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- ▌ Domain Driven Design · tools-only bundlePlan and route Domain-Driven Design work from strategic modeling to tactical implementation and evented architecture patterns.
- ▌ UI Freeze · tools-only bundleProtects design and theme files from unintended changes. Locks tailwind.config, global CSS, and theme variables. Requires explicit confirmation before modifying UI components. Activate on changes to CSS, theme config, or layout components.
- ▌ AWS Cloudformation Elasticache · tools-only bundleProvides AWS CloudFormation patterns for Amazon ElastiCache. Use when creating ElastiCache clusters (Redis, Memcached), replication groups, parameter groups, subnet groups, and implementing template structure with Parameters, Outputs, Mappings, Conditions, and cross-stack references for distributed caching infrastructure.
- ▌ Replit Reliability Patterns · tools-only bundleImplement Replit reliability patterns including circuit breakers, idempotency, and graceful degradation. Use when building fault-tolerant Replit integrations, implementing retry strategies, or adding resilience to production Replit services. Trigger with phrases like "replit reliability", "replit circuit breaker", "replit idempotent", "replit resilience", "replit fallback", "replit bulkhead".
- ▌ Productivity Analyzer · tools-only bundleAnalyze labor productivity from site data. Compare planned vs actual, identify trends, benchmark against industry standards.
- ▌ Customerio Prod Checklist · tools-only bundleExecute Customer.io production deployment checklist. Use when preparing for production launch, reviewing integration quality, or performing pre-launch audits. Trigger with phrases like "customer.io production", "customer.io checklist", "deploy customer.io", "customer.io go-live".
- ▌ Firebase Vertex AI · tools-only bundleExecute firebase platform expert with Vertex AI Gemini integration for Authentication, Firestore, Storage, Functions, Hosting, and AI-powered features. Use when asked to "setup firebase", "deploy to firebase", or "integrate vertex ai with firebase". Trigger with relevant phrases based on skill purpose.
- ▌ Google Analytics · tools-only bundleComprehensive Google Analytics 4 guide covering property setup, events, custom events, recommended events, custom dimensions, user tracking, audiences, reporting, BigQuery integration, gtag.js implementation, GTM integration, Measurement Protocol, DebugView, privacy compliance, and data management. Use when working with GA4 implementation, tracking, analysis, or any GA4-related tasks.
- ▌ Retellai Prod Checklist · tools-only bundleExecute Retell AI production deployment checklist and rollback procedures. Use when deploying Retell AI integrations to production, preparing for launch, or implementing go-live procedures. Trigger with phrases like "retellai production", "deploy retellai", "retellai go-live", "retellai launch checklist".
- ▌ Wise Novice · tools-only bundleApproach problems with beginner's mind while asking penetrating questions. Use when seeking fresh perspectives, cutting through complexity, challenging expert assumptions, simplifying explanations, or when deep domain knowledge may be creating blind spots.
- ▌ Azure Mgmt Apimanagement Py · tools-only bundleAzure API Management SDK for Python. Use for managing APIM services, APIs, products, subscriptions, and policies. Triggers: "azure-mgmt-apimanagement", "ApiManagementClient", "APIM", "API gateway", "API Management".
- ▌ Specification Extractor · tools-only bundleExtract structured data from construction specifications. Parse CSI sections, requirements, submittals, and product data from spec documents.
- ▌ Supabase Multi Env Setup · tools-only bundleConfigure Supabase across development, staging, and production environments. Use when setting up multi-environment deployments, configuring per-environment secrets, or implementing environment-specific Supabase configurations. Trigger with phrases like "supabase environments", "supabase staging", "supabase dev prod", "supabase environment setup", "supabase config by env".
- ▌ Components Popup · tools-only bundleWhen the user wants to add, optimize, or audit popups or modals for lead capture or offers. Also use when the user mentions "popup," "modal," "lightbox," "overlay," or "exit-intent."
