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Overview

Nova AI is a production-ready multi-agent orchestration system powered by Claude Code SDK. It automates software development workflows with specialized agents, SDK MCP tools, and intelligent task decomposition.

What is Nova AI?

Nova AI extends Claude Code with:

  • 6 Specialized Agents - Orchestrator, architect, implementer, code-reviewer, tester, debugger
  • 3 SDK MCP Servers - In-process tools (KB search, GitHub ops, memory) with 10-100x speedup
  • 11GB Knowledge Base - FAISS-indexed expert knowledge across 37 domains
  • Workflow Automation - Task → Planning → Implementation → Review → Refinement

Key Capabilities

Multi-Agent Orchestration

Coordinate multiple specialized agents to handle complex software development tasks:

/novaai implement user authentication with JWT
# → Orchestrator decomposes task
# → Architect plans architecture
# → Implementer writes code
# → Code-reviewer validates
# → Tester runs tests
# → Output: Complete, tested feature

SDK MCP Servers (10-100x Faster)

In-process MCP servers provide instant access to:

  • Knowledge Base - Semantic search across 11GB of expert knowledge
  • GitHub - PRs, issues, commits, reviews
  • Memory - Persistent context across sessions

Cost Optimization

  • Prompt Caching - 90% cost reduction on cache hits
  • Session Continuation - 88-95% overhead reduction
  • Sonnet 4.5 - Optimized for agentic workflows

Use Cases

Development Workflows

  • Feature implementation with architectural guidance
  • Code review with security/correctness/maintainability checks
  • Test generation and execution
  • Bug fixes with root cause analysis

CI/CD Integration

  • Automated code review in PRs
  • Security scanning
  • Test coverage reporting
  • Documentation generation

Knowledge Management

  • Semantic search across project documentation
  • Best practices retrieval
  • Pattern recommendations

Architecture

graph TD
    A[User Input] --> B[Orchestrator Agent]
    B --> C[Task Decomposition]
    C --> D[Agent Selection]
    D --> E[Specialist Agents]
    E --> F[SDK MCP Tools]
    F --> G[Knowledge Base]
    F --> H[GitHub API]
    F --> I[Memory Store]
    E --> J[Output]

Next Steps