Integration Patterns

Patterns for combining agents and hub skills across multiple suites to solve cross-cutting concerns.

Note

Since v3.1.0, skills use a two-tier Hub Skill architecture (31 hubs routing to 186 sub-skills as of v3.5.2). Cross-suite workflows invoke hub skills which automatically dispatch to the right sub-skill.

Cross-Suite Agent Teams

The Agent Teams Guide provides 25 ready-to-use team configurations (v3.1.4+). Teams 13-16 and 22-25 are specifically designed for cross-suite collaboration.

Key cross-suite patterns:

  • Performance optimization (Team 17): Combines @systems-engineer from dev-suite with @jax-pro from science-suite and @debugger-pro from dev-suite.

  • HPC interoperability (Team 18): Bridges @julia-pro and @python-pro from science-suite with @systems-engineer from dev-suite.

  • Reproducible research (Team 19): Connects @research-expert from science-suite with @automation-engineer from dev-suite.

MCP Server Integration

MyClaude agents can leverage MCP servers for enhanced capabilities:

  • Serena — Semantic code analysis via /code-analyze command. Used by engineering and quality agents for symbol-level navigation.

  • Context7 — Library documentation lookup via /docs-lookup command. Used by all agents to access up-to-date API references.

  • Sequential Thinking — Structured reasoning via /ultra-think command. Used by @reasoning-engine for multi-step analysis.

Official Plugin Integration

Teams integrate official plugin agents (pr-review-toolkit, feature-dev, plugin-dev) as quality gates alongside MyClaude domain experts.

The Quality Gate Enhancers pattern lets you add review agents to any existing team. See the Agent Teams Guide for details.