Redis
DatabaseCommonly used with
Skills using Redis (767)
deepspot-m
Generate transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Use when you need spatial gene expression in log1p-CPM for 224x224 tiles at about 20x, want to query protein-coding genes by symbol instead of a fixed panel, or want to run prediction across a whole slide after tiling with histolab.
gtars
Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and refget/BEDbase planning across Python, Rust, and the CLI.
chinese-commit-conventions
中文 commit 与 changelog 配置参考——Conventional Commits 中文适配、commitlint/husky/commitizen 中文模板、conventional-changelog 中文配置。仅在用户显式 /chinese-commit-conventions 时调用，不要根据上下文自动触发。
chinese-documentation
中文文档排版参考——中英文空格、全半角标点、术语保留、链接格式、中文文案排版指北约定。仅在用户显式 /chinese-documentation 时调用，不要根据上下文自动触发。
moai-domain-backend
Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns. Use when designing APIs, implementing server logic, authentication, or authorization.
moai-domain-database
Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and cloud database platforms (Neon, Supabase, Firestore). Use for schema design, query optimization, indexing strategies, data modeling, or cloud database selection. Cloud vendor guide absorbed from moai-platform-database-cloud.
labautoresearch
Self-improving loop for plugin skills. Reads program.md, proposes one mutation per iteration, evaluates against deterministic scorer, keeps improvements via git, reverts failures. Targets weakest skill+dimension. Use with /loop for overnight runs.
sl_capture
How to capture new reusable patterns into ktx's semantic layer - when a measure, segment, or join belongs in the catalog and how to write it generically so it stays small and useful over time. Loaded by the post-turn memory-agent only. The research agent does not write to the SL.
cloudrun-development
CloudBase Run backend development rules (Function mode/Container mode). Use this skill when deploying backend services that require long connections, multi-language support, custom environments, AI agent development, or migrating existing/GitHub apps that need VPC access to MySQL/PostgreSQL/Redis. Also use when diagnosing CloudRun container deploy failures (deploy_failed, readiness/probe failed, image won't start, docker.io pull loops). For stateless HTTP services, prefer HTTP cloud functions.
hunt-laravel
Hunt Laravel specific vulnerabilities — Debug mode leakage (APP_DEBUG=true exposes full stack trace + env vars), Laravel Telescope/Horizon dashboard unauthorized access, Ignition RCE (CVE-2021-3129), Signed URL manipulation, Queue Worker abuse, mass assignment via Eloquent, deserialization via cookies, .env file exposure. Use when target runs Laravel (PHP) — detected via X-Powered-By, Laravel session cookies, or /storage/ paths.
hunt-nosqli
Hunt NoSQL Injection — MongoDB operator injection ($where, $regex, $gt, $ne), CouchDB, Redis command injection, auth bypass via NoSQLi, data dump. Use when target uses MongoDB/Mongoose, CouchDB, Redis, or shows NoSQL error messages.
polar-local-environment
This skill should be used when setting up or managing Polar local development environment with Docker.
wrangler
Run or troubleshoot Wrangler CLI commands and configure Worker projects for local development, deployment, and Cloudflare resource management.
architecture-diagram
Diagram a system or technical architecture — services, data stores, and how they connect. Use when asked to draw an architecture, show how components fit together, map a system/data flow, or visualize services and dependencies. Produces a ready-to-render Mermaid diagram with grouped subgraphs (renders live, exportable as PNG/SVG) plus a component legend and notes.
architecture
架构设计能力索引。API设计、安全架构、云原生、数据安全。当用户提到架构、设计、API、云原生时路由到此。
document-hunter
Searches and retrieves documents from free public sources using automated browser navigation. Use when research needs primary source documents like court filings, government reports, or public records.
deploy
Elixir/Phoenix deployment patterns — Dockerfile, fly.toml, runtime.exs, mix release, rel/ overlays. Use when configuring Fly.io, Docker, CI/CD, health checks, or production migrations.
health
Service/infra health via liveness/readiness checks, resource usage, quick diagnostics. Triggers: health check, services up, system status, infra health, degraded service.
