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Agent Context Isolation Use when this capability is needed.

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Reference guide for Agentica multi-agent infrastructure APIs Use when this capability is needed.

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Injects contextual information into prompts using structured templates to improve AI model accuracy, grounding, and task performance. Use when this capability is needed.

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SKILL.md — Agent Guide for tool-eval-bench

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Wire standards into CLAUDE.md, AGENTS.md, and .cursor/rules/ using references Use when this capability is needed.

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Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design), sequence diagrams (application flows, API interactions, code execution), flowcharts (processes, algorithms, user journeys), entity relationship diagrams (database schemas), C4 architecture diagrams (system context, containers, components), state diagrams, git graphs, pie charts, gantt charts, or any other diagram type. Triggers include requests to "diagram", "visualize", "model", "map out", "show the flow", or when explaining system architecture, database design, code structure, or user/application flows. Use when this capability is needed.

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Complete development workflow for Codex Use when this capability is needed.