Redis
DatabaseCommonly used with
Skills using Redis (283)
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.
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.
skillify
Turn a repeatable workflow from the current session into a reusable OMC skill draft
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.
polar-local-environment
This skill should be used when setting up or managing Polar local development environment with Docker.
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.
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.
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.
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
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.
health
Service/infra health via liveness/readiness checks, resource usage, quick diagnostics. Triggers: health check, services up, system status, infra health, degraded service.
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.
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.
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.
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
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.
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.
memorix
Use when Claude Code needs Memorix shared memory, reasoning, Git Memory, mini-skills, session handoff, orchestration coordination, or integration troubleshooting.
caching-patterns
Redis caching strategies, cache invalidation, write-through/write-behind, TTL management, and cache stampede protection.
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.
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.
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.
e2e
执行 E2E 测试用例。 根据测试用例的验证类型（ui/api/database）选择正确的工具执行验证。
worktree
创建 Git worktree 用于隔离开发新功能或修复 bug。 自动处理分支创建、worktree 设置、目录切换和开发环境初始化。
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
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.
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.
mkadvise
Turn a raw idea into ONE honest recommendation: interview one question at a time until the problem, requirements, goals, non-goals, and constraints are CONFIRMED, then deliver a single verdict — do, don't, cheaper alternatives, trade-offs, ordered checklist, success metrics. Required: the user wants exactly ONE recommendation — not options, not a debate — and their framing is open to challenge (advise may answer a different question than the one asked). Triggers on "what should I do about X", "advise me on X", "am I approaching this right", "is this the right move". Do NOT use to be interrogated with no recommendation (→ mk:grill) — advise also interviews one question at a time, but only to reach a verdict. Do NOT use when the framing is settled and only the options are open (→ mk:brainstorming). Do NOT use to decide whether something is worth building (→ mk:office-hours). Do NOT use when you want several perspectives to argue it out (→ mk:party).
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.
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.
fedora-knowledge-patch
Fedora Linux
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.
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.
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.
fastapi-senior-dev
Senior Python Backend Engineer skill for FastAPI. Use when scaffolding production-ready APIs, enforcing clean architecture, optimizing async patterns, or auditing FastAPI codebases.
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.
agent-routing
Decide which model (Haiku/Sonnet/Opus) and effort level each subagent gets, when to cascade cheap-first behind a verifier, and how to run improvement loops safely (evaluator-as-selector, stop on regression). Covers the Managed Agents effort mechanics (per-agent effort levels, cost lever) and how to watch a subagent fan-out stream live so loop and escalation gates have something to observe. Use when spawning subagents via the Agent or Workflow tools, when fanning out more than a handful of agents, or when the user asks which model or effort a task should route to. Routing heuristics grounded in measured calibration data (references/calibration-2026-07-15.md), not vibes; the Managed Agents API specifics are operational, not calibrated.
crabbox-setup
Scaffold an isolated CLOUD dev box per agent (via crabbox + Daytona) for any codebase — the parallel-safe counterpart to dev-local-setup. Each agent gets its own full stack (own DB + dev server) and an in-box browser for e2e, so concurrent loops never collide on ports/state. Sets up the snapshot image, .crabbox.yaml, an idempotent setup.sh (also boots the stack locally), and a cbx.sh wrapper. Use when the user says "set up crabbox", "give each agent its own box", "add cloud testing", "make this repo testable in the cloud / on Daytona", "parallel-test this", or when setup-codebase-harness needs true per-agent isolation.
inits
Creates or improves an AGENTS.md file. Use when onboarding to a repo, or capturing conventions, constraints, and rationale that are expensive to rediscover.
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.
ddev
DDEV local development environment for Craft CMS projects. ALWAYS load this skill when running any ddev command, configuring .ddev/config.yaml, or troubleshooting local container issues. Covers: config.yaml settings (project type, PHP/Node versions, database, docroot), shorthand commands (ddev composer, ddev craft, ddev npm), add-ons (ddev add-on get for Redis; built-in Mailpit), custom commands (.ddev/commands/), Vite dev server exposure (web_extra_exposed_ports, web_extra_daemons), database import/export (ddev import-db, ddev export-db, ddev craft db/backup), Xdebug toggling (ddev xdebug on/off), sharing local sites (ddev share, temporary public URLs), and troubleshooting (ddev poweroff, ddev logs, ddev describe, ddev delete, port conflicts, container restart issues). Triggers on: ddev start/stop/restart, ddev craft, ddev composer, ddev npm, ddev ssh, ddev import-db, ddev export-db, ddev xdebug, ddev share, ddev add-on, ddev poweroff, ddev describe, ddev logs, .ddev/config.yaml, web_extra_exposed_ports, web
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 %
thoroughness-scoring
Score every decision point with a Thoroughness Rating (1-10). AI makes the marginal cost of doing things properly near-zero — pick the higher-rated option every time. Includes scope checks to distinguish contained vs unbounded work.