- ▌ Shopify Developer · tools-only bundleComplete Shopify development reference for Liquid templating, theme development (OS 2.0), GraphQL Admin API, Storefront API, custom app development, Shopify Functions, Hydrogen, performance optimisation, and debugging. Use when working with .liquid files, creating theme sections and blocks, writing GraphQL queries or mutations for Shopify, building Shopify apps with CLI and Polaris, implementing cart operations via Ajax API, optimising Core Web Vitals for Shopify stores, debugging Liquid or API errors, configuring settings_schema.json, accessing Shopify objects (product, collection, cart, customer), using Liquid filters, creating app extensions, working with webhooks, migrating from Scripts to Functions, or building headless storefronts with Hydrogen and React Router 7. Covers API version 2026-01.
- ▌ Vibe Explainer · tools-only bundleUser-facing voice that presents progress in plain language without jargon. ...
- ▌ Architect · tools-only bundleSoftware architecture specialist for Next.js/Supabase SaaS systems. Use PROACTIVELY when planning new features, designing database schemas, evaluating multi-tenant patterns, or making architectural decisions. Key capabilities: trade-off analysis, route/service/component design, multi-tenant data modeling, package boundary evaluation. Trigger phrases: 'design the schema', 'evaluate this architecture', 'plan the data model', 'what's the best approach for'. Do NOT use for implementation — use builder agents instead. <example> Context: User wants to design the database schema before building a feature user: "Design the schema for a notifications system — I need to store per-user notifications scoped to accounts." assistant: "I'll analyze the existing schema patterns and design a notifications table with proper account_id scoping, RLS policies, and foreign keys." <commentary>Triggers because the user is asking to design a database schema, which is core architectural work before implementation begins.</commentary>
- ▌ CLI Tools · tools-only bundleCommand line interface for diagnostics, draft management, and recording tools.
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- ▌ Env Scout · tools-only bundleUsed by /flow-next:prime to scan for environment setup, .env templates, Docker, and devcontainer configuration. Do not invoke directly.
- ▌ Plan Sync · tools-only bundleSynchronizes downstream task specs after implementation. Spawned by flow-next-work after each task completes. Do not invoke directly.
- ▌ Refactor · tools-only bundleUse for mechanical refactors across the codebase — "rename X to Y", "extract this to a helper", "move function to shared module". Performs comprehensive symbol search, updates all imports/exports, verifies with typecheck/tests. Flags ambiguous cases for human review.
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- ▌ Reviewer · tools-only bundleCode health reviewer specialist - suggests high-impact refactors based on...
- ▌ Debugger · tools-only bundleDebugging specialist for errors, test failures, and unexpected behavior. Use when encountering issues, bugs, or failures that need root cause analysis.
- ▌ Pro Plan · tools-only bundleTransform feature descriptions into well-structured project plans following conventions
- ▌ Book Metrics Generator · tools-only bundleThis skill generates comprehensive metrics reports for intelligent textbooks built with MkDocs Material, analyzing chapters, concepts, glossary terms, FAQs, quiz questions, diagrams, equations, MicroSims, word counts, and links. Use this skill when working with an intelligent textbook project that needs quantitative analysis of its content, typically after significant content development or for project status reporting. The skill creates two markdown files - book-metrics.md with overall statistics and chapter-metrics.md with per-chapter breakdowns - in the docs/learning-graph/ directory.
- ▌ Iterating · tools-only bundleMulti-conversation methodology for iterative stateful work with context accumulation. Use when users request work that spans multiple sessions (research, debugging, refactoring, feature development), need to build on past progress, explicitly mention iterative work, work logs, project knowledge, or cross-conversation learning.
- ▌ Brainstorm Solutions · tools-only bundleGenerate multiple viable solution options after research is complete, before converging on a single approach. Use when you need to explore the solution space, ask clarifying questions, and produce 3-5 distinct options to consider.
- ▌ Design Solution · tools-only bundleConverge on a single recommended solution after brainstorming options. Use when you have multiple candidate approaches and need to analyze trade-offs, select one, and define decision criteria before planning.
