AI Engineering

Langroid Patterns catalogs design patterns for the Langroid multi-agent LLM framework, including task returns, tool handlers, task control, MCP integration, and quiet mode. Use it to find reference code examples when building Langroid agents.

Make Issue Spec creates a markdown document that clearly specifies a task, asking clarifying questions for underspecified parts and staging the file in Git when possible. Use it to define work for agents before implementation.

Msg sends messages between agent sessions running in tmux panes. Use it to coordinate with other Claude Code or Codex CLI agents by registering, sending, replying, and checking an inbox.

Recover Context pulls the last task, current state, pending items, and key decisions from the most recent parent session in a session lineage, delegating to sub-agents or a session-search skill to avoid loading large histories directly. Use it to resume prior work after a reset.

Session Search searches previous code agent sessions for specific work, decisions, or code patterns. Use it when you need to locate past work or decisions from Claude Code or Codex CLI sessions.

Socratic Quiz guides users to deep understanding through graduated, adaptive questioning rather than direct explanation. Use it when a user asks to be quizzed, taught, or tested on a concept.

Voice Update uses a pocket-tts script to speak short, conversational summaries as spoken audio feedback. Use it when the agent finishes a task, is reminded by a Stop hook, or the user asks for a spoken update.

ChatGPT App Builder guides developers through creating and updating ChatGPT apps built as MCP servers, including brainstorming, bootstrapping, implementing tools and views, debugging, deploying, and connecting to ChatGPT.

MCP App Builder guides developers through the full lifecycle of creating and updating MCP apps, from brainstorming and bootstrapping to implementing tools, debugging, running dev servers, and deploying to ChatGPT or Claude. Use it when building MCP servers with custom UI views.

Skybridge guides developers through creating and updating ChatGPT and MCP apps. Use it when building or updating a ChatGPT app, MCP app, MCP server, or working with the Skybridge framework.

Research creates a preliminary research outline for a target topic, combining internal knowledge, web search, and user-defined fields. Use it before deep research for academic surveys, benchmark evaluations, or technology selection.

Research Deep reads a research outline, launches independent web-search agents for each item in batches, disables task output, and writes validated structured JSON results.