AI & ML

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Optional context — a file path (.md, .txt) to read or inline text describing what to build Use when this capability is needed.

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MCP server integration for LLMem persistent memory. Provides search_memories and save_memory as native MCP tools instead of HTTP calls. Use this for agents that support the Model Context Protocol (Claude Code, Cursor, etc.) for tighter integration than the URL-based llmem-memory skill. Use when this capability is needed.

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Specialized agent for systematic elimination of god stores (>300 lines) by extracting focused slices (≤120 lines each) while maintaining 100% backward compatibility. Use this skill when refactoring Zustand stores, splitting god classes into modular slices, implementing Zustand v5 patterns (individual selectors, persist on combined store), creating facade exports for backward compatibility, or migrating legacy stores to modern architecture. Use when this capability is needed.

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Cat agent from McCallum's Six-Animal Model. The cynic/risk manager archetype focused on identifying obstacles to success. Use when needing risk analysis, blind spot identification, or critical evaluation of plans. Embodies nPow/nAch motivation and SDT autonomy. Invoke with /cat-agent [plan or proposal]. Use when this capability is needed.

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Owl agent from McCallum's Six-Animal Model. The process manager archetype focused on ensuring things move forward in order. Use when needing progress tracking, timeline management, or when discussions need to conclude and move forward. Embodies nPow/nAff motivation and SDT autonomy. Invoke with /owl-agent [project or meeting]. Use when this capability is needed.

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This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", "disallowedTools", "block tools", "agent denylist", "maxTurns", "agent memory", "mcpServers in agent", "agent hooks", "background agent", "resume agent", "agent teams", "permission rules", "permission mode", "delegate mode", "agent team", "team lead", "teammate", "multi-agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins. Use when this capability is needed.

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This skill should be used when the user asks to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", "SKILL.md format", "skill frontmatter", "skill triggers", "trigger phrases for skills", "progressive disclosure", "skill references folder", "skill examples folder", "validate skill", "skill model field", "skill hooks", "scoped hooks in skill", "visibility budget", "context budget", "SLASH_COMMAND_TOOL_CHAR_BUDGET", "skill permissions", "Skill() syntax", "visual output", or needs guidance on skill structure, file organization, writing style, or skill development best practices for Claude Code plugins. Use when this capability is needed.

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Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives. Use when this capability is needed.

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Todoist integration via mcp-cli for task management Use when this capability is needed.

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Agent skill for fiber-blazor, a web application built with Fiber-Blazor framework. Use when this capability is needed.

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Create professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users request slide creation, presentations, or Marp documents. Supports custom themes, image layouts, and "make it look good" requests with automatic quality improvements. Use when this capability is needed.

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Smoke test a local Surfpool build against Anchor's reusable test matrix. Use when an agent needs to build Surfpool from source, rebuild the Anchor CLI, point Anchor at the locally installed Surfpool binary, run the enabled entries from `.github/workflows/reusable-tests.yaml` one at a time with Anchor's local release build, and produce a failure report. Prompt for the Surfpool and Anchor repo roots when they are not already explicit in the task. Use when this capability is needed.

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Test implementation of thin router skill for DiPeO backend. Provides decision criteria and documentation anchors for FastAPI server, CLI (dipeo run/results/metrics/compile/export), SQLite schema, and MCP integration in apps/server/. Use when task mentions CLI commands, server endpoints, database queries, or MCP tools. Use when this capability is needed.

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MCP server optimization and transport layer enhancement for claude-flow v3. Implements connection pooling, load balancing, tool registry optimization, and performance monitoring for sub-100ms response times. Use when this capability is needed.

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Expert guidance for building Shopify Apps using modern best practices. Use when developing Shopify Apps, creating app extensions, working with Shopify APIs (GraphQL Admin/Storefront), implementing webhooks, managing app authentication/authorization, building embedded apps, creating custom app extensions (checkout UI, product subscription, theme extensions), or any Shopify app development task. Assumes Shopify Dev MCP server is available at https://shopify.dev/docs/apps/build/devmcp for accessing Shopify's development resources and documentation. Use when this capability is needed.