- ▌ Research Codebase · tools-only bundleResearch a task, problem, bug, or feature by exploring the codebase. Use when starting new work, encountering bugs, or needing to understand how existing implementation relates to a task. Triggers on "research", "investigate", "look into", or requests to understand implementation before making changes.
- ▌ 1k Git Workflow · tools-only bundleGit workflow and conventions for OneKey development. Use when creating branches, committing code, or creating PRs. Triggers on git, branch, commit, PR, pull request, merge, workflow.
- ▌ Code Review · tools-only bundleUse when reviewing code changes before committing, after implementing features, or when asked to review. Triggers on staged changes, PR reviews, or explicit review requests.
- ▌ Generating Patches · tools-only bundleGenerates git patch files from codebase modifications for local application. Use when user mentions patch, diff, export changes, bring changes back, apply locally, or after editing uploaded codebases.
- ▌ Agent Browser · tools-only bundleAI-optimized browser automation CLI with context-efficient snapshots. Use for long autonomous sessions, self-verifying workflows, video recording, and cloud browser testing (Browserbase).
- ▌ Helloagents · tools-only bundle用于处理软件开发/维护类请求(常见说法包括但不限于:修改、修复 bug、新增功能、开发模块、重构/优化、补充/编写/运行测试、生成并执行计划)。会自动判定是问答/改动/命令(~auto/~plan/~exec/~init),并选择咨询问答/微调/轻量迭代/标准开发/完整研发路径;需要写入时生成方案包(why/how/task)、执行与验证、同步知识库(helloagents/wiki、CHANGELOG、history/index),最终按统一输出格式汇总结果。
- ▌ Spring Boot Crud Patterns · tools-only bundleProvide repeatable CRUD workflows for Spring Boot 3 services with Spring Data JPA and feature-focused architecture; apply when modeling aggregates, repositories, controllers, and DTOs for REST APIs.
- ▌ Install Skill Tracker · tools-only bundleThis skill installs a complete Claude Code skill tracking system using hooks to automatically log skill usage, execution duration, token usage, and user prompts for later analysis. Use this skill when setting up activity tracking in a Claude Code project to identify patterns, monitor costs, and discover opportunities for new skills.
- ▌ Developing Preact · tools-only bundleSpecialized Preact development skill for standards-based web applications with native-first architecture and minimal dependency footprint. Use when building Preact projects, particularly those involving data visualization, interactive applications, single-page apps with HTM syntax, Web Components integration, CSV/JSON data parsing, WebGL shader visualizations, or zero-build solutions with CDN imports.
- ▌ Installing Skills · tools-only bundleInstall skills from github.com/oaustegard/claude-skills into /mnt/skills/user. Use when user mentions "install skills", "load skills", "add skills", "update skills", "refresh skills", or references a skill not currently installed.
- ▌ Duckdb Extensions · tools-only bundleBuilding DuckDB loadable extensions with CMake, FetchContent, and proper metadata handling
- ▌ Spring AI MCP Server Patterns · tools-only bundleModel Context Protocol (MCP) server implementation patterns with Spring AI. Use when building MCP servers to extend AI capabilities with custom tools, resources, and prompt templates using Spring's official AI framework.
- ▌ Maintenancepm · tools-only bundlePreventive maintenance schedules for MNMUK machine shop equipment. Covers DMG MORI, CITIZEN, MITSUBISHI EDM, Haas, and support equipment. USE WHEN user asks 'PM schedule', 'maintenance', 'service due', 'machine maintenance', 'what maintenance', or 'TPM checklist'.
- ▌ Sf Lwc · tools-only bundleLightning Web Components development skill with PICKLES architecture methodology, component scaffolding, wire service patterns, event handling, Apex integration, GraphQL support, and Jest test generation. Build modern Salesforce UIs with proper reactivity, accessibility, dark mode compatibility, and performance patterns.
- ▌ Manufacturingdemo · tools-only bundleDemo manufacturing knowledge base for Taylored Systems. Shows how tribal knowledge gets captured and made queryable. USE WHEN demonstrating to potential clients or answering manufacturing process questions.
