AICL-Lab

启动本地 VitePress 服务器，在 http://localhost:5173 预览文档站点

创建高质量 MCP（模型上下文协议）服务器的指南，使 LLM 能够通过精心设计的工具与外部服务交互。在构建 MCP 服务器以集成外部 API 或服务时使用，无论是 Python（FastMCP）还是 Node/TypeScript（MCP SDK）。

分析会议转录和录音，揭示行为模式、沟通洞察和可行的反馈。识别何时回避冲突、使用填充词、主导对话或错失倾听机会。非常适合寻求改善沟通和领导技能的专业人士。

为 Slack 创建优化动画 GIF 的工具包，包含大小约束验证器和可组合动画原语。当用户请求为 Slack 创建动画 GIF 或表情动画时使用此技能，例如"为 Slack 制作一个 X 做 Y 的 GIF"。

分析职位描述并生成定制简历，突出相关经验、技能和成就，最大化面试机会

使用 Twitter 开源算法洞察分析和优化推文以获得最大传播范围。根据推荐系统对内容的排名方式重写和编辑用户推文，以提高参与度和可见性。

创建有效技能的指南。当用户想要创建新技能（或更新现有技能）以扩展 Claude 的专业知识、工作流程或工具集成能力时，应使用此技能。

通过分析你的业务、搜索目标公司并提供可操作的接触策略，为你的产品或服务识别高质量线索。非常适合销售、业务开发和营销专业人士。

Guides collaborative requirements discovery before implementation. Creates task directory, seeds PRD, asks high-value questions one at a time, researches technical choices, and converges on MVP scope. Use when requirements are unclear, there are multiple valid approaches, or the user describes a new feature or complex task.

Use when editing data/algorithms/*.yaml, data/categories.yaml, or algorithm templates in this repository

Quick verification workflow — run lint and typecheck on the codebase

Propose a new change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal with design, specs, and tasks ready for implementation.

Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.

Run the full CI check suite locally — build, test with race detector, lint, and vet. Use before committing or after making changes.

Run Criterion benchmarks to verify performance hasn't regressed.

Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.

Run full verification suite (format check, clippy, tests) before marking work done.

Review or edit an MDC rule without drifting from the repository contract

Validate all MDC rule files in the repository

Create architecture solution design decisions for AI agent consistency. Use when the user says "lets create architecture" or "create technical architecture" or "create a solution design"

Create a PRD from scratch. Use when the user says "lets create a product requirements document" or "I want to create a new PRD"

Look up HPC terminology translations from GLOSSARY.md and suggest consistent Chinese translations for technical terms

Run full verification suite (typecheck, lint, test) to ensure code quality before committing

Run full CI verification (lint, typecheck, test with coverage). Use before committing or to validate changes.

Run type checking and tests to verify changes. Use when you want to check that code is correct before committing or after making changes.

Verify spec alignment before implementation. Use this when starting work on a feature to check OpenSpec specs and ensure implementation aligns with defined requirements.

Run lint and unit tests to verify changes. Use after making code changes to catch issues early.