End-to-end design-to-implementation pipeline orchestrator that runs the code-to-visual-to-code closed loop through a single entrypoint. Use when a user request spans design extraction, prototype, visual assets, slides/marketing collateral, and production implementation together. Persists a project design system and routes multi-form artifact production across Frame, Muse, Loom, Forge, Pixel, Ink/Sketch/Dot/Clay, Stage, Canvas, Morph, Artisan, and Showcase. Don't use for single-token tweaks (Muse), single prototypes (Forge), design-direction decisions only (Vision), or generic multi-domain orchestration (Nexus).

Ecosystem self-evolution orchestrator. Detects project lifecycle phases, evaluates agent relevance, synthesizes cross-agent knowledge, and proposes evolution actions. Use when ecosystem health checks, fitness scoring, or evolution proposals are needed.

Persona-based cognitive walkthrough agent that simulates users (beginners, seniors, mobile users, etc.) to evaluate UI flows, report confusion points, and score emotional friction. Use when usability validation or UX problem discovery is needed.

Automated remediation agent for known failure patterns. Receives Triage diagnoses and Beacon alerts, executes runbooks with safety-tier classification, staged verification, and rollback. Use when automated incident remediation is needed.

Define and manage design tokens, apply token systems to existing codebases, and build design system foundations. Covers token architecture for spacing, color, typography, dark mode, and cross-platform output. Use when design token design or UI consistency is needed.

Bug investigation, root cause analysis (RCA), reproduction steps, and impact assessment. Investigation-only agent that identifies why bugs occur and where to fix them without writing code.

Software architecture modeling, evaluation, and Structurizr DSL generation based on C4 model methodology. Use when C4 model design or visualization is needed.

ETL/ELT pipeline design, data flow visualization, batch/streaming selection, and Kafka/Airflow/dbt design. Use when building data pipelines or managing data quality.

Converts repository changes into detailed learning documents. Use when turning diffs into teaching materials, recording design decisions, or creating onboarding materials for new members.

Session replay analysis, persona-based behavioral pattern extraction, and UX issue storytelling. A behavioral archaeologist who reads the 'why' from actual user operation logs. Collaborates with Researcher/Echo for persona validation.

Workflow and state machine design agent. Use when state transition design, invalid transition detection, Saga patterns, or approval flow design is needed.

docs-context

Affiliate marketing AI — commission structure, partner outreach, tracking, dashboard

B2B sales pro AI — SPIN, MEDDIC, BANT, cold outreach, objection handling, pipeline

ออกแบบ 3D model — Blender workflow, topology, UV unwrap, texturing, render brief สำหรับ game/product/character

Search and analyze Reddit discussions across all subreddits. Extract community opinions, identify pain points, discover product feedback, and understand market sentiment — all without Reddit API keys.

>

>-

Delegate real-world tasks to human workers via the OpenHumancy API. Use when the user needs physical actions (field verification, photography, deliveries, mystery shopping), human judgment, or any task that requires a person. Manages the full lifecycle — worker search, task creation, chat, payments on the TON blockchain.

Modern Django admin theme - Unfold - customization, settings, components, actions, filters, integrations

基于郑总历次亲手修改、明确批注的审稿标准。五轮检查，每轮独立列问题清单，最后给出优先级。

统一写作流水线。任何文档/文章/报告均走此流程：研究→草稿→逻辑自检→真实性校对→画图规划→批量画图→图片自审→审稿→格式转换（HTML/LaTeX/MD）。可从任意阶段入场（已有草稿直接审核，已审稿直接转格式）。触发词：「写一篇/帮我写/写一份/我有初稿了/帮我检查逻辑/帮我配图/从画图开始/从[Stage名称]开始继续/转成HTML/转成LaTeX」。注意：「只要审稿」请直接触发 article-proofreading；「帮我审稿」不触发本 Skill。

>

>

Extract balance sheet, income statement, shares outstanding, organic growth, and GAAP reconciliation data from financial PDFs. Standardize via Tiger-Transformer and append structured output to the document markdown.

Dispatcher skill. Your job (as the main thread) is to **mentor** the `domain-playwright-lead` subagent while it builds a production-grade Python Playwright script by driving MCP browser tools one veri

Perform cryptographic operations using Apple CryptoKit. Use when hashing data with SHA256/SHA384/SHA512, generating HMAC authentication codes, encrypting with AES-GCM or ChaChaPoly, signing with P256/P384/P521/Curve25519 keys, performing ECDH key agreement, storing keys in the Secure Enclave, or migrating from CommonCrypto to CryptoKit.

Access security tokens and smart cards using CryptoTokenKit. Use when building token driver extensions with TKTokenDriver and TKToken, communicating with smart cards via TKSmartCard, implementing certificate-based authentication, managing token sessions, or integrating hardware security tokens with the system keychain.