- ▌ Context · tools-only bundlePersonal knowledge base integration via Obsidian vault. Provides semantic search, note retrieval, and context loading for Claude Code sessions. USE WHEN user says 'load context', 'search my notes', 'find in obsidian', 'what do I have on', 'check my vault', 'incoming notes', 'recent captures', 'semantic search', 'load project context' CAPABILITIES: - Search notes by tags, text, or semantic similarity - Load project-specific context into sessions - View incoming/unprocessed captures from Telegram - Read and create notes in Obsidian vault - Process captured content (images, documents, URLs) TOOLS: - `obs` CLI: ~/.claude/bin/obs/obs.ts - `ingest` CLI: ~/.claude/bin/ingest/ingest.ts
- ▌ Airbyte Connection Setup · tools-only bundleЭксперт Airbyte. Используй для настройки ETL/ELT пайплайнов, коннекторов, синхронизации данных и data pipelines.
- ▌ Bubble Chart Generator · tools-only bundleThis skill generates interactive Chart.js bubble chart visualizations for priority matrices and multi-dimensional data analysis. Use this skill when users need to create scatter plots with variable bubble sizes, particularly for 2x2 priority matrices (Impact vs Effort, Risk vs Value, etc.), portfolio analysis, or any visualization comparing items across two dimensions with a third dimension represented by size. The skill creates a complete MicroSim package with HTML, CSS, and documentation.
- ▌ Using Webctl · tools-only bundleBrowser automation via webctl CLI in Claude.ai containers with authenticated proxy support. Use when users mention webctl, browser automation, Playwright browsing, web scraping, or headless Chrome in container environments.
- ▌ Sf Data · tools-only bundleSalesforce data operations expert with 130-point scoring. Use when writing SOQL queries, creating test data, performing bulk data operations, or importing/exporting data via sf CLI.
- ▌ Accessibility Checker · tools-only bundleVerify accessibility (WCAG 2.1 Level AA) of React components. Use when creating UI components, forms, or when the user requests accessibility verification.
- ▌ Agentobservability · tools-only bundleReal-time observability dashboard for multi-agent Claude Code sessions. Visualize agent interactions, tool usage, and session flows in real-time through a web dashboard. Track multiple agents running in parallel with swim lane visualization, event filtering, and live charts. USE WHEN user says 'start observability', 'agent dashboard', 'monitor agents', 'watch agent activity', 'multi-agent monitoring', 'track subagents', or needs to debug multi-agent workflows. **Key Features:** - 🔴 Real-time event streaming via WebSocket - 📊 Agent swim lanes showing parallel execution - 🔍 Event filtering by agent, session, event type - 📈 Live charts for tool usage patterns - 💾 Filesystem-based (no database required) **Inspired by [@indydevdan](https://github.com/indydevdan)**'s work on multi-agent observability. **Our approach:** Filesystem + in-memory streaming vs. indydevdan's SQLite database approach.
- ▌ Frontend Design · tools-only bundleCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
- ▌ Unit Test Utility Methods · tools-only bundleUnit tests for utility/helper classes and static methods. Test pure functions and helper logic. Use when validating utility code correctness.
- ▌ Commit · tools-only bundleGenerate an AI-powered conventional commit message from your git diff and...
- ▌ Report Aggregator · tools-only bundleAggregates per-file analysis results and generates review-inline.txt and review-metadata.json
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- ▌ Kernel · tools-only bundleLoad anytime the working directory is a linux kernel tree, and always load it when you answer questions inside the kernel tree. Linux Kernel knowledge, subsystem specific details, analysis, review, debugging protocols. Read this anytime you're in the linux kernel tree
- ▌ Review · tools-only bundlePerform exhaustive code reviews using multi-agent analysis, ultra-thinking, and worktrees
- ▌ Logging · tools-only bundleUse only during context compaction or task completion. Consolidates and organizes work logs into the task's Work Log section.