leader
把一句话的想法拆成 AI agent 能独立跑完的目标任务书。用户说「帮我给 agent 写个目标」「帮我详细拆一下这个目标」「写个任务书/brief 给 agent」「写个 goal 提示词」「让 agent 自己跑这个项目」「把活分给几个 agent 并行」时使用。先进代码库实测、必要时联网调研，再一次性提问（≤5 个），产出一份 ≤4000 字符、直接粘进 /goal 就能跑的任务书，含实测数字、白名单地界、防作弊验收和断点续跑。执行型与探索型（调研/选型/找方案）自动分流。
skill-creator
Create, edit, improve, tidy, review, audit, or restructure memmy-agent skills and SKILL.md files.
skillify
Turn a repeatable workflow from the current session into a reusable OMC skill draft
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. Use when building or reviewing Node.js, Express, or Next.js API routes and their data access.
aws-cloudformation-elasticache
Provides AWS CloudFormation patterns for ElastiCache Redis or Memcached infrastructure, including subnet groups, parameter groups, security controls, and cross-stack outputs. Use when designing cache tiers, high-availability replication groups, encryption settings, or reusable CloudFormation templates for application caching.
troubleshoot
Debug DashClaw errors, signal issues, and misconfigurations
backlink-analyzer
Use when analyzing backlink profiles, link authority, toxic links, link-building opportunities, or competitor link gaps. 外链分析/反向链接
authentication-patterns
Authentication patterns: session vs JWT vs OAuth comparison, provider selection (NextAuth, Clerk, Supabase Auth), security checklist, and common mistakes. Use when implementing auth, reviewing auth flows, or choosing auth providers.
caching
Caching strategies — invalidation, TTL guidelines, cache keys, cache layers, and when not to cache. Use when implementing or reviewing caching logic.
aspire
Build, upgrade, and operate Aspire 13.4.x C# or TypeScript application hosts with the current CLI, AppHost, ServiceDefaults, integrations, dashboard, testing, MCP, and deployment patterns for distributed apps. USE FOR: Aspire.AppHost.Sdk, Aspire.Hosting.*, DistributedApplication.CreateBuilder, apphost.mts, createBuilder, WithReference, WaitFor, AddProject, AddRedis, AddPostgres, aspire run, aspire init, aspire. DO NOT USE FOR: unrelated stacks; generic tasks that do not need this specific guidance. INVOKES: inspect the repository context, edit targeted files, and run relevant build, test, lint, or validation commands when changes are made.
vp
Cross-cell coordination - resolve conflicts, decide pivots.
chaos
Injects controlled faults for resilience testing on non-prod. Triggers: chaos, fault injection, latency injection, dependency kill, resilience test.
researcher
Research analyst in a multi-bot group chat — synthesizes background information, fact-checks claims, identifies knowledge gaps, and suggests next steps. Use when the conversation needs context, a factual claim needs verification, someone asks for background research, or a discussion lacks supporting evidence.
honey-memory
Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session. Stores only the stable, expensive-to-rediscover, not-in-the-code context — architecture + why, build/test/run commands, decisions and dead-ends — as human-readable markdown, versioned with the code so it can't silently rot. Use when asked to set up project memory/context, stop agents re-grepping the codebase, scaffold or refresh a PROJECT.md / CLAUDE.md memory section, or cut cold-start rediscovery cost. Prose context only — never code, config, or data.
nemo-relay-plugin-adaptive-tuning
Use this skill when baseline NeMo Relay instrumentation exists and the user wants to configure or evaluate adaptive plugin behavior, including telemetry, state, adaptive_hints, tool_parallelism, ACG, hint consumption, or measured rollout.
azure-cloud-architect
Design Azure architectures for startups and enterprises. Use when asked to design Azure infrastructure, create Bicep/ARM templates, optimize Azure costs, set up Azure DevOps pipelines, or migrate to Azure. Covers AKS, App Service, Azure Functions, Cosmos DB, and cost optimization.
anti-patterns
Catalogue of known SDLC anti-patterns that great_cto agents must actively reject when reviewing architecture, plans, code, or post-mortems. Used by architect (pre-impl), pm (planning), senior-dev (impl), l3-support (post-incident).
