AI Engineering

Architecture Selection helps non-technical users understand technical方案 and choose a suitable stack. It is used when comparing frameworks, reviewing AI-generated architectures, or deciding how to turn a demo into a more robust system.

Multi-Skill Orchestrator provides a template for routing a broad domain into focused sub-skills with shared references and command-based entry points. Use it when one Claude Code skill needs multiple workflows, context detection, and consistent orchestration.

Skill Forge creates, reviews, and evolves Claude Code skills using the Agent Skills open standard and 3-layer architecture. Use it when you need to create a new skill, scaffold a multi-skill system, test, benchmark, or publish a skill.

Skill Forge scaffolds Claude Code skills from a plan or description. Use it to generate SKILL.md files, sub-skills, scripts, references, agents, and templates for the Agent Skills standard.

Skill Forge Convert ports Claude Code skills to Codex, Gemini CLI, Antigravity, and Cursor. Use it to analyze compatibility, generate platform-specific files, adapt frontmatter, and convert MCP config.

Skill Forge Evolve improves existing Claude Code skills using feedback, logs, or test results. Use it to fix triggering problems, refine instructions, add sub-skills, or evolve the skill’s architecture.

Skill Forge Plan guides the design of new Claude Code skills by defining use cases, selecting a complexity tier, and planning sub-skills and file structure. Use it when planning a skill architecture or decomposing workflows.

Skill Forge Review audits existing Claude Code skills for quality, structure compliance, and trigger accuracy. It is used to score a skill and identify prioritized fixes when reviewing or validating a skill.

Vibe Coding Prd通过一问一答和岔路口建议，把说不清的想法访谈成可直接开工的PRD。适合在 Claude Code 或 Codex 里梳理新项目需求、补全约束并落盘成 prd.md 和项目说明书。

Vibe Coding Requirements turns a vague app idea into a clear brief AI can implement without drifting. Use it when you want to validate a demo, decide whether code is needed, or align on scope before coding.

Vibe Coding Survival helps you avoid common failures during ongoing AI-assisted development, including forgotten context, scope creep, broken versions, and unverified completions. Use it while building a project to keep a project brief, maintain backups, and know when to stop and ask a human engineer.

B-Roll Director turns a complete SRT and design into shot truth, semantic chapters, a visual system, motion map, and representative-scene choices. Use it when planning B-roll structure and creative proposals before editing or rendering.