Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Shared protocols for all agents in the multi-agent pipeline: recursive nesting, pre-implementation restatement, parallel dispatch format, and agent definition cascade. Load this skill instead of inlining these protocols in every agent file.
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers. Call the LLM. Parse and validate the response into 6-8 structured memory entries with clarity tags and source traceability. Used as Stage 3 of the /gaai:bootstrap pipeline.
Write structured memory entries to the Cloud workspace via gaai_memory.store MCP tool with source='bootstrap'. Loops over entries from bootstrap-llm-synthesis, calls the tool per entry, collects success/fail counts. Used as Stage 5 of the /gaai:bootstrap pipeline (Cloud path only).
Scan all agent and sub-agent definition files in .gaai/core/agents/, extract YAML frontmatter, merge with specialists.registry.yaml, and generate a derived agents-index.yaml at .gaai/core/agents/agents-index.yaml. Activate after adding, modifying, or removing any agent, sub-agent, or specialist entry.
帮助诊所指导老师撰写实践领域指南，配置面向学生技能的行为——接待问题、 教学姿态（assist / guide / teach）、审查门控、跨插件检查、本地规则。 当指导律师需要撰写或修订按实践领域的指南、调整诊所技能在其诊所类型 下的行为或将其教学理念设定为插件配置时使用。
Scan SKILL.md files in .gaai/core/skills/ and .gaai/project/skills/, extract YAML frontmatter, and regenerate separate skills indices for each layer. Core index ships with the OSS framework; project index is project-specific.
指导老师的一次性诊所设置——实践领域、管辖地、指导风格（正式审查队列 / 可配置标记 / 较轻触），以及手册/规则上传。写入 CLAUDE.md 使所有其他技能 和每个运行 /ramp 的学生都从相同的诊所背景读取。在新安装、CLAUDE.md 有 占位符、使用 --redo 重新设置或使用 --check-integrations 重新检查集成时使用。
Validate sub-agent handoff artefacts, sequence phase transitions, and manage retry and escalation logic. Activate after each sub-agent terminates to determine next action.
This skill should be used when the user asks to "create an MCP App", "add a UI to an MCP tool", "build an interactive MCP View", or needs guidance on MCP Apps SDK patterns, UI-resource registration, MCP App lifecycle, or host integration. Provides guidance for building MCP Apps with interactive UIs.
Author a new Pneuma mode end-to-end — manifest + viewer + skill + seed + showcase. Use this skill whenever the user says they want to create a new mode, fork an existing one for a different domain, scaffold mode files, design a new viewer, or asks "how should I build a mode for X". Walks the user through a discovery interview, produces a design brief that names every key choice (Source kind, ViewerAddress vocabulary, action space, seed strategy, external integrations, evolution directive), and only then generates the directory skeleton. Encodes the practice rules pulled from webcraft / slide / diagram / illustrate / remotion / kami. Pneuma Skills project only; Claude Code only.