vertical-real-estate
Residential-proptech domain knowledge so architect / pm aren't naive when speccing real-estate products (listings, lead-crm, transaction-coordination, property-mgmt). Codifies MLS/IDX reality, listing status lifecycle + syndication canonical-source, long-cycle lead nurture, transaction-coordination as the high-pain wedge, and the must-model entities. Applied during spec authoring so the architecture reflects how real estate actually works — not a generic CRUD assumption.
env-manager
环境变量管理器：扫描、校验、同步 .env 文件，生成安全配置模板
external-resource-context
Records where resources outside the repository live (design source, design system, API schema, IaC source, secret store) and how design, implementation, and verification reach them. Use when work depends on an external resource, or when the user mentions design source, design system, API schema, IaC source, secret store, or canonical source.
memorix
Use when Claude Code needs Memorix shared memory, reasoning, Git Memory, mini-skills, session handoff, orchestration coordination, or integration troubleshooting.
run
Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).
ideagram
Turn a concept, feature description, blog post, or pitch into a single beautiful, on-brand illustration by matching it to a real unDraw illustration in a local library and recoloring it to the brand accent — genuine illustrator quality, not an AI-drawn approximation. Use whenever the user asks to "make an illustration," "create a graphic," "visualize this concept," "explain this visually," wants something "unDraw-style" or "Storyset-style," needs a hero/feature/blog illustration, or says an idea needs a picture. Trigger even if they don't name a style — "make something to explain X" or "I need a graphic for this tweet" both qualify.
dt-obs-azure
Azure cloud resources including VMs, VMSS, SQL Database, Storage, AKS, App Service, Functions, VNet networking, load balancers, Event Hubs, Container Apps, and Key Vault. Monitor Azure infrastructure, analyze resource usage, audit security posture, and manage organizational hierarchy across subscriptions and resource groups.
subscription-recovery
Suede-owned recovery discipline for recurring charges billed outside Amazon: App Store, Google Play, PayPal, direct-bill streaming, gyms, news, and SaaS. Use when the user wants to find, audit, cancel, or dispute a subscription they may have forgotten, is being charged for twice, or no longer uses. Every cancellation and dispute requires the user to name the service first. Never enters payment credentials and never promises a refund. Requires Claude in Chrome for browser actions. NOT FOR: Amazon returns, restocking fees, or Amazon-billed Prime Video Channels, Audible, Kindle Unlimited, or Prime (use amazon-returns-recovery); merchant-side dunning and cancel-flow design (use suede-churn-prevention).
conducting-cyber-risk-assessment-with-nist-800-30
Conduct a defensible cybersecurity risk assessment using the NIST SP 800-30 Rev 1 methodology: prepare scope and a risk model, identify threat sources and threat events, identify vulnerabilities and predisposing conditions, determine likelihood and impact, compute risk, and communicate results as a prioritized risk register. Use when an organization needs an actual risk *assessment* (not a maturity score), when a control framework (CSF, ISO 27001, RMF, SOC 2, PCI) requires a documented risk analysis as input, when leadership asks "what are our top risks and how bad are they", when assessing risk for a new system or major change, or when building a risk register from scratch. This is the methodology that feeds framework selection, ATO packages, and treatment decisions. Keywords: risk assessment, NIST 800-30, threat modeling, likelihood and impact, risk register, risk analysis, threat sources, vulnerabilities, risk determination, qualitative risk, risk matrix, residual risk, risk treatment.
dia-source-analysis
Analyze / reverse-engineer the locally installed Dia Browser mac app (The Browser Company; bundle id company.thebrowser.dia; shares ArcCore with Arc). Inspect its app bundle, extract its Bun/TypeScript agent-server source from shipped source maps, fingerprint the runtime, read native-Swift symbols, and map its AI-agent / sandbox / on-device-ML architecture. Invoke when the user wants to study how Dia works internally, extract Dia's agent code, or compare Dia's agent/terminal approach against termio. (User sometimes voice-types the name as 'DotBrowser' — same app.)
async-jobs
Async job processing patterns for background tasks, Celery workflows, task scheduling, retry strategies, and distributed task execution. Use when implementing background job processing, task queues, or scheduled task systems.
