AI Engineering

Example Harness scaffolds a ready-made AI agent harness from published @metaharness example packages. Use it to create host-specific or vertical workflow setups in one command.

OIA Manifest emits and validates .harness/oia-manifest.json for an OIA v0.1 harness. Use it to record layer alignment, horizontal spans, and adjacent standards, or to check drift with --check.

Plan Change turns a feature request into a minimal implementation plan before code is written. Use it to restate the goal, identify files, define the smallest interface, and spot wider ripples.

Score Harness assigns scaffolded harnesses a 0-100 grade across repo understanding, agent usefulness, MCP safety, test coverage, and publish readiness. It also emits a 6-field badge block and exit codes for A/B, C, and F results.

AI ML API Automation automates AI and ML API tasks through Rube MCP using Composio's toolkit. It searches tools first for current schemas, then checks the connection and runs schema-compliant workflows.

Agent Creation Workflow guides agent design from requirements analysis through validation and refinement. Use it when creating a new agent or modifying an existing one with clear responsibilities, tools, and quality gates.

Architectural Styles Tradeoffs helps choose between common software architecture styles using decision trees, comparison matrices, and combination patterns. Use it when selecting or evaluating an architecture for a system.

Architecture Patterns covers architecture styles, DDD, quality attributes, and trade-off evaluation for solution design. Use it when choosing patterns, defining boundaries, or assessing risks in a system architecture.

Collaboration And Handoffs defines cross-agent handoff protocols, workflow transitions, and commit message formats for TDD, Mikado, and refactoring work. Use it to pass implementation context between roles and keep progress traceable.

Command Design Patterns defines best practices for Claude Code command files, including size targets, declarative structure, and common anti-patterns. Use it when designing or reviewing dispatchers and orchestrators.

Command Optimization Workflow converts oversized command files into lean declarative definitions by removing duplicated boilerplate, moving domain knowledge to agents, and restructuring around a standard template. Use it when a Claude Code command needs to be shortened and made easier to maintain.

NW Buddy answers questions about nWave methodology, project state, commands, migration, and troubleshooting using the project’s own docs and files. It is read-only and meant for contextual help.