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- ▌ Paper Audit · tools-only bundleUnified paper audit skill supporting Chinese & English academic papers. Supports LaTeX (.tex), Typst (.typ), and PDF (.pdf) input formats. Three modes: self-check (pre-submission), review (peer review simulation), gate (quality gate pass/fail). Use when user mentions: audit, review, check paper, paper quality, pre-submission check, score paper, or any paper auditing task.
- ▌ Work Backlog Item · tools-only bundleUse when working, planning, or closing a backlog item. Bridges backlog items to the SAM planning pipeline with optional GitHub Issue/Project/Milestone tracking. No args: interactive browser. With '#N': load item directly from GitHub Issue #N (labels and milestone are canonical status). With title substring: auto-grooming, RT-ICA gate, GitHub issue sync, SAM planning, plan reference recorded. '--auto {title}': fully autonomous mode — no AskUserQuestion calls, derives missing data from research files, logs all decisions, skips interactive GitHub prompts; suitable for agent use without human in the loop. 'close {title}': verifies plan checklist 100% complete, closes GitHub issue, marks DONE. 'resolve {title}': marks item no longer applicable with reason. 'setup-github': initializes labels, creates project and first milestone. Optional '--language {python|typescript|...}' and '--stack {python-fastapi|python-cli|...}' select Layer 1/2 profile. STOPS if item has existing Plan field or RT-ICA returns BLOCKED.
- ▌ Deep Research Main · tools-only bundleThis skill should be used when a user requests deep research on any topic. Example queries include "/deep-research", "deep research on", "리서치해줘", "딥리서치", "심층 연구", "[주제]에 대해 리서치해줘".
- ▌ Claude Capabilities · tools-only bundleCurrent Claude AI and Claude Code capabilities, features, and limits. Consult before making claims about what Claude can or cannot do, what features exist, model availability, pricing, or environment differences. Use when answering "can Claude do X?", comparing Claude AI vs Code, checking current model specs, or advising on which environment suits a task.
- ▌ Sepsis 3 Cohort · tools-only bundleIdentify Sepsis-3 patients using the consensus definition (SOFA >= 2 + suspected infection). Use for sepsis cohort studies, outcome research, or quality metrics.
- ▌ Weaviate · tools-only bundleSearch, query, and manage Weaviate vector database collections. Use for semantic search, hybrid search, keyword search, natural language queries with AI-generated answers, collection management, data exploration, filtered fetching, data imports from CSV/JSON/JSONL files, create example data and collection creation.
- ▌ Scientific Schematics · tools-only bundleCreate publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
- ▌ JSON Canvas · tools-only bundleCreate and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases, mind maps, flowcharts, or when the user mentions Canvas files in Obsidian.
- ▌ Tavily MCP · tools-only bundleSearch the web, extract page content, crawl sites, and conduct multi-source research via the Tavily MCP server. Use when user asks 'search for X', 'what's the latest on Y?', 'research this topic', 'extract content from this URL', 'crawl this website', 'map this site structure', or needs current web information, competitor analysis, or multi-source research. Do NOT use for library/framework documentation (use context7-mcp instead).
- ▌ Update Cite Count · tools-only bundleGuidelines for updating citation counts for papers in the section files using the `update_citation_counts.py` tool. USE FOR: Updating citation counts for papers listed in the section files to keep information current. DO NOT USE FOR: 1) Adding new papers to the section files; 2) Classifying entries into sections.
- ▌ Deepfake Detection · tools-only bundleMultimodal media authentication and deepfake forensics. PRNU analysis, IGH classification, DQ detection, semantic forensics, and LLM-augmented sensemaking for the post-empirical era. Use when working with deepfake, media forensics, fake detection, synthetic media, prnu, image authentication, video verification, disinformation.
- ▌ Citation Management · tools-only bundleComprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.
- ▌ Sirs Criteria · tools-only bundleCalculate SIRS (Systemic Inflammatory Response Syndrome) criteria for ICU patients. Use for historical sepsis definitions, inflammatory response assessment, or research comparing SIRS vs Sepsis-3.