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Developing with Streamlit

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后端新模块创建指南。定义了基于 Base 模型（基于sqlmodel）的分层架构 (Model, Schema, CRUD, Service, Router, Exceptions, Utils) 以及异常处理规范和注册流程。 Use when this capability is needed.

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Researches where each major coding agent (Claude Code, Copilot CLI, Copilot for VS Code, Copilot for IntelliJ, Pi) reads its skills, subagents, and instruction files — both at user/global scope and per-project scope — and produces a side-by-side comparison report in three Markdown tables (Skills / Agents-subagents / Instructions). Use this skill whenever the user wants to know where a coding agent stores or loads config, where to drop a CLAUDE.md / AGENTS.md / copilot-instructions.md / skill folder, how multiple agents discover the same file, or asks to compare config locations across agents. Trigger on phrases like "agent config locations", "where does X read its instructions", "compare config paths", "where do I put a skill for Y", "agent comparison table", "global vs project config for <agent>", or any request that involves enumerating filesystem locations, settings keys, or env-var overrides for one or more of the supported agents — even when the user does not explicitly say "research". Use when this capa

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Track agent activities using the Telnyx AI Missions API. Use this skill when executing multi-step tasks that should be logged and tracked. Supports creating voice/SMS agents, scheduling calls, and retrieving conversation insights. Use when tasks involve calling people, sending SMS, or any substantial tracked work. Use when this capability is needed.

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Text-to-speech and speech-to-text using fal.ai audio models Use when this capability is needed.

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Master Julia 1.10+ with modern features, performance optimization, multiple dispatch, and production-ready practices. Use when this capability is needed.

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Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures. Use when this capability is needed.

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Documentation

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Guide for extending Pi — decide between skills, extensions, prompt templates, themes, context files, or custom models, then scaffold files, configure manifests, and package them. Use when someone wants to extend Pi, add capabilities, create a skill, build an extension, make a Pi package, scaffold extension files, or configure a manifest.json. Use when this capability is needed.

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Persistent memory across sessions is one of the highest-leverage things a long-running agent can do — but only if you write the right things in the right shape. This skill defines the four-type taxonomy (user / feedback / project / reference), what NOT to save, and the structure each entry takes. Without discipline, memory becomes a dumping ground that decays into noise. Use when this capability is needed.

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Role

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Kalshi prediction market agent - analyzes markets and executes trades via the Kalshi v2 API Use when this capability is needed.

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Agent-controlled memory plugin for OpenClaw with confidence scoring, decay, and semantic search. The agent decides WHEN to store/retrieve memories — no auto-capture noise. Use when this capability is needed.

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Analyze an existing codebase and generate an agent-first "system of record" docs/ directory following OpenAI's Harness Engineering pattern. Use this skill whenever the user asks to bootstrap documentation, scaffold a docs/ folder, set up AGENTS.md, make the repository more legible to coding agents (Claude Code, Codex, Cursor), or "document the architecture" of an existing project — even if they don't explicitly mention Harness Engineering. Also use when the user has an under-documented repo and wants agents to operate on it reliably. Reads the codebase and any existing markdown files first, then produces AGENTS.md + ARCHITECTURE.md + a structured docs/ tree with progressive-disclosure entry points. Use when this capability is needed.

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prompt-review スキル

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Create new Agent Skills for GitHub Copilot from prompts or by duplicating this template. Use when asked to "create a skill", "make a new skill", "scaffold a skill", or when building specialized AI capabilities with bundled resources for OnoCoro. Generates SKILL.md files with proper frontmatter, directory structure, and optional scripts/references/assets folders. Use when this capability is needed.

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Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing production prompt templates. Use when this capability is needed.

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agent-desktop-ffi

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Find other agents on the same server. Use when the user asks about other agents, wants to migrate memory from another agent, or needs to find an agent by name or tags. Use when this capability is needed.

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Develop BACKEND Node.js services, APIs, routes, and models for Link Loom. Handles database interactions, business logic, and server-side operations using `loom-sdk`. Use when this capability is needed.

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Best practices for the Common utilities package in LlamaFarm. Covers HuggingFace Hub integration, GGUF model management, and shared utilities. Use when this capability is needed.