SWO Agent Toolkit

The portable SDLC standards layer + persistent memory for AI coding agents.

Two systems, one toolkit:

Package	Purpose	npm
@swohn/cli	Sync coding skills to any AI agent	swo-agent-toolkit
@swohn/mcp	Runtime skill enforcement (MCP server)	@swohn/mcp
@swohn/memory	Persistent λ-decay memory (MCP server)	@swohn/memory
@swohn/server	REST API backend	Private

Quick Start

# Install & sync coding skills
npx @swohn/cli@latest init
npx @swohn/cli@latest sync

# Start memory server (optional)
npx @swohn/memory

What's Inside

Skills (259 across 20+ frameworks)

Token-efficient coding standards that load on-demand. Works with Cursor, Claude Code, GitHub Copilot, Gemini, Windsurf, Trae, Kiro, Roo.

Memory (λ-decay persistent memory)

Local-first MCP server that gives your AI long-term memory across sessions. Stores, decays, queries, and clusters memories with semantic search.

Workflows (SDLC spine)

17 battle-tested development workflows from brainstorm to deploy.

Monorepo Structure

swo-agent-toolkit/
├── packages/          # Code packages (@swohn/cli, @swohn/mcp, @swohn/memory, @swohn/server, @swohn/shared)
├── registry/          # Skill definitions, workflows, rules (content)
├── integrations/      # Agent-specific configs (Codex, Copilot, Kiro, etc.)
├── tools/             # Build scripts, benchmarks
└── docs/              # Documentation

Links

• GitHub: https://github.com/SoftwareOneHN/swo-agent-toolkit
• Docs: Architecture | Contributing | SDLC Guide

License

MIT