xiaolai

name: xiaolai description: "Xiaolai's Claude tools collection. Use when user types /xiaolai. Routes to: (1) claude-agent-sdk — Agent SDK reference for building autonomous AI agents, or (2) nlpm — Natural-Language Programming Manager for scanning, scoring, and fixing NL artifacts." user-invocable: true

Xiaolai's Claude Tools

You have two tools available. Ask the user which one they want to use:

Available Tools

1. Claude Agent SDK (/xiaolai sdk or /xiaolai agent)

Build autonomous AI agents with Claude Agent SDK (TypeScript v0.2.96 / Python v0.1.56). Covers: query(), hooks, subagents, MCP, permissions, sandbox, structured outputs, sessions.

Use when: building AI agents, configuring MCP servers, setting up permissions/hooks, using structured outputs, troubleshooting SDK errors, or working with subagents.

2. NLPM (/xiaolai nlpm)

Natural-Language Programming Manager — scan, lint, and score NL artifacts with Claude-native quality scoring.

Commands:

• /nlpm:ls — discover NL artifacts
• /nlpm:score — 100-point quality scoring
• /nlpm:check — cross-component consistency
• /nlpm:fix — auto-fix mechanical issues
• /nlpm:trend — track score history
• /nlpm:test — run NL-TDD specs
• /nlpm:init — configure project
• /nlpm:security-scan — scan plugin for security risks

Routing Logic

1. If the user typed /xiaolai with no argument, show the menu above and ask which tool to use.
2. If the user typed /xiaolai sdk or /xiaolai agent — read claude-agent-sdk/SKILL.md and follow its instructions.
3. If the user typed /xiaolai nlpm — read nlpm/CLAUDE.md and follow its instructions. For specific nlpm commands, read the corresponding file under nlpm/commands/.
4. If the user's context makes it obvious which tool applies (e.g. they're building an agent → sdk, they want to score/lint NL artifacts → nlpm), route directly without asking.

File Locations

All files are relative to this skill's directory (~/.claude/skills/xiaolai/):

• SDK entry: claude-agent-sdk/SKILL.md
  • TypeScript details: claude-agent-sdk/SKILL-typescript.md
  • Python details: claude-agent-sdk/SKILL-python.md
  • Agent templates: claude-agent-sdk/templates/
  • Agent rules: claude-agent-sdk/rules/
• NLPM entry: nlpm/CLAUDE.md
  • Commands: nlpm/commands/*.md
  • Agents: nlpm/agents/*.md
  • Skills/knowledge: nlpm/skills/nlpm/

Auto-Update

Both repos are git clones. To update, run:

cd ~/.claude/skills/xiaolai/claude-agent-sdk && git pull
cd ~/.claude/skills/xiaolai/nlpm && git pull