- ▌ Subsection Writer · tools-only bundleWrite survey prose into per-section files under `sections/` so each unit can be QA\x27d independently before merging. **Trigger**: subsection writer, per-section writing, split sections, sections/, 分小节写, 按章节拆分写作. **Use when**: `Approve C2` is recorded and writer packs exist (`outline/writer_context_packs.jsonl`); you want evidence-bounded drafting without a monolithic one-shot draft. **Skip if**: `DECISIONS.md` approval is missing, or `outline/evidence_drafts.jsonl` / `citations/ref.bib` is missing. **Network**: none. **Guardrail**: do not invent facts/citations; no TODO/ellipsis leakage; keep citations subsection- or chapter-scoped; H3 body files and chapter leads must not contain headings.
- ▌ Extract Expertise · tools-only bundleExtracts expertise from domain experts and transforms it into working Claude skills. Guides through structured conversations to capture mental models, workflows, principles, and best practices.
- ▌ Groom Backlog Item · tools-only bundleGroom backlog items — trigger /groom-backlog-item <title|section|all> — fact-checks item claims against primary sources, runs RT-ICA per item, then spawns @backlog-item-groomer agents. Writes groomed content into per-item files in .claude/backlog/. Use when preparing backlog items for planning or execution.
- ▌ Total Recall · tools-only bundleSearch past conversations and sessions with Antonio. Use when he asks to remember/find something discussed before, what was decided about X, or to look back at previous sessions. Triggers: 'recuerdas cuando...', '¿qué decidimos sobre...?', 'busca en conversaciones anteriores', 'find where we discussed...'. Requires contextify CLI.
- ▌ Monitoring Cross Chain Bridges · tools-only bundleMonitor cross-chain bridge TVL, volume, fees, and transaction status across networks. Use when researching bridges, comparing routes, or tracking bridge transactions. Trigger with phrases like "monitor bridges", "compare bridge fees", "track bridge tx", "bridge TVL", or "cross-chain transfer status".
- ▌ Comorbidity Score · tools-only bundleCalculate Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index for hospital admissions. Use for risk adjustment, mortality prediction, case-mix analysis, or comparing comorbidity burden across patient populations.
- ▌ SEO · tools-only bundleComprehensive SEO analysis for any website or business type. Performs full site audits, single-page deep analysis, technical SEO checks (crawlability, indexability, Core Web Vitals with INP), schema markup detection/validation/generation, content quality assessment (E-E-A-T framework per Dec 2025 update extending to all competitive queries), image optimization, sitemap analysis, and Generative Engine Optimization (GEO) for AI Overviews, ChatGPT, and Perplexity citations. Analyzes AI crawler accessibility (GPTBot, ClaudeBot, PerplexityBot), llms.txt compliance, brand mention signals, and passage-level citability. Industry detection for SaaS, e-commerce, local business, publishers, agencies. Triggers on: "SEO", "audit", "schema", "Core Web Vitals", "sitemap", "E-E-A-T", "AI Overviews", "GEO", "technical SEO", "content quality", "page speed", "structured data".
- ▌ Nda Triage Anthropic · tools-only bundleScreen incoming NDAs and classify them as GREEN (standard), YELLOW (needs review), or RED (significant issues). Use when a new NDA comes in from sales or business development, when assessing NDA risk level, or when deciding whether an NDA needs full counsel review.
- ▌ Literature Review · tools-only bundleConduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).
- ▌ Latex Paper En · tools-only bundleLaTeX academic paper assistant for English papers (IEEE, ACM, Springer, NeurIPS, ICML). Use when writing, reviewing, compiling, or improving English LaTeX academic papers. Use when user mentions compile, grammar, bibliography, deai, translate, title, logic, reviewer perspective, or any LaTeX paper quality improvement task. Domains: Deep Learning, Time Series, Industrial Control.
- ▌ Latex Posters · tools-only bundleCreate professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.
- ▌ Policyengine Code Organization · tools-only bundleCode organization patterns for PolicyEngine - variable naming conventions, folder structure, file organization
- ▌ DOCX · tools-only bundleGenerate and edit Word documents (.docx). Supports professional documents including covers, charts, track-changes editing, and more. Suitable for any .docx creation or modification task.