distributed-systems
Distributed systems patterns for locking, resilience, idempotency, and rate limiting. Use when implementing distributed locks, circuit breakers, retry policies, idempotency keys, token bucket rate limiters, or fault tolerance patterns.
multi-module-maven
Use when working in a multi-module Maven project. Covers parent POM conventions, shared dependency management, inter-module rules, build ordering, and Spring Boot 4 modular starter selection.
spring-data-redis
Use when implementing caching, session storage, rate limiting, or any Redis integration. Covers cache-aside pattern, key naming, TTL strategy, and serialization config.
claude-md-review
Audit a CLAUDE.md file for the patterns that actually degrade Claude Code's output — vagueness, unnamed files, stale facts, and bloat. Use when asked to review, audit, improve, shrink, or fix a CLAUDE.md, and when a project's results feel inconsistent or Claude keeps rediscovering the same context.
agents-consilium
Query external AI agents (Codex, Claude Code, OpenCode, native Grok Build, Gemini) for independent second opinions, multi-depth code review, repository context exploration, and full-YOLO single-agent delegation. Three public modes via scripts/consilium: review (read-only ask/code), explore (read-only exploration of a local or remote repository — clones remotes, answers from cited evidence, Grok 4.5 by default), and delegate (exact agent, no sandbox; optional --steerable long session with steer/status/cancel, plus --detach to outlive the caller and wait/watch/list to block on, follow, or rediscover a run). Use for architecture choices, security review, deep multi-stage review, understanding an unfamiliar or third-party codebase, handing a whole task to one agent, or waiting on a delegated agent that was started earlier. Not for simple questions answerable from docs or the codebase.
eisland-dev-add-maxexpand-tab
为 eIsland 灵动岛的 MaxExpand（全展开）模式添加一个新的 Tab 页面。当用户要求创建新的 MaxExpand 页面、添加全展开界面组件（如计算器、时钟、天气面板、便签、日历等）时使用此 skill。 即使用户只说"新建一个 maxexpand 界面"、"加个全展开页面"、"在 maxexpand 里加个 XX"， 也应触发。此 skill 覆盖从类型注册、设置配置、懒加载/即时加载渲染到 i18n 国际化的全部 8 个 修改点，确保新 Tab 完整可用且可在设置中拖拽排序与切换可见性。
loom-background-jobs
Background job processing patterns including job queues, scheduled jobs, worker pools, retry strategies, and delivery guarantees.
memory
Use durable BB memory when prior project knowledge or cross-project user preferences can improve the current task, and save durable new learning through the bb memory CLI.
budget-rebalance
Rebalance campaign budgets across all configured platforms based on strategy and performance signals. Use when the user asks to optimize budgets, redistribute spend, scale efficient campaigns, or cap overspending ones. Reads STRATEGY.md goals, analyzes campaign efficiency, and proposes budget changes with rationale. Also use when the user asks in Japanese (予算を最適化して / 予算の再配分 / 好調なキャンペーンに予算を寄せて / 予算リバランス).
build-oxygen6-page
Use when building or rebuilding a page, header, footer, or template on an Oxygen 6 (Jenga) site, or when a previous attempt produced a blank page, one raw HTML block, or 'Unknown element'. Hands the agent the Oxygen 6 element schemas and the Template Content Area rule. Not for Oxygen Classic.
ai-cost-token-optimizer
Expert guide for LLM API cost optimization, Prompt Caching, model routing (Flash/Pro/Opus), semantic caching, and token budgeting / Panduan ahli optimasi biaya API LLM, Prompt Caching, model routing, dan semantic caching.
background-jobs-queue-expert
Dedicated deep-dive for BullMQ v5, Trigger.dev v3, Inngest, delayed jobs, job deduplication, idempotency, dead letter queues, and job priority / Panduan mendalam untuk BullMQ v5, Trigger.dev v3, Inngest, delayed jobs, deduplikasi job, idempotency, dead letter queue, dan prioritas job.
cron-scheduler-expert
Expert guide for scheduled tasks, cron jobs, recurring background work (Vercel Cron, Cloudflare Workers Cron, Inngest, node-cron), and distributed scheduling / Panduan ahli untuk tugas terjadwal, cron job, pekerjaan latar belakang berulang, dan penjadwalan terdistribusi.
