| 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
- If the user typed
/xiaolai with no argument, show the menu above and ask which tool to use.
- If the user typed
/xiaolai sdk or /xiaolai agent — read claude-agent-sdk/SKILL.md and follow its instructions.
- 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/.
- 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