feature-planning
Break features into implementation plans, acceptance criteria, and sequenced tasks.
skill-creator
Create, edit, improve, tidy, review, audit, or restructure memmy-agent skills and SKILL.md files.
resume-previous-plan
Use when the user wants to resume or rediscover an interrupted optim-plans run; read-only discovery only, not approval or execution.
export-catalogue
Use to produce a redistributable derivative of this catalogue at a target path — an organization rebrand or a domain re-purposing (a non-SDLC catalogue) — in white-label mode (zero upstream trace) or attributed mode (credit upstream, to grow a public ecosystem), with a fail-closed leak check. Triggers on "export a white-label copy", "make an unbranded fork", "produce a <domain> catalogue from this", "export an attributed derivative". Do NOT use to ingest units (use assimilate-primitive) or to add a pack (use propose-catalogue-pack).
multi-agent-architect
Design and optimize production-grade multi-agent systems with LangGraph, LangChain, and DeepAgents for complex AI workflows.
adr
Rédige un Architecture Decision Record (MADR léger) depuis un artifact (pitch/plan/review/report) ou un topic libre — contexte, drivers, options, conséquences. Produit `docs/adr/NNNN-<slug>.md` avec backlinks et index auto.
tech-plan
Cadre une évolution technique transverse (perf, résilience, observabilité, sécu, scalabilité) — motivation, baseline AVANT, options, plan incrémental avec kill switch et métriques. Produit `docs/story/<NNN>-t-<slug>/plan.md`.
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.
sales-bagisto
Bagisto platform help — open-source (MIT) Laravel/PHP eCommerce framework for developers and makers: products, orders, carts, customers, and checkout via a REST API and a GraphQL API (Shop + Admin), plus multi-vendor marketplace, POS, B2B, and multi-channel/headless storefronts, self-hosted or on Bagisto Cloud. Use when building a Bagisto REST or GraphQL integration, authenticating requests (Laravel Sanctum bearer token, X-STOREFRONT-KEY storefront key, or JWT for the headless package), creating a guest cart token, pulling products/orders into a CRM or warehouse, fixing a broken install or slow page loads, fixing broken images after an APP_URL change, choosing self-host vs Bagisto Cloud, or comparing Bagisto to Medusa/Saleor/Shopify. Do NOT use for cross-cart checkout-conversion strategy (use /sales-checkout) or picking a Merchant of Record for global tax (use /sales-merchant-of-record).
arch-knowledge-patch
Arch Linux
bun-knowledge-patch
Bun
corpus-grounding-expander
Fetches and normalizes multi-version public-domain corpora into a single verified-axiom store for verbatim-relay grounding, recording per-version license and provenance.
dhh-rails-style
This skill should be used when writing Ruby and Rails code in DHH's distinctive 37signals style. It applies when writing Ruby code, Rails applications, creating models, controllers, or any Ruby file. Triggers on Ruby/Rails code generation, refactoring requests, code review, or when the user mentions DHH, 37signals, Basecamp, HEY, or Campfire style. Embodies REST purity, fat models, thin controllers, Current attributes, Hotwire patterns, and the "clarity over cleverness" philosophy.
govard-magento
Magento-specific Govard shortcuts and commands. Use when: - "Clear Magento cache", "flush redis cache" - "Run Magento CLI", "bin/magento commands" - "Deploy static content", "setup:di:compile" - "Reindex catalog", "indexer commands" - "Enable/disable modules" DEPENDENT on govard-toolbox for base commands.
magento2-performance-audit
Performs comprehensive performance and health audit for Magento 2 projects. Use when: - "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", "why does full_page cache keep flushing", "trace FPC invalidation" - "Too many ajax requests", "customer data section reload storm", "crawler overloading server" This skill runs automated checks against Adobe Commerce Best Practices. DEPENDENT on magento2-dev-core for code-level performance patterns.
better-auth-best-practices
Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables. Use when users mention Better Auth, betterauth, auth.ts, or need to set up TypeScript authentication with email/password, OAuth, or plugin configuration.
build-feature-store
Build a feature store using Feast for centralized feature management, configure offline and online stores for batch and real-time serving, define feature views with transformations, and implement point-in-time correct joins for ML pipelines. Use when managing features for multiple ML models, ensuring training-serving consistency, serving low-latency features for real-time inference, reusing feature definitions across projects, or building a feature catalog for discovery and governance.