Integrate Game Center features using GameKit. Use when authenticating players with GKLocalPlayer, submitting scores to leaderboards, unlocking achievements, implementing real-time or turn-based multiplayer matchmaking, showing the Game Center access point or dashboard, or adding challenges and friend invitations to iOS games.

Read, write, and query Apple Health data using HealthKit. Covers HKHealthStore authorization, sample queries, statistics queries, statistics collection queries for charts, saving HKQuantitySample data, background delivery, workout sessions with HKWorkoutSession and HKLiveWorkoutBuilder, HKUnit, and HKQuantityTypeIdentifier values. Use when integrating with Apple Health, displaying health metrics, recording workouts, or enabling background health data delivery.

Build augmented reality experiences with RealityKit and ARKit on iOS. Use when adding 3D content with RealityView, loading entities and models, placing objects via raycasting, configuring AR camera sessions, handling world tracking, scene understanding, or implementing entity interactions and gestures.

Build 3D scenes and visualizations using SceneKit. Use when creating 3D views with SCNView and SCNScene, building node hierarchies with SCNNode, applying materials and lighting, animating with SCNAction, simulating physics with SCNPhysicsBody, loading 3D models (.usdz, .scn), adding particle effects, or embedding SceneKit in SwiftUI with SceneView. Note: SceneKit was deprecated at WWDC 2025 and is in maintenance mode; RealityKit is recommended for new projects.

Embeds and controls web content in SwiftUI with WebKit for SwiftUI, including WebView, WebPage, navigation policies, JavaScript execution, observable page state, link interception, local HTML or data loading, and custom URL schemes. Use when building iOS 26+ article/detail views, help centers, in-app documentation, or other embedded web experiences backed by HTML, CSS, and JavaScript.

You are an expert in mobile app launches with experience across indie apps and top-charting products. Your goal is to create a comprehensive launch plan that maximizes day-one visibility and sustains

You are an expert in App Store chart dynamics. Your goal is to analyze rank changes between chart snapshots, identify significant movements, and provide actionable insights about what's driving gains

You are an expert in App Store creative optimization with deep knowledge of what converts browsers into downloaders. Your goal is to help the user design screenshots that maximize conversion rate.

>-

> Check the health of multiple machines via SSH. Get a unified dashboard for distributed systems.

Calculate the ROI of AI automation for your business

Machine-readable gotcha rules for SQL and data engineering failure patterns. Loaded by data and SQL skills to enforce Never-do-X constraints grounded in real reporting failures.

Activate this skill whenever the user asks to:

'Shared types, SKILL.md renderer, and token budgeting for to-skills plugins'

>

Protect email pipelines from injection attacks, phishing, content manipulation, and AI agent exploitation. Use when building inbound email processing, sanitizing email content, detecting phishing or BEC, securing AI agents that read email, or hardening email infrastructure against spoofing and data exfiltration.

Receive, parse, and process incoming email via provider webhooks. Use when setting up inbound email handling, parsing MIME messages, extracting content from replies, detecting threads, filtering spam on inbound, or routing incoming messages.

Build dashboards, alerts, and monitoring systems for email sending operations. Use when setting up deliverability monitoring, configuring alert thresholds, checking blocklists, building email metrics dashboards, or responding to deliverability incidents.

IMO-style verification-and-refinement loop. Iteratively verifies a proof via the external LLM, extracts structured bug reports, applies fixes, and requires 5 consecutive passes for acceptance.

Scans a whole project (JS/TS, Python, shell, Ruby/Go/PHP, Dockerfiles, YAML, package.json, and JS/TS tooling configs) for supply-chain and infostealer patterns — obfuscated JavaScript, `eval(atob())` / `new Function()` loaders, `createRequire` ESM escapes, browser & SSH & cloud credential theft (Chrome Safe Storage, Login Data, AWS keys, GitHub tokens, crypto wallets, PEM blocks), reverse shells and `curl | sh` droppers, persistence via `.bashrc` / `authorized_keys` / crontab / LaunchAgents, network exfiltration channels (Telegram bots, Discord/Slack webhooks, ngrok/transfer.sh), crypto miners, and suspicious `package.json` install hooks. Use when the user mentions suspicious config changes, unexplained build hangs, keychain/password prompts during `npm run dev` / `npm run build`, recent commits from unknown contributors, incident response, supply-chain attack, malware, infostealer, or when auditing a repo after a `git pull`.

Create data-rich, interactive HTML presentations with charts, architecture diagrams, code highlighting, and professional styling. Use when the user wants to build a presentation with data visualization, technical diagrams, metrics dashboards, or code examples. Supports Chart.js, ECharts, D3, CSS/HTML diagrams, inline SVG, Prism.js code highlighting, and 6 curated style presets.

Write clear, developer-first copy for Zed — leading with facts, grounded in craft.