Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance. Automatically fetches recent traces and analyzes execution patterns. Requires langsmith-fetch CLI installed.
Decision guide for choosing the right specialized agent for each task type
Execute simple network status queries that require 1-2 commands. Use when user asks to "check device status", "show interface", "query routing table", "display BGP neighbors", or needs simple read-only information retrieval.
Set up Vercel CLI and project configuration. Use when the user says "set up Vercel", "configure Vercel", "link to Vercel", or "vercel init".
1.1. Luồng xử lý thông thường:
**Direction**: Client -> Server
记录平时见到的一些技巧，以备不时之需
View Vercel deployment logs. Use when the user says "show logs", "check logs", "vercel logs", or "what went wrong with the deployment".
This packet sends a specific skill.
Operational tips and best practices for working with Microsoft Fabric Data Factory MCP tools. Use when executing queries, troubleshooting timeouts, creating dataflows end-to-end, or working with large datasets via the DataFactory.MCP tools.
Sync work between AI agents. Log actions, manage sessions, detect conflicts.
MANDATORY for code review - must use Codex CLI for all code reviews, then apply fixes based on Codex feedback. Also use for cross-verification, debugging, and getting alternative implementations.
Deploy applications to Vercel. Use when the user says "deploy", "deploy to Vercel", "push to production", "deploy my app", or "go live".
typeof操作符返回一个字符串，表示未经计算的操作数的类型；该运算符数据类型（返回字符串，对应列表如图）
将一次执行的改动/命令/验证/产物整理成结构化 `manifest_<topic>.json`，并落盘到 `<MM_DD>/codex/artifact/`，用于证据链与可追溯交付。适用于“写manifest/记录证据链/把今天做了什么落成json/生成artifact清单”等请求。
Pause for review every N tasks - selective autonomy pattern
基于当天的 Intake 文件生成可执行计划 `plan_<topic>.md`，并落盘到 `<MM_DD>/codex/plan/`；计划包含 Tasks+DoD+Dependencies、可选 Gates、Deliverables（当天目录路径）与 Rollback。适用于“基于intake写计划/生成plan_<topic>.md/补DoD和门禁”等请求。
Stop AI agents from secretly bypassing your rules. Mechanical enforcement with git hooks, secret detection, deployment verification, and import registries. Born from real production incidents: server crashes, token leaks, code rewrites. Works with Claude Code, Clawdbot, Cursor. Install once, enforce forever.
Research WoW addon development topics using CLI tools, Blizzard UI source, and documentation. Covers API discovery, pattern research, and Ace3 usage. Use when investigating unfamiliar APIs, finding Blizzard patterns, or learning. Triggers: research, find, search, API, Blizzard UI, documentation, Ace3.
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.