Quick Reference Cheatsheet¶
4 Suites | 25 Agents | 14 Registered Commands | 31 Hub Skills (routing to 186 sub-skills; 217 SKILL.md on disk) Version: 3.5.2
The Hub Architecture¶
MyClaude v3.5.2 uses a hub-skill architecture: skills are organized into hub skills (meta-orchestrators) that route to specialized sub-skills. Only hubs are declared in plugin.json; sub-skills are discovered through hub routing trees.
plugin.json → hub skill → routing decision tree → sub-skill
Suite Overview¶
1. Agent Core (agent-core)¶
Purpose: Multi-agent coordination, advanced reasoning, and context engineering.
Component |
Count |
Details |
|---|---|---|
Agents |
3 |
orchestrator (opus), reasoning-engine (opus), context-specialist (opus) |
Commands |
2 registered |
|
Skills |
4 hubs → 13 sub |
agent-systems, reasoning-and-memory, llm-engineering, thinkfirst |
Hooks |
12 events |
SessionStart, SessionEnd, PreToolUse, PostToolUse, PreCompact, PostCompact, SubagentStart, SubagentStop, PermissionDenied, TaskCreated, TaskCompleted, StopFailure |
2. Dev Suite (dev-suite)¶
Purpose: Full-stack engineering, infrastructure, CI/CD, quality, and debugging.
Component |
Count |
Details |
|---|---|---|
Agents |
9 |
2 opus, 6 sonnet, 1 haiku |
Commands |
12 registered |
|
Skills |
9 hubs → 49 sub |
backend-patterns, frontend-and-mobile, architecture-and-infra, testing-and-quality, ci-cd-pipelines, observability-and-sre, python-toolchain, data-and-security, dev-workflows |
Hooks |
7 events |
SessionStart, PreToolUse, PostToolUse, SubagentStop, TaskCompleted, SessionEnd, StopFailure |
3. Research Suite (research-suite)¶
Purpose: Peer review, 8-stage research-spark pipeline, and methodology orchestration.
Component |
Count |
Details |
|---|---|---|
Agents |
2 |
research-expert (opus), research-spark-orchestrator (opus) |
Commands |
0 registered |
(all workflows are skill-driven) |
Skills |
4 hubs → 12 sub |
scientific-review, research-spark, research-practice, _research-commons |
Hooks |
3 events |
SessionStart (artifact-resume), TaskCompleted (audit log), SubagentStop (prompt-based artifact gating) |
4. Science Suite (science-suite)¶
Purpose: HPC, physics simulations, ML/DL, Julia, JAX, and nonlinear dynamics.
Component |
Count |
Details |
|---|---|---|
Agents |
11 |
4 opus, 7 sonnet |
Commands |
0 registered |
(skill-invoked reference templates on disk) |
Skills |
14 hubs → 112 sub |
nonlinear-dynamics, jax-computing, julia-language, julia-ml-and-dl, sciml-and-diffeq, correlation-analysis, statistical-physics-hub, deep-learning-hub, ml-and-data-science, llm-and-ai, ml-deployment, simulation-and-hpc, research-and-domains, bayesian-inference |
Hooks |
5 events |
SessionStart, PreToolUse, PostToolUse, SessionEnd, SubagentStop |
Total hook events across all suites: 27
Common Workflows¶
Engineering Feature Development¶
@software-architect— design the system/eng-feature-dev— implement the core logic/test-generate— create tests/double-check— validate before submitting
Scientific Simulation¶
@simulation-expert— design the simulation@jax-proor@julia-pro— implement numerical kernels@research-expert— analyze and visualize results
Research (idea → plan)¶
@research-spark-orchestrator— drive the 8-stage pipelineStages 1-8 emit
01_spark.md→08_premortem.mdintoartifacts/SubagentStophook verifies each stage artifact before advancing
Peer Review (manuscript → .docx)¶
Skill auto-triggers on “review this paper” phrasings
scientific-reviewproduces a journal-adapted Six-Lens referee reportOutput:
.docx(withpython-docx) or markdown fallback
Agent Teams¶
/team-assemble list— see all team templates/team-assemble <type>— generate a team promptSee Agent Teams Guide for details
Model Tier Quick Reference¶
Tier |
Count |
Use Case |
Agents |
|---|---|---|---|
opus |
11 |
Deep reasoning, architecture, research |
orchestrator, reasoning-engine, context-specialist, software-architect, debugger-pro, research-expert, research-spark-orchestrator, neural-network-master, nonlinear-dynamics-expert, simulation-expert, statistical-physicist |
sonnet |
13 |
Standard development and analysis |
app-developer, automation-engineer, devops-architect, quality-specialist, sre-expert, systems-engineer, jax-pro, julia-ml-hpc, julia-pro, ml-expert, pinn-engineer, python-pro, sci-workflow-engineer |
haiku |
1 |
Fast, simple tasks |
documentation-expert |
Installation¶
# Add the marketplace
/plugin marketplace add imewei/MyClaude
# Install suites
/plugin install agent-core@marketplace
/plugin install dev-suite@marketplace
/plugin install research-suite@marketplace
/plugin install science-suite@marketplace
Resources¶
Agent Reference — All 25 agents with model tiers and delegation patterns
Commands Reference — 14 registered + 21 skill-invoked commands
Integration Map — Suite dependencies, MCP server roles, skill coverage
Agent Teams Guide — 10 focused teams with 20 variants (codebase-aware recommender)
Glossary — Hub Skill, Sub-Skill, Agent Team, Routing Decision Tree
Generated from v3.5.2 validated marketplace data.