conductor
Context-Driven Development: управляет документацией проекта в директории conductor/ (product.md, tech-stack.md, workflow.md, tracks.md) для консистентной AI-assisted разработки. Отслеживает фазы проекта, обеспечивает context health, поддерживает командное выравнивание. Используй при старте нового проекта, онбординге в существующий, управлении tech-stack документацией. Триггеры: /conductor, "context-driven", "project context", "conductor setup", "настрой проект", "документация проекта", "track management", "workflow phases".
data-breach-blast-radius
Proactive blast radius analysis before a breach: sensitive data inventory, flow tracing, regulatory fine estimation (GDPR/CCPA/HIPAA), hardening roadmap. Triggers: /data-breach-blast-radius, breach impact.
agentcore-harness-builder
Build production-ready AWS Bedrock AgentCore Harness agents end to end — declarative model + system prompt, managed or BYO Memory, built-in Browser and Code Interpreter, Gateway/MCP tools, inline functions, Skills, versioning + endpoints (prod rollout/rollback), advanced config (truncation, limits, lifecycle, network, inbound auth), Observability (log delivery + tracing), Evaluations, Optimizations, Identity (outbound auth, Token Vault, credential providers), Policy guardrails, Payments, and the Agent Registry. Use whenever the user wants to create, configure, deploy, version, wire, harden, invoke, or troubleshoot an AgentCore Harness — or asks about AgentCore best practices, harness.json, CreateHarness/UpdateHarness/InvokeHarness, harness endpoints/qualifiers, attaching Memory, wiring browser/code-interpreter, adding skills, observability/log delivery, or A/B-testing prompts. Trigger even when the user describes a managed, declarative Bedrock agent with tools/memory/skills without saying "harness".
epub
Convert EPUB ↔ PDF bidirectionally. EPUB→PDF preserves layout for analysis; PDF→EPUB compresses and reflows for distribution and ereaders.
setup-working-genius
Optional per-repo configuration — pin the work-file directory and verify commands so every stage runs them the same way.
agenticx-memory-architect
Guide for setting up and using the AgenticX memory system including Mem0 integration, long-term memory, context management, and memory-enhanced agents. Use when the user wants to add memory to agents, persist conversation history, build memory-aware workflows, or integrate with Mem0 for long-term recall.
be-testing
Backend testing patterns — API request construction, response verification, database state checks, error handling testing, and adaptive tool detection.
lmcache-mp
LMCache multiprocess (MP) mode — standalone LMCache server in its own pod/process that vLLM connects to over ZMQ. Gives process isolation, no GIL contention on the inference path, one cache shared by multiple vLLM pods per node, and CPU-memory scaling independent of GPU memory. Covers the `LMCacheMPConnector` path (vs the in-process `LMCacheConnectorV1`), the DaemonSet+Deployment K8s pattern and LMCache Operator, the L1 (CPU DRAM) + L2 (NIXL, fs, mooncake_store, s3, Redis) cascade, the `lmcache/standalone` + `lmcache/vllm-openai` image pair, hybrid-attention model support (Gemma 3/4, Qwen3.5/3.6 GDN, DeepSeek-V4-Flash, GLM 5.x, MiniMax-M3) via `SupportsHMA`, and the production gotchas (`--no-enable-prefix-caching`, vLLM/lmcache version pins, object-group separation, cache_salt fallback bug).
open-webui-valkey-websocket
Deploy Open WebUI multi-pod with WebSockets and Valkey/Redis Sentinel at 1000+ user scale on Kubernetes. Centerpiece is the structural Socket.IO+Redis frame-amplification bug (#23733) that cripples multi-pod streaming, and the maintainer-endorsed mitigation (`CHAT_RESPONSE_STREAM_DELTA_CHUNK_SIZE`). Covers all multi-pod env vars, the custom-model-icon perf history (base64-in-/api/models, fixed late 2025–Apr 2026), the official helm chart's gaps (bundled Redis is unsuitable for production; no HPA/PDB/probes/sticky sessions), and the catalog of known multi-pod issues with current status.
redis-to-valkey
Migrate Redis deployments (especially Bitnami Redis Helm charts in Sentinel HA mode) to Valkey on Kubernetes, including fully air-gapped clusters. Core knowledge: the RDB-version wall (Valkey replicates/loads only from Redis ≤ 7.2.x; Redis 7.4+ writes RDB v12 which Valkey rejects; Valkey 9 writes its own v80 — a one-way door), the two transfer layers (version-bound REPLICAOF/DUMP-RESTORE vs version-agnostic logical replay with RedisShake or rdb-cli), a side-by-side cutover runbook, Valkey chart selection (groundhog2k / CloudPirates / official valkey-io tradeoffs), Bitnami-redis→valkey values translation, consumer-app reconnection (Sentinel discovery, master-set names, frozen redis_version 7.2.4), Prometheus exporter continuity, air-gap tool/image mirroring, and Argo CD source rewiring away from charts.bitnami.com. Part of the bitnami-exit suite.