edge-serverless-db-expert
Expert guide for Serverless & Edge Databases (Neon Serverless Postgres, Cloudflare D1, Turso/libsql, Upstash Redis), cold-start mitigation, and connection pooling / Panduan ahli database Serverless & Edge (Neon, Cloudflare D1, Turso, Upstash).
event-driven-architect
Expert guide for microservices, message queues, Event Sourcing, and high-scale backend architectures / Panduan ahli untuk arsitektur microservices, antrean pesan, dan backend skala tinggi.
michel-run-local-dev-stack
The canonical recipe for starting, checking, and stopping the Packmind local dev stack with Docker Compose — the single source of truth other skills and the Michel agent defer to. Covers bringing the full stack (PostgreSQL, Redis, NestJS API, React/Vite frontend on :4200, MCP server, nginx) up in the background, the init services (dependency install + TypeORM migrations) you must wait on, the critical host-port trap that the API on container port 3000 is NOT exposed to the host and must be reached via the frontend Vite proxy at localhost:4200/api/v0, confirming the API and frontend are actually serving before you depend on them, the persistent-volume gotcha that leaves stale Postgres schema and node_modules behind between runs, building the CLI, and tearing everything down so no container is left blocking the run. Use this whenever you need Packmind running locally — to verify a change, record a UI or CLI demo, hit the API, seed data, or reproduce a bug — and whenever you are about to start or stop `docker co
byot-e2e-validation
Use when writing e2e tests for BYOT/AWID team-certificate auth, testing aw id request --team-auth, building a docker awid-service harness, or validating replay, revocation, fail-closed, and team-scoping behavior.
prime-context
Use before starting pipeline work on a Ready feature the agent hasn't worked yet. Triggers — "/engineer.prime-context", "prime context", "load context before we start", "get up to speed on feature X".
platform-distribution-advisor
Recommends the best platforms for distributing a finished piece of content, with a ranked list and a brief rationale for each recommendation based on the content type, format, length, and intended audience.
caching-patterns
Redis caching strategies, cache invalidation, write-through/write-behind, TTL management, and cache stampede protection.
alibaba-migration-architect
Plan Alibaba Cloud migrations using SMC (Server Migration Center), DTS (Data Transmission Service) for data sync, OSSImport for object storage migration, and design cutover sequencing with rollback paths.
alibaba-migration-architect
Plan Alibaba Cloud migrations using SMC (Server Migration Center), DTS (Data Transmission Service) for data sync, OSSImport for object storage migration, and design cutover sequencing with rollback paths.
environment-setup
Analyzes the project repository and guides the user through full local development environment setup — runtime tools, services, configuration, test toolchain, and verification. Use when running /sddp-devsetup.
go-performance-review
Review Go code for performance issues including slice/map pre-allocation, string concatenation, N+1 queries, connection pool configuration, sync.Pool, memory alignment, lock scope, buffered I/O, and HTTP transport tuning. Trigger when code contains make(), loops, database queries, string building, sync primitives, HTTP clients, or hot-path operations. Use for performance-focused review.
agf-writing-github-issue
Use whenever a user, product-lead, or qa-engineer wants to create a GitHub issue in the project repo — including phrases like "提一个 issue / 写一个 issue / 报 bug / 把这个开成 issue / gh issue / 上 GitHub / track 一下 / 立个 ticket". Provides the required-field skeleton, locked label set (type / area / epic / priority / severity / phase), gh CLI heredoc template, and the QA-auto-issue exception path. Replaces ad-hoc `gh issue create` calls with inconsistent titles / missing labels / freestyle bodies.
django-seedkit
Bootstrap a new Django project, or add components — auth (allauth, magic-link, axes, 2FA), payments (Stripe, dj-stripe), REST (django-modern-rest, django-bolt), Celery / django-tasks, async views & WebSockets (ASGI, uvicorn worker, django-channels, channels-redis), Tailwind+DaisyUI, favicon, SEO meta tags + sitemap, HTML email templates, S3 storage, structlog, healthchecks, Docker, CI, deploy (VPS / Fly / GitHub-SSH), dbbackup, Sentry/Bugsink — to an existing Django codebase. Use whenever the user wants to scaffold Django, integrate a Django package, set up async / WebSockets, set up production deploys, wire CI/CD, or extend an existing Django project.
