🔍代码审查 / GitHub MCP 推荐

Create or modify SQLAlchemy models, queries, and Alembic migrations. Use when: defining new database tables, writing queries, creating migrations, checking model conventions, or understanding the database layer.

Work with the Docker Compose development environment. Use when: starting or stopping services, inspecting logs, opening a shell in a container, resetting the database, or understanding the service topology.

Write strongly-typed TypeScript code in Recharts

Open a named, traced browser session into an RVF cognitive container with a ruvector trajectory recording every action

Apply TypeScript style rules that prefer checked literal typing with satisfies and as const satisfies over unsafe assertions. Use when writing or reviewing TypeScript or TSX code, test fixtures, typed object literals, mocks, config objects, or table-driven cases.

Deploy, manage, and debug Kubernetes in production — Deployments, Services, Gateway API, Service Mesh (Istio/Linkerd/Cilium), eBPF observability (Cilium Hubble), security hardening (Pod Security Standards, OPA/Kyverno, seccomp, runtime security with Falco/Tetragon), Helm, HPA, PDB, topology spread, and debugging. Use when user asks to write K8s manifests, deploy to a cluster, debug pods, set up Gateway API, configure autoscaling, or harden cluster security. Do NOT use for Dockerfiles (use docker), CI/CD pipeline design (use ci-cd), or Terraform infrastructure (use terraform).

Use when writing service functions that perform multi-row database writes, bulk updates, reordering, or any operation that must succeed or fail atomically. Triggers on Kysely transactions, sortOrder updates, bulk inserts/updates, multi-table writes, and service functions with array/loop writes.

Design UI/UX systems with style guides, palettes, typography, and component specs for new interfaces

Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications. Use when implementing complex type logic, creating reusable type utilities, or ensuring compile-time type safety in TypeScript projects.

TypeScript and JavaScript expert with deep knowledge of type-level programming, performance optimization, monorepo management, migration strategies, and modern tooling.

Guides backend development with @podman-desktop/api and the bootc extension's RPC system. Covers container engine operations, provider management, RPC communication, build orchestration, VM management, and configuration. Triggers when working on packages/backend/ code, adding RPC methods to BootcAPI, implementing container/image operations, or asking about backend patterns.

后端测试编写指南，包括单元测试、集成测试和E2E测试的编写方法和最佳实践

后端API开发方法论，包括RESTful/GraphQL设计、请求验证、错误处理和安全实现

Adding or changing routes in `apps/api`. One source of truth (`defineApiEndpoint` + a Zod schema) becomes an HTTP endpoint, an OpenAPI operation, an MCP tool, and a TS SDK method — descriptions and contracts must be written with all four readers in mind.

Deploy to Vercel/Netlify. One-way ticket to production arranged. Use when user mentions deployment, Vercel, Netlify, analytics, or health checks. Do NOT load for: implementation work, local development, reviews, or setup.

Pods, Deployments, Services, ConfigMaps/Secrets, Ingress, PVC, Helm charts, kubectl, namespaces, probes, RBAC.

Pake project adapter for Waza check/code-review. Use for TypeScript CLI, Rust/Tauri, release artifact, and CI review.

GitHub issue, PR, and release operations via gh CLI. Not for code review or release builds.

Use when debugging or verifying numerical parity between pipeline implementations (e.g., research repo vs diffusers, standard vs modular). Also relevant when outputs look wrong — washed out, pixelated, or have visual artifacts — as these are usually parity bugs.

Test the Infisical secrets management UI end-to-end. Use when verifying secret CRUD operations, URL encoding fixes, or frontend API layer changes.

React vendoring and react-server layer boundaries. Use when editing entry-base.ts, $$compiled.internal.d.ts, compiled/react* packages, or taskfile.js copy_vendor_react. Covers the entry-base.ts boundary (all react-server-dom-webpack/* imports must go through it), vendored React channels, type declarations, Turbopack remap to react-server-dom-turbopack, ComponentMod access patterns, and ESLint suppression for guarded requires.

Typescript coding guidelines and conventions. Use this skill whenever working on Typescript source files (.ts or .tsx) including Vue framework (.vue) — editing, creating, reviewing, or refactoring Typescript code. This includes any task involving Typescript: writing new modules, fixing bugs, adding features, code review, or answering questions about Typescript code in the project.

Next.js 16 App Router performance, caching, server components, server actions, routing, and codebase-hygiene best practices — plus a category-major review/refactor algorithm with codebase-level (remove/dedup/reuse) findings. This skill should be used when writing Next.js 16 App Router code, configuring caching with 'use cache', building Server Components, setting up parallel/intercepting routes, configuring next.config.js OR proxy.ts, OR auditing/refactoring a Next.js codebase (single file or whole repo). This skill does NOT cover generic React 19 patterns (use react skill) or non-Next.js server rendering.

