AI & ML

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Use Beads (bd tool) for dependency-aware task tracking and long-horizon planning in coding projects. This skill should be used when working on complex multi-step projects that span multiple agent sessions, when discovering new work during implementation, or when explicit task dependency management would improve workflow organization and prevent context loss between sessions. Use when this capability is needed.

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Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling. Use when this capability is needed.

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AI Agents Architect

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Build AI agents that interact with computers like humans do - viewing screens, moving cursors, clicking buttons, and typing text. Covers Anthropic's Computer Use, OpenAI's Operator/CUA, and open-so... Use when this capability is needed.

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DocuSign Automation via Rube MCP

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This skill should be used when the user asks to \"test for directory traversal\", \"exploit path traversal vulnerabilities\", \"read arbitrary files through web applications\", \"find LFI vu... Use when this capability is needed.

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HubSpot Integration

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Expert in launching small, focused SaaS products fast - the indie hacker approach to building profitable software. Covers idea validation, MVP development, pricing, launch strategies, and growing t... Use when this capability is needed.

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Build Shopify apps, extensions, themes using GraphQL Admin API, Shopify CLI, Polaris UI, and Liquid. Use when this capability is needed.

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Analyze Rails apps and provide upgrade assessments Use when this capability is needed.

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Telegram Automation via Rube MCP

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Master Temporal workflow orchestration with Python SDK. Implements durable workflows, saga patterns, and distributed transactions. Covers async/await, testing strategies, and production deployment. Use when this capability is needed.

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Testany 平台核心概念和配置参考 Use when this capability is needed.

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Tokamak Network Overview

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Marp形式の資料化依頼時に、referenceテンプレートを使ってスライド生成プロンプトを作成し、生成済みMarkdownを.mdへ保存するAgent Skill Use when this capability is needed.

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Skill Authoring Guide

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Design and implement memory systems for AI agents — short-term working context, episodic memory in vector stores, entity extraction into knowledge graphs, procedural memory for learned behaviors, and memory consolidation. Covers LangGraph memory, Mem0, and custom multi-tier architectures. Use when this capability is needed.

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Apply this skill when designing or reviewing Django models. Covers Meta class conventions, field choices patterns, custom managers, abstract base models, and model design principles. Triggered by phrases like 'Django model', 'models.py', 'abstract model', 'Meta class', or when creating new database models. Use when this capability is needed.

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Piata-AI.ro Romanian marketplace assistant. SQLite database, ethical operations, OpenWebUI training. Use when this capability is needed.

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LLM inference patterns — latency budgeting, caching, batching, quantization, and parallelism. Use when optimizing serving cost or tail latency. Use when this capability is needed.

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QA Agent Testing (Jan 2026)

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Audit and enforce doc quality. Use when checking coverage, freshness, runbook validity, or cleaning stale/duplicate markdown after LLM edits. Use when this capability is needed.

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Declares an agent capability statement for a bounded context. Use when this capability is needed.

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使用 Nano Banana Pro AI 构建科研报告和演示幻灯片。可生成高质量、视觉效果出色的 PDF 演示文稿，包含 AI 生成的幻灯片内容。适用于会议报告、学术研讨会报告、论文答辩幻灯片或各类科学演讲。提供幻灯片结构设计、版式与设计指导、时间安排建议以及视觉效果校验。 Use when this capability is needed.

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程式碼/報告生成。觸發詞：生成程式碼, Python 函數, LaTeX, 報告, export。 Use when this capability is needed.

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Use Inspect Scout to analyze agent trajectories from evaluation log files. Runs default and custom scanners to detect external failures, formatting issues, reward hacking, and ethical refusals. Use when user asks to check/analyze agent trajectories. Trigger when the user asks you to run the "Check Agent Trajectories" workflow. Use when this capability is needed.

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Core compilation algorithm for the LLM Wiki Compiler. Reads source files from configured directories and compiles them into topic-based wiki articles. Supports both knowledge mode (markdown files) and codebase mode (code repositories). Called by /wiki-compile command. Use when this capability is needed.

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LangChain framework for building LLM apps with agents, chains, and RAG across providers. Use for chatbots, tool-calling agents, and retrieval workflows in prototypes or production. Use when this capability is needed.

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PAI Brain orchestration for Piata-AI.ro. Uses SQLite, OpenWebUI (Sundar) for training, N8N MCP for automation. Ethical approach - no scraping. Use when this capability is needed.

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Distil a chat thread, research session, or working document into a structured wiki page capturing the current state of knowledge. Always use this skill when the user says /wiki-crystallize, 'save this to my wiki', 'capture what we've worked out', 'write this up as a wiki page', 'update my wiki from this conversation', 'we've covered a lot', 'before I close this chat', or 'let's wrap up this thread'. Also use proactively when the conversation has covered significant ground and capturing the findings would orient future sessions, the context is getting heavy and insights risk being lost, or the user signals they are ending a working session — even if they don't say 'wiki'. The chat is the scaffolding; the wiki page is the artefact. When in doubt whether a session wrap is being requested, use this skill. Requires filesystem read/write access. Use when this capability is needed.

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Generate a feature request prompt for another dot-ai project. Use when you need a feature implemented in a sibling project (MCP server, controller, etc.) to unblock work in the current project. Use when this capability is needed.

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查询NCBI ClinVar变异临床意义数据库。按基因/位置搜索，解释致病性分类，通过E-utilities API或FTP访问，注释VCF文件，用于基因组医学。 Use when this capability is needed.

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Enforces organon-tools ETHOS.md and PHILOSOPHY.md constraints during development. Use when adding CLI commands, verification gates, MCP tools, or fixing bugs in packages/tools/. Ensures 6 invariants (schema fidelity, test coverage, gates fail not warn, machine-parsable output, idempotency, semver) and 5 design principles (fail-fast, composability, testability, clarity). Use when this capability is needed.

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Use before WebSearch to check if you already have the answer, when stuck on an error to find past fixes, or when entering a familiar project to recall past sessions and file changes. Use when this capability is needed.

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> **User-question protocol:** Whenever this skill needs the user to pick between options, confirm an action, or answer a multiple-choice prompt, you MUST call the `AskUserQuestion` tool to render a proper interactive picker. Do NOT print numbered options as plain text and wait for the user to type a number — that produces a degraded UX. Free-form questions (open-ended typing) may be asked in prose, but any time you would write "1) … 2) … 3) …", use `AskUserQuestion` instead.

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Use this skill when the user needs to build a financial model, calculate unit economics, understand MRR/ARR/churn, or figure out their quit number. Covers SaaS metrics, CAC/LTV, burn rate, cash flow modeling, and making unit economics legible for non-finance founders.