close
End session with verification, commits, and documentation
fedora-knowledge-patch
Fedora Linux
fabric-reference
Read-only runbook for how the VNX fabric actually works — state resolution, the single-entry dispatch door, gate invocation, the horizon planning layer, the plan-gate panel, and the hard gotchas that repeatedly bite (PATH-break, dual-CLI, codex-cert, classifier-protected actions). Use when you need to look up a fabric operation instead of rediscovering it, or when a fabric command behaves unexpectedly. Companion to the t0-orchestrator skill (judgment) and vnx-manager (infra maintenance); this one is pure reference.
section-drafter
Dispatches N writer agents in parallel, one per H2 section, each receiving an isolated context with section spec + style references + research brief slice. Writes each section to workspace/{task}/sections/{N}.json conforming to section.schema.json. Critical Build phase step. Use after outline-architect produces outline.json.
better-auth-security-best-practices
Configure rate limiting, manage auth secrets, set up CSRF protection, define trusted origins, secure sessions and cookies, encrypt OAuth tokens, track IP addresses, and implement audit logging for Better Auth. Use when users need to secure their auth setup, prevent brute force attacks, or harden a Better Auth deployment.
technical-runbook
Write a production operations runbook that provides on-call engineers with step-by-step procedures for operating, monitoring, and recovering a system. Covers system overview, alert response procedures, common failure modes, diagnostic commands, escalation paths, and maintenance procedures. Modeled on Google SRE runbook standards.
bolt
Optimizing frontend (re-render, memoization, lazy loading) and backend (N+1, indexing, caching, async) performance, plus continuous auto-tuning loops for GC/threadpool/cache/worker settings.
guardian
Gatekeeping Git/PR by classifying change essence and recommending granularity, naming, and strategy. Use when PR preparation or commit strategy is needed.
relay
Integrating messaging platforms and bots: channel adapters, webhook handlers, WebSocket servers, event-driven architecture, bot command frameworks. Use for Slack/Discord/Teams integration.
tempo
Designing scheduling and time-aware logic for cron, timezone/DST, retry/backoff, and business-calendar systems. Use when schedule design is needed.
documentation-and-adrs
Architecture Decision Records(ADR) 작성 + 기술 문서화 자동화. 아키텍처 결정을 구조화된 ADR로 기록하고, API 문서·README·기술 가이드를 생성. "ADR 작성", "아키텍처 결정 기록", "기술 문서화", "ADR" 요청에 실행. /adr로 실행.
docker-patterns
Docker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration. Use when setting up containerized development environments or reviewing Docker configurations.
caching-strategy-advisor
Recommends the right caching layer, TTL strategy, and invalidation approach for any application bottleneck.
docker-compose-generator
Generates production-ready docker-compose.yml files for any application stack.
govard-magento
This skill should be used when the user asks to "clear Magento cache", "flush redis cache", "run Magento CLI", "run bin/magento commands", "deploy static content", "setup:di:compile", "reindex catalog", "run indexer commands", "enable/disable modules", "start frontend sync", "run browser-sync", "set up live reload for Hyva/Luma", or "govard frontend". Provides Magento-specific Govard shortcuts and commands. DEPENDENT on govard-toolbox for base commands.
magento2-performance-audit
This skill should be used when the user asks to "audit performance", "check Core Web Vitals", "run Lighthouse", "check server configuration", "verify Redis/Varnish setup", "analyze database queries", "find N+1 query issues", "review indexer configuration", "check cron health", "debug cache flush", asks "why does full_page cache keep flushing", wants to "trace FPC invalidation", or reports "too many ajax requests", a "customer data section reload storm", or a "crawler overloading server". Performs a comprehensive performance and health audit for Magento 2 projects against Adobe Commerce Best Practices. DEPENDENT on magento2-dev-core for code-level performance patterns.