Review a ClickHouse Pull Request for correctness, safety, performance, and compliance. Use when the user wants to review a PR or diff.

Create, update, and manage GitHub issues using MCP tools. Use this skill when users want to create bug reports, feature requests, or task issues, update existing issues, add labels/assignees/milestones, set issue fields (dates, priority, custom fields), set issue types, manage issue workflows, link issues, add dependencies, or track blocked-by/blocking relationships. Triggers on requests like "create an issue", "file a bug", "request a feature", "update issue X", "set the priority", "set the start date", "link issues", "add dependency", "blocked by", "blocking", or any GitHub issue management task.

Turn a user request into a scheduled automation by configuring cron jobs, including session-bound follow-ups and periodic checks.

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

Design and implement automation workflows to save.

Executes approved shell commands, manages backups, and safely retrieves secrets from Bitwarden.

Convert CSS files to Tailwind utility classes. Use when migrating from vanilla CSS to Tailwind.

Kubernetes operations — deployment, management, troubleshooting, kubectl mastery. Use when the user mentions K8s, kubectl, pods, deployments, services, ingress, or cluster stability.

Design production-grade multi-agent workflows with clear pattern choice (sequential, parallel, hierarchical), handoff contracts, failure handling, and cost/context controls. Use when architecting a multi-step agent pipeline, choosing between single-agent vs multi-agent approaches, or refactoring an LLM workflow that suffers from context bloat or unreliable handoffs.

Audit automation job runs, logs, PR processing metrics, and AI-authored remote commits.

Guide PR automation and multi-agent orchestration library workflows.

Analyze a codebase and generate onboarding documentation for engineers, tech leads, and contractors. Fast fact-gathering and repeatable onboarding outputs. Use when onboarding a new engineer, writing architecture-overview docs for a new project, or producing tech-lead briefings for unfamiliar repos.

Design and ship production-ready MCP (Model Context Protocol) servers from OpenAPI contracts instead of hand-written tool wrappers. Python and TypeScript support, schema validation, safe evolution. Use when exposing an existing API as an MCP server, building tool integrations for Claude or Codex or Cursor, or scaffolding an MCP project from scratch.

Design production-ready observability strategies combining metrics, logs, and traces. Includes SLI/SLO design, golden-signals monitoring, alert optimization. Use when adding observability to a new service, refactoring alerting that is too noisy, or designing an SLO program before scaling production load.

Comprehensive REST API design review with automated linting, breaking-change detection, and design scorecards. Catches inconsistent conventions, missing versioning, and design smells before APIs ship. Use when reviewing a PR that adds or changes API endpoints, auditing an existing API for v2 migration, or establishing API standards for a team.

Find and read logs from Code OSS dev builds. Use when: finding logs, reading log files, debugging Code OSS, checking renderer logs, extension host logs, agent host logs, main process logs, investigating errors in dev builds.

Manages Kubernetes clusters and Helm charts. Use when the user wants to write Kubernetes manifests, create Helm charts, deploy applications, debug pods, configure networking (services, ingress), set up autoscaling, manage secrets and config maps, write operators, troubleshoot cluster issues, or implement GitOps workflows. Trigger words: kubernetes, k8s, kubectl, helm, helm chart, pod, deployment, service, ingress, namespace, configmap, secret, hpa, pvc, statefulset, daemonset, cronjob, operator, kustomize, argocd, flux, gitops, node pool, taint, toleration, affinity.

Build software with Cursor, the AI-powered code editor. Use when a user asks to configure Cursor rules, set up .cursorrules files, use Composer for multi-file edits, integrate MCP servers, or optimize AI-assisted coding workflows.

Automation and verification guide for running zero-native WebView shell apps. Use when the user asks to test an app, inspect runtime state, list windows, wait for readiness, reload a WebView, send bridge commands, debug why automation is not connected, create smoke tests, or verify a zero-native example in a GUI-capable session.

Read an existing repository's structure into the project cwd as a normalised snapshot the agent can analyse without re-walking the tree on every turn.

Extract design tokens (color / typography / spacing) from imported source code, screenshots, or Figma exports into the canonical token bag token-map consumes.

Use this plugin when the user wants to deploy an accepted static web artifact to Vercel or prepare an equivalent deployment handoff with preview and production URLs.

Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registry publishing.

Build MCP servers in Python with FastMCP. Define tools / resources / prompts, build the server, test locally, deploy to FastMCP Cloud or Docker. Use whenever the user mentions building an MCP server, exposing tools to LLMs, FastMCP, building a Claude integration, or troubleshooting FastMCP module-level server, storage, lifespan, middleware, OAuth, or deployment errors.

Performs an architectural and quality code review on a specified file or set of files. Checks for coding standard compliance, architectural pattern adherence, SOLID principles, testability, and performance concerns.