Agent Core Suite

Core orchestration, advanced reasoning, and context engineering. Uses the Hub Skill architecture with 4 hubs routing to 13 sub-skills. Optimized for Claude Opus 4.7 with adaptive thinking and Agent Team support.

Version: 3.5.2 | 3 Agents | 2 Registered Commands | 4 Hubs → 13 Sub-skills | 12 Hook Events

Agents

Agent: orchestrator

Multi-agent orchestrator specializing in workflow coordination, agent team assembly, and task allocation.

Model: opus

Version: 3.5.2

Agent: reasoning-engine

Expert in advanced reasoning, prompt design, and cognitive tasks. Masters Chain-of-Thought and structured frameworks.

Model: opus

Version: 3.5.2

Agent: context-specialist

Elite AI context engineering specialist mastering dynamic context management, vector databases, and memory systems.

Model: opus

Version: 3.5.2

Registered Commands

Command: /ultra-think

Comprehensive analysis with full reasoning framework execution.

Command: /team-assemble

Generate ready-to-use agent team configurations from pre-built templates.

Skill-Invoked Commands

These commands are triggered by skills, not directly by users:

Command: agent-build

Unified AI agent creation, optimization, and prompt engineering.

Command: ai-assistant

Build production-ready AI assistants with NLU and intelligent response generation.

Command: docs-lookup

Query library documentation using Context7 MCP for up-to-date API references.

Command: reflection

AI reasoning analysis, session retrospectives, and research optimization.

Hub Skills

Skills use a hub architecture: 4 hub skills route to 13 specialized sub-skills.

Hub: agent-systems

Multi-agent coordination, performance optimization, evaluation, and tool use patterns.

  • agent-evaluation — Evaluate AI agent performance through systematic testing and benchmarking

  • agent-performance-optimization — Monitor, cache, and load-balance agent systems for production

  • multi-agent-coordination — Workflow orchestration, task allocation, and inter-agent communication

  • tool-use-patterns — Tool selection, chaining, error handling, and result synthesis

Hub: reasoning-and-memory

Reasoning frameworks, reflection, knowledge graphs, memory systems, and closed-loop self-improvement.

  • reasoning-frameworks — First Principles, RCA, Decision Analysis, Systems Thinking, OODA Loop

  • reflection-framework — Meta-cognitive analysis, bias detection, and session reflection

  • knowledge-graph-patterns — Knowledge graphs for structured retrieval and semantic reasoning

  • memory-system-patterns — Persistent memory systems with vector stores and context management

  • self-improving-agents — Reflection-refine-validate loops, self-consistency ensembles, DSPy/TextGrad prompt optimization, evolutionary prompt search, constitutional self-critique (new in v3.1.4)

Hub: llm-engineering

Intent clarification, prompt engineering, LLM application patterns, MCP integration, and safety.

  • thinkfirst — Interview-first workflow that clarifies vague intent through a Seven Dimensions framework before any prompt is drafted (new in v3.1.3)

  • llm-application-patterns — Prompt engineering principles (CoT, few-shot), RAG design, evaluation

  • mcp-integration — MCP server configuration, tool naming conventions, and cross-tool workflows

  • prompt-engineering-patterns — Advanced prompting with chain-of-thought and production templates

  • safety-guardrails — Content filtering, output validation, and responsible AI practices

Hooks

12 hook events with Python script implementations:

  • SessionStart — Session initialization

  • SessionEnd — Session teardown

  • PreToolUse — Before tool execution

  • PostToolUse — After tool execution

  • PreCompact — Before context compaction

  • PostCompact — After context compaction

  • SubagentStart — When a subagent starts

  • SubagentStop — When a subagent completes

  • PermissionDenied — When a tool call is denied

  • TaskCreated — When a task is created

  • TaskCompleted — When a task finishes

  • StopFailure — On agent stop failure

(PreSubagentUse, ExecutionError, PermissionPrompt, ContextOverflow, and CostThreshold handlers were removed in v3.4.0 — not supported by the CC v2.1.113 CLI event schema.)