rseng-licensing
Covers how to license research software: copyright and public-domain basics, choosing between permissive, copyleft, and Creative Commons licenses, basic compatibility with dependency licenses, and adding a LICENSE file or per-file SPDX/REUSE metadata. Use when the user asks which open source license to pick, how to add a LICENSE file, what MIT vs GPL vs Apache means, whether two licenses are compatible, how to license documentation or data alongside code, or mentions REUSE, SPDX, CC0, or public domain. Also use PROACTIVELY when a repository has no LICENSE file - an unlicensed repository legally blocks all reuse. (Full dependency-tree audits, SPDX expressions, dual licensing and CI license enforcement are rseng-license-compliance.)
servd
Servd (servd.host) — Craft-specialised managed hosting for Craft CMS. Covers git push-to-deploy with the optional servd.yaml build config, local → staging → production environments with uni-directional Project Config sync, the servd/craft-asset-storage plugin (S3-backed Flysystem volumes on the svdcdn.com CDN, off-server image transforms, Imager-X/ImageOptimize integrations), Servd's static caching (full vs tag-based purge, {% dynamicInclude %}, CSRF injection, cache-busting) and running Blitz alongside it in reverse-proxy mode, MariaDB/MySQL databases over an SSH tunnel, automatic + manual backups, the Dedicated Queue Runner, environment variables and secrets, the ephemeral load-balanced filesystem (Redis + remote volumes for runtime files), plugin/feature constraints, and Servd-vs-Craft-Cloud differences. Triggers on: servd.yaml, servd/craft-asset-storage, servd-asset-storage plugin handle, SERVD_PROJECT_SLUG, SERVD_SECURITY_KEY, SERVD_BUNDLE_HASH, files.svdcdn.com, Servd static caching, {% dynamicInclude %
moai-domain-backend
Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns. Use when designing APIs, implementing server logic, authentication, or authorization.
moai-domain-database
Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and cloud database platforms (Neon, Supabase, Firestore). Use for schema design, query optimization, indexing strategies, data modeling, or cloud database selection. Cloud vendor guide absorbed from moai-platform-database-cloud.
agent-memory
Use when an agent needs state that survives a session or a context compaction. Covers what to persist, file-based memory, structuring notes for retrieval, and preventing memory from becoming stale.
unity-cli
Drive a live Unity Editor or Player with unity-cli. Use when a task must inspect or change Unity scenes, GameObjects, components, transforms, prefabs, materials, project assets, play mode, screenshots, profiler recording, or execute C# inside Unity; also use for Unity console maintenance and unity-cli setup, status, refresh, snippets, or custom commands. Do not use for source-only Unity coding that does not require interaction with the live Editor or Player.
feature-planning
Break features into implementation plans, acceptance criteria, and sequenced tasks.
supabase-arch
Supabase 架構決策指南。Use when planning new features, deciding between RPC vs Edge Function, choosing tech approaches, or asking architecture questions. Always use this skill for Supabase architecture decisions and technology routing.
create-adr
Interactively create an architecture decision record (ADR). Use when the user wants to document an architectural decision, technology choice, or significant design decision. Guides through context gathering, options analysis, and consequence documentation.
pywry-orientation
When to reach for PyWry MCP tools (native webview rendering, Plotly, TradingView, AgGrid, chat) instead of writing Flask/Streamlit/Dash/Electron code. Use at the start of any task involving interactive UI, dashboards, charts, or chat widgets driven from Python.
redis-cache-strategy
Redis caching strategy designer and reviewer. ALWAYS use when designing, reviewing, or troubleshooting Redis caching layers — cache pattern selection (cache-aside, write-through, write-behind), TTL strategy, cache stampede/penetration/avalanche prevention, hot key handling, cache-DB consistency, distributed locking, key naming, and degradation design. Use even for "just add a cache" requests — cache invalidation is one of the two hard problems in computer science, and a naive implementation creates subtle consistency bugs that surface only under load.
institutional-memory-distill
Distill decisions, reasoning, and rejected alternatives from PRs, design docs, and postmortems into the project's decision_ledger, so ult-context-generate's trip-wire can surface institutional memory before new work quietly repeats settled ground. Do NOT use to query the ledger against new work or decide revise/proceed/escalate -- that's ult-context-generate/SKILL.md Step 7.7's job.
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