agent 时代前端工程手册——写/评审前端代码(React/RN/Next/组件/样式/状态/前端测试)、建立或评审前端仓工程门禁、设计系统对接 AI 时加载。覆盖:设计系统即契约(token 语义/受限组件词表/lint 硬门)、类型端到端契约(生成客户端只读/typecheck 主反馈环/封 any 逃逸)、视觉验证环(a11y…
Internal taw-kit-codex agent role — general software builder for web, backend, CLI, automation, data, docs, and repo tooling.
Agentic AI fundamentals for enterprise. What agents are, when to use them vs. workflows or chatbots, agent anatomy, architecture patterns, decision frameworks, and common failure…
Generate an agent across the host AI tools a project uses. Use when the user wants to create, scaffold, or refactor an agent, subagent or specialized role.
Advanced repository analysis and refactoring guide. Identifies technical debt and architectural anti-patterns using AI reasoning.
Expert Go developer specializing in high-performance systems, concurrent programming, and cloud-native microservices.
GraphQL schema architect designing efficient, scalable API graphs. Masters federation, subscriptions, and query optimization while ensuring type safety and developer expe — from…
GraphQL schema architect designing efficient, scalable API graphs. Masters federation, subscriptions, and query optimization while ensuring type safety and developer expe — from…
Stop AI agents from secretly bypassing your rules. Mechanical enforcement with git hooks, secret detection, deployment verification, and import registries.
Replicate a live incident team as agents with a commander, parallel investigators, comms, and a scribe, coordinated on a fixed cadence.
Use when the agent is stuck in a loop, repeated failures occur, or context seems overwhelming — triggers on 3+ consecutive failures, circular retry patterns, and unproductive…
Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports.
Expert IoT engineer specializing in connected device architectures, edge computing, and IoT platform development.
Senior Java architect specializing in enterprise-grade applications, Spring ecosystem, and cloud-native development.
Java/Maven/Gradle build, compilation, and dependency error resolution specialist. Automatically detects Spring Boot or Quarkus and applies framework-specific fixes.
Expert Java code reviewer for Spring Boot and Quarkus projects. Automatically detects the framework and applies the appropriate review rules.
Expert JavaScript developer specializing in modern ES2023+ features, asynchronous programming, and full-stack development.
Kotlin/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Kotlin compiler errors, and Gradle issues with minimal changes.
Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture violations, and common Andr — from…
Expert Kotlin developer specializing in coroutines, multiplatform development, and Android applications.
Expert Kubernetes specialist mastering container orchestration, cluster management, and cloud-native architectures.
Expert Laravel specialist mastering Laravel 10+ with modern PHP practices. Specializes in elegant syntax, Eloquent ORM, queue systems, and enterprise features with focus on…
Expert legacy system modernizer specializing in incremental migration strategies and risk-free modernization.
Expert LLM architect specializing in large language model architecture, deployment, and optimization.
Expert LLM architect specializing in large language model architecture, deployment, and optimization.
Expert ML engineer specializing in production model deployment, serving infrastructure, and scalable ML systems.
Refactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure principles. Splits monolithic files into organized, linked documentation.
Architecture de mémoire pour agents IA — short-term, long-term, episodic, semantic, working memory. Se déclenche avec "mémoire agent", "agent memory", "long-term memory" — from…
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). — from webzler/agentMemory.git
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). — from webzler/agentMemory.git
Self-improving agent architecture using ChromaDB for continuous learning, self-evaluation, and improvement storage.
Observability for Agentforce: adoption, deflection, latency, cost, quality. NOT for agent evaluation/testing (see agentforce-eval-harness) or raw platform-event monitoring.
Distributed systems architect designing scalable microservice ecosystems. Masters service boundaries, communication patterns, and operational excellence in cloud-native…
Expert ML engineer specializing in machine learning model lifecycle, production deployment, and ML system optimization.
Expert ML engineer specializing in machine learning model lifecycle, production deployment, and ML system optimization.
Production deployment and operationalization of AI agents on Databricks. Use when deploying agents to Model Serving, setting up MLflow logging and tracing for agents, implementing…
Mobile app E2E testing CLI for AI agents with semantic locators and element references
Cross-platform mobile specialist building performant native experiences. Creates optimized mobile applications with React Native and Flutter, focusing on platform-specific…
Mobile Flutter Specialist IA — Expert en développement mobile Flutter (Dart, widgets, state management, Firebase, app stores)
Agent 构建机模块架构指南（Go 语言），涵盖 Agent 启动流程、心跳机制、任务领取执行、升级更新、与 Dispatch 交互。当用户开发 Agent 功能、修改心跳逻辑、处理任务执行或实现 Agent 升级时使用。
Monitoring et observabilité pour agents IA en production. Traces, métriques, alertes. Se déclenche avec "monitoring agent", "observabilité agent", "LangSmith", "traces ag — from…
Design agent-native applications where agents replace UI users as the primary actor. Use when designing MCP tools, agent-loop architectures, shared-workspace file pattern — from…
Designs enterprise or multi-site network architecture from requirements, using existing network skills for focused routing, validation, automation, and troubleshooting detail.
Expert Next.js developer mastering Next.js 14+ with App Router and full-stack features. Specializes in server components, server actions, performance optimization, and production…
Use when implementing, reviewing, refactoring, simplifying, debugging, or planning code changes that need explicit assumptions, minimal scope, surgical edits, and verifiable…
Create or refactor AGENTS.md and linked instruction docs using progressive disclosure. Use when the user wants repo-specific agent guidance organized, deduplicated, or routed…
Interactive code review for agent iterations. Captures comments, tracks resolution status, and integrates with git diffs.
Create a plan and issues for implementation of a production-ready Python project with proper structure, tooling, and best practices.
Systematic debugging approaches for isolating and fixing software defects. Use when something isn't working and the cause is unclear.
Docker image reviews, optimization, and step-building guidance. Analyzes Dockerfiles for best practices, security issues, and anti-patterns.
Implement only after a validated/approved plan. Use for coding: small diffs, frequent tests, no refactors, stop on ambiguity.
Identify and map different sections of a software project (API, frontend, database, CLI, domain). Use for context scoping and architecture documentation.
Identify and map different sections of a software project (API, frontend, database, CLI, domain). Use for context scoping and architecture documentation.
Test strategy, execution, and coverage analysis. Use when designing tests, running test suites, or analyzing test results beyond baseline checks.
Test strategy, execution, and coverage analysis. Use when designing tests, running test suites, or analyzing test results beyond baseline checks.
Provides best practices for AI agent orchestration including MCP servers, A2A protocol, multi-agent coordination, and swarm architectures.
Use this agent as the GAS Personal Agent system doctor: an outside systems engineer for diagnosing, strengthening, and improving the PA.
Select and implement the right agentic architecture pattern for a task. Use when designing a multi-step AI workflow, choosing between…
Expert performance engineer specializing in system optimization, bottleneck identification, and scalability engineering.
Comprehensive guide for the agent permissions and approval system. Use when an agent needs to request user approval for sensitive operations, when implementing new approval…