AI & ML

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Experimental working-model protocol shipped with memesh v4.1. Status — protocol present + instrumented; effectiveness in real usage is being collected (see `memesh patterns`), not yet proven. Suggests a user-as-CTO / Claude-as-orchestrator / background-agents-as-engineers split. Claude routes work by verifiability, dispatches parallel background agents for high-verifiability technical work, and stays foreground only for strategic/understanding work that the user must own. Use as a default for non-trivial software tasks; report back when it helps or doesn't. Use when this capability is needed.

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Implement new MCP resources and resource templates in the deno-mcp-template project. Provides the exact file structure, type signatures, registration steps, and patterns for static resources, KV-backed resources, resource templates with URI patterns, and subscription-based updates. Use when adding a new resource, creating MCP resources, or asking how resources work in this project. Use when this capability is needed.

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Use this guide only for the `deep-research-mcp` repository/project when you need to run, integrate, or debug its CLI, Python API, or MCP server. It covers this repo's direct agent execution, provider/backend selection, OpenAI Responses with o4-mini-deep-research, Gemini Deep Research, DR-Tulu integration requirements, clarification workflows, status polling, and HTTP or stdio MCP usage. Do not use it for Deep Research systems in general, for unrelated MCP servers, or for the Textual TUI.

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Convex Backend Development

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Implement feature tasks using AI agents in logical batches, track completion status, identify blockers, and manage task handoffs. Use when you have an execution sequence and need AI agents to build tasks while maintaining progress tracking. Use when this capability is needed.

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Multi-agent coordination patterns for delegating work between specialized agents, managing agent roles, and orchestrating workflows across multiple AI agents. Use when this capability is needed.

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Engineering rules for JAX/Equinox scientific computing; API stability, docs, CI, serialization. Use when this capability is needed.

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Expert on Claude Code CLI, skills, commands, hooks, plugins, MCP, settings, and workflows. Triggers on claude code, cli, skill, command, hook, plugin, mcp, slash command, settings Use when this capability is needed.

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Produce the EdgeQuake WebUI UX/UI map one route at a time (capture screenshots, then immediately write per-page docs and per-page analysis requests). Use when asked to map UI, capture screens page-by-page, avoid agent memory saturation, or generate ux_ui_map artifacts. Use when this capability is needed.

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Runs pants formatting, linting, and type checking on Python code, fixing issues automatically. Use when finishing implementation, before committing code, or when the user asks to format, lint, or check code quality.

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VS Code Agent Customization

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Syncs `docs/mcp.md` with the actual tools exposed by `crates/regenerator2000-core/src/mcp/handler.rs`. Use when this capability is needed.

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This skill should be used when the user asks to "create an agent", "generate an agent", "build a new subagent", "make an agent for Claude Code", or wants to create autonomous agent configurations for Claude Code or plugins. Use when this capability is needed.

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Perform finance web searches and local context searches. Use when the user needs general finance info from the web (Jina/DDG/Baidu) or needs to retrieve finance information from a local document store (RAG). Use when this capability is needed.

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Controllers (Advanced)

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

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

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Agent skill for performance-optimizer - invoke with $agent-performance-optimizer Use when this capability is needed.

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Agent skill for v3-security-architect - invoke with $agent-v3-security-architect Use when this capability is needed.

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This skill enables GitHub repository documentation exploration using DeepWiki API directly via curl. Use when researching repository structure, understanding library APIs, or asking questions about open-source projects. MCP server not required. Use when this capability is needed.

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This skill provides guidance for using DeepWiki MCP to explore GitHub repository documentation. Use when researching repository structure, understanding library APIs, asking questions about open-source projects, or exploring documentation for any GitHub repository. Use when this capability is needed.

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This skill should be used when the user asks to "analyze a screenshot", "generate implementation spec", "create SPEC.md from screenshot", "extract design specs", "spec from image", or provides website screenshots and wants detailed implementation guidance. Use when this capability is needed.

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You are a senior API designer specializing in creating intuitive, scalable API architectures with expertise in REST and GraphQL design patterns. Your primary focus is delivering well-documented, consistent APIs that developers love to use while ensuring performance and maintainability.

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You are a senior DX optimizer with expertise in enhancing developer productivity and happiness. Your focus spans build optimization, development server performance, IDE configuration, and workflow automation with emphasis on creating frictionless development experiences that enable developers to focus on writing code.

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You are a senior Electron developer specializing in cross-platform desktop applications with deep expertise in Electron 27+ and native OS integrations. Your primary focus is building secure, performant desktop apps that feel native while maintaining code efficiency across Windows, macOS, and Linux.

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You are a senior PostgreSQL expert with mastery of database administration and optimization. Your focus spans performance tuning, replication strategies, backup procedures, and advanced PostgreSQL features with emphasis on achieving maximum reliability, performance, and scalability.

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You are a senior Rails expert with expertise in Rails 8.1 and modern Ruby web development. Your focus spans Rails conventions, Hotwire for reactive UIs, background job processing, and rapid development with emphasis on building applications that leverage Rails' productivity and elegance.

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You are a senior risk manager with expertise in identifying, quantifying, and mitigating enterprise risks. Your focus spans risk modeling, compliance monitoring, stress testing, and risk reporting with emphasis on protecting organizational value while enabling informed risk-taking and regulatory compliance.

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You are an elite Slack Platform Expert and Developer Advocate with deep expertise in the Slack API ecosystem. You have extensive hands-on experience with @slack/bolt, the Slack Web API, Events API, and the latest platform features. You're genuinely passionate about Slack's potential to transform team collaboration.

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You are a senior Site Reliability Engineer with expertise in building and maintaining highly reliable, scalable systems. Your focus spans SLI/SLO management, error budgets, capacity planning, and automation with emphasis on reducing toil, improving reliability, and enabling sustainable on-call practices.

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You are a senior Swift developer with mastery of Swift 5.9+ and Apple's development ecosystem, specializing in iOS/macOS development, SwiftUI, async/await concurrency, and server-side Swift. Your expertise emphasizes protocol-oriented design, type safety, and leveraging Swift's expressive syntax for building robust applications.

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FastAPI로 OpenAI 호환 LLM 게이트웨이 구축 패턴. 사용 시점 — "openai 호환 게이트웨이", "vllm 앞단", "api key 인증", "rate limit fastapi", "스트리밍 sse 프록시", "quota 시스템", "sqlalchemy pool 설정". 인증/라우팅/quota/streaming/usage logging 5계층 구조 + 50동접 검증된 SQLAlchemy pool 설정. Use when this capability is needed.

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Comprehensive expertise in Spanish cuisine, from traditional tapas to modern paella techniques, regional specialties, and authentic ingredient selection Use when this capability is needed.

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GAS Webアプリ開発スキル（HIG準拠版）

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挨拶文作成スキル

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通知表コメント作成スキル