- ▌ Deep Research · tools-only bundleComprehensive research assistant that synthesizes information from multiple sources with citations. Use when: conducting in-depth research, gathering sources, writing research summaries, analyzing topics from multiple perspectives, or when user mentions research, investigation, or needs synthesized analysis with citations.
- ▌ Scientific Slides · tools-only bundleBuild slide decks and presentations for research talks using Nano Banana Pro AI. Generates stunning PDF presentations with AI-generated slides. Use for conference presentations, seminar talks, thesis defense slides, or any scientific talk. Provides slide structure, design guidance, timing recommendations, and visual validation.
- ▌ Peer Review · tools-only bundleSystematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines.
- ▌ Research Methodology · tools-only bundleBest practices for systematic research, source evaluation, and evidence gathering
- ▌ Convert PDF To Epub · tools-only bundleConvert PDF books to EPUB format for e-readers. Use when user asks to convert PDF to EPUB, create an e-book from PDF, make PDF readable on Kindle/phone/tablet, or extract book content from PDF. Handles: chapter detection, image extraction with optimization, footnotes/endnotes with hyperlinks, reading order for multi-column layouts. Validates conversion quality automatically.
- ▌ Front Matter Writer · tools-only bundleWrite the survey\x27s front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph. **Trigger**: front matter writer, introduction writer, related work writer, abstract writer, discussion writer, conclusion writer, 引言, 相关工作, 摘要, 讨论, 结论. **Use when**: you are in C5 (prose allowed) and need the paper-like \"shell\" to stop the draft reading like stitched subsections. **Skip if**: `Approve C2` is missing in `DECISIONS.md`, or `citations/ref.bib` is missing (generate citations first). **Network**: none. **Guardrail**: no pipeline jargon in final prose; no repeated evidence disclaimers; do not invent facts/citations; only use keys present in `citations/ref.bib`.
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- ▌ First Icu Stay · tools-only bundleIdentify first ICU stays and first hospital admissions for cohort selection. Use to exclude readmissions, create independent observations, or build adult patient cohorts.
- ▌ Create M4 Skill · tools-only bundleGuide users through creating M4 skills with proper structure, provenance tracking, and tier assignment. Use when users want to create a new M4 skill, document a clinical concept, or contribute a skill to the M4 skills library.
- ▌ Research Pipeline Runner · tools-only bundleRun this repo’s Units+Checkpoints research pipelines end-to-end (survey/综述/review/调研/教程/系统综述/审稿), with workspaces + checkpoints. **Trigger**: run pipeline, kickoff, 继续执行, 自动跑, 写一篇, survey/综述/review/调研/教程/系统综述/审稿. **Use when**: 用户希望端到端跑流程(创建 `workspaces/<name>/`、生成/执行 `UNITS.csv`、遇到 HUMAN checkpoint 停下等待)。 **Skip if**: 用户明确要手工逐条执行(用 `unit-executor`),或你不应自动推进到 prose 阶段。 **Network**: depends on selected pipeline (arXiv/PDF/citation verification may need network; offline import supported where available). **Guardrail**: 必须尊重 checkpoints(无 Approve 不写 prose);遇到 HUMAN 单元必须停下等待;禁止在 repo root 创建 workspace 工件。
- ▌ Analytics AI Traffic · tools-only bundleWhen the user wants to track AI search traffic in GA4 or GSC. Also use when the user mentions "AI traffic," "ChatGPT referral," "Perplexity traffic," "AI Overviews," "GA4 AI sources," or "AI search analytics."
- ▌ Deep Research Query · tools-only bundleThis skill should be used when a user wants to build a structured research query interactively before starting deep research. Example queries include "/deep-research query", "리서치 쿼리 만들어줘", "research query builder", "structured research query", "쿼리 빌더".
- ▌ RAG · tools-only bundleProvides patterns to build Retrieval-Augmented Generation (RAG) systems for AI applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.