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Multi-Agent AI Coding Stack

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Maximize AI coding productivity: Oh My ClaudeCode for in-session orchestration, Baton for parallel multi-agent management, Supermemory for persistent context, and LightRAG for codebase knowledge retrieval.

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What This Stack Does

This stack transforms AI-assisted development from single-agent conversations into a coordinated multi-agent workflow with persistent memory and intelligent code retrieval. Oh My ClaudeCode adds 32 specialized sub-agents inside each Claude Code session — an architect, executor, QA tester, security sentinel, and more — with smart model routing that saves 30-50% on token costs. Baton manages multiple agent sessions in parallel across isolated git worktrees, with a visual diff viewer and automatic PR creation. Supermemory ensures every agent session has access to your accumulated project context. LightRAG builds a knowledge graph from your documentation that agents can query for relationship-aware retrieval.

The Bottom Line

The workflow leverages each tool's strengths in sequence. Start by indexing your project documentation and codebase into LightRAG to build a searchable knowledge graph. Configure Supermemory's MCP server so all your AI tools share persistent memory about your project architecture, coding conventions, and past decisions. Launch Baton and create multiple workspaces — each running Claude Code with Oh My ClaudeCode installed. Assign different features or refactoring tasks to each workspace. OMC's specialized agents handle architecture design, implementation, testing, and documentation within each session, while Baton keeps the work isolated across git worktrees. When agents need context about how your codebase is structured, LightRAG provides relationship-aware retrieval that goes beyond simple text search. The result is a development workflow where multiple AI teams work in parallel, each with full project context and specialized expertise.

Stack Overview

ToolRolePricingOpen Source
Oh My ClaudeCodeIn-Session Agent OrchestrationFree and open source (MIT). Uses your existing Claude Code subscription and API credits.Yes
BatonParallel Agent ManagementFree for up to 4 running workspaces; paid options are $19/month, $79/year, or $99 lifetime for unlimited parallel workspaces.Yes
SupermemoryCross-Session MemoryFree tier available; Pro is $19/month, Scale is $399/month, with usage/top-up and enterprise/contact options.Yes
LightRAGCodebase Knowledge RetrievalFree and open source (MIT). Bring your own LLM API key for entity extraction and queries.Yes