AI Engineering

Command Development teaches how to define, organize, and debug slash commands for Claude Code, covering YAML frontmatter, dynamic arguments, and bash execution. Use it when creating custom commands or adding interactive workflows.

Hook Development provides guidance for creating Claude Code plugin hooks, including prompt-based and command hooks that validate tool use, enforce policies, and automate workflows. Use it when you need to add PreToolUse, PostToolUse, Stop, or other event-driven automation to a Claude Code plugin.

MCP Integration provides guidance for integrating Model Context Protocol servers into Claude Code plugins, covering .mcp.json configuration, server types (stdio, SSE, HTTP, WebSocket), environment variables, tool naming, and authentication. Use it when adding external tools or connecting services to a Claude Code plugin.

Plugin Settings documents the .claude/plugin-name.local.md pattern for storing per-project plugin configuration with YAML frontmatter and markdown content. Use it when configuring plugin behavior in hooks, commands, and agents.

Arbor autonomously improves a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator using Hypothesis Tree Refinement (HTR). Use it for iterative optimization over many experiments without overfitting.

Autoskill observes the user's local screenpipe timeline to detect repeated research workflows, matches them against existing skills, and drafts new skill proposals or composition recipes for uncovered patterns. Use it when the user explicitly asks to analyze recent work and propose skills based on what they actually do.

Consciousness Council runs a structured multi-perspective deliberation, summoning 4-6 thinking archetypes to analyze a question and synthesizing their perspectives into actionable insight. Use it when the user wants diverse viewpoints, faces a tough decision, or requests a council, panel, or devil's advocate analysis.

Upskill compares tracked job postings against the candidate profile to identify skill gaps and generate a prioritized learning plan with study resources.

Add DeltaChat integrates DeltaChat as a messaging channel into NanoClaw by driving the @deltachat/stdio-rpc-server JSON-RPC subprocess directly. Use it to let users message the agent over encrypted email.

Add Discord Channel installs and registers the Discord bot adapter from the channels branch, adds the registration import, installs the pinned @chat-adapter/discord package, and validates with a build and test. It then stores Discord credentials, restarts the service, and resolves your DM channel so the agent can message you.

Add Emacs wires an Emacs editor into NanoClaw through a local HTTP bridge, opening a chat buffer and org-mode integration for asking questions, code review, and drafting from inside Emacs. Use it when you want to talk to the agent without leaving your editor.

Add Karpathy LLM Wiki sets up a persistent wiki knowledge base in NanoClaw using Karpathy's LLM Wiki pattern. Use it when a user asks to add a wiki, knowledge base, or llm wiki, and the agent needs to create sources, index, and a maintenance skill.