traefik-hardening
Harden a Traefik 2.x/3.x reverse proxy against abusive or unwanted traffic — per-identity rate + concurrency limiting, IP allowlisting, request-body buffering, middleware chaining, keying limits on a JWT claim/header instead of raw source IP, air-gapped plugin loading (localPlugins/WASM), and detection/response via access logs. Built on the principle that a proxy usually CANNOT reliably tell a "bad" client from a "good" one (User-Agent and even TLS/JA3 fingerprints are spoofable; real humans burst while abusive scripts crawl) — so cap per-identity resource use regardless of client type rather than trying to classify. Covers the 2.x→3.x middleware deltas (IPWhiteList→IPAllowList, Redis-backed distributed RateLimit, status-based Retry), the single-leader-counting trap, and where Traefik's job ends and the app/backend must take over.
work-loop
Use this skill whenever you're implementing a non-trivial change -- a feature, a multi-file bug fix, a refactor, a migration, a framework or dependency upgrade, a schema or API change, performance work, an infrastructure or build-system edit, or anything spec-driven. Also triggered by argless resume phrases -- "resume", "continue", "keep going", "pick up where I left off", "let's get going" (bare phrases only; "resume the X project" or "resume the X investigation" routes to desk-research-project-status). It enforces the project's plan -> execute -> self-review -> fix loop with mechanical gates (lint, typecheck, tests) and adversarial review. Default to this skill for any task larger than a one-line edit.
pdlc-adopt
旧项目接入 PDLC
codex-implementation-loop
Delegate implementation work to Codex (via the codex-companion runtime), then review its diff, send it back to iterate, gate on the full test suite, and ship it as a PR. Use this whenever the user wants Codex to write code, mentions handing off / delegating implementation to Codex, asks to work through a plan or spec unit-by-unit with Codex doing the coding, or wants a review-and-merge loop wrapped around Codex output — and also when resuming such a loop ("keep going", "next unit", "继续下一个"). It encodes constraints that are expensive to rediscover: Codex runs in the real environment with effectively read-only git, must not be pointed at a full test suite by default, accepts only specific --effort values, and its self-report is a claim rather than evidence.
redis
Redis 数据库管理
codex-skeptic
Запускает Codex в режиме falsification-first: ломает идею/код/архитектуру ДО реализации. Ищет hidden assumptions, failure modes, edge cases. Возвращает confidence score и конкретные условия провала.
go-bootstrap
Bootstraps a new Go project from scratch with hexagonal architecture, testcontainers, CI pipeline, and the full skill/agent suite installed. Use when starting a new project or microservice.
go-product-manager
Decomposes a product specification into ordered features with dependencies, tracks progress, and drives sequential execution through the go-hexagonal pipeline. Use when building a full product from a spec document.
agent-interaction-audit
Load when the user asks for private agent interaction audits from local Codex/Claude Code traces, task profiles, tool-call decisions, collaboration bottlenecks, prompt/rule or automation-log audits, closeout retrospectives, or evidence-backed Skill/project-rule/Eval/SOP/OKF improvements.
skillmama
AI-Native Capability Discovery Engine — finds, scores, and ranks the best libraries, SDKs, and tools for your stack using a 5-tier search and deterministic ranking formula (Compatibility 40% / Popularity 30% / Maintenance 15% / Simplicity 15%).
api-database-redis
Redis in-memory data store patterns with ioredis and node-redis -- caching, sessions, rate limiting, pub/sub, streams, queues, transactions, cluster
api-database-upstash
Upstash serverless Redis -- REST-based client, auto-serialization, pipelines, rate limiting, QStash, edge compatibility, global replication
backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
docker-patterns
Docker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.
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).
messaging
Message queues, events, and async communication patterns
shipkit-architecture-map
Maintain a code-derived 'current belief of the system architecture' map — key applications, datastores, contracts, and integration points. Triggers: 'map architecture', 'architecture map', 'what does the system look like', 'refresh architecture map'.
orcy-pulse
Mission signal board protocol for structured agent-to-agent and human-to-agent communication. Use when working on multi-agent missions, when you need to share findings with partners, when you encounter blocker signals that create clearance tasks, or when you see pulse data in get-context responses.
oncall-handoff
Hand off an on-call rotation by transferring open incidents, watch items, and the tribal context runbooks miss. Use at the end of a shift or rotation when the pager passes to the next responder and continuity of understanding matters.
fastapi-senior-dev
Senior Python Backend Engineer skill for FastAPI. Use when scaffolding production-ready APIs, enforcing clean architecture, optimizing async patterns, or auditing FastAPI codebases.
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