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@0xlayne/graph-ipo-harness

GraphIPO MCP Server — Design-first AI-assisted software engineering methodology. Visual architecture graphs with per-node lifecycle, guided discovery, and tree-sitter AST auditing.

ai-agentsai-engineeringarchitecturedesign-methodologygraph-ipomcpmcp-serversoftware-design
Published31 Jul 2026
Direct dependencies9
Transitive dependenciesNot calculated

README

Current package documentation

@0xlayne/graph-ipo-harness

MCP Server for GraphIPO — a design-first, AI-assisted software engineering methodology.

⚠️ Token Usage Advisory: GraphIPO's structured design process (discovery interview, node creation, context injection, auditing) consumes more tokens during the design phase than a direct "just build it" approach. However, for medium to large projects, the upfront design investment typically pays off by reducing rework, ambiguity, and wasted implementation cycles. For very small or throwaway projects, consider whether the design overhead is justified.

What is GraphIPO?

GraphIPO lets you design software architecture visually as a graph of Input-Process-Output nodes, then delegate implementation to AI agents that follow your design exactly.

Quick Start

Add to your IDE's MCP configuration:

{
  "mcpServers": {
    "graph-ipo": {
      "command": "npx",
      "args": ["-y", "@0xlayne/graph-ipo-harness"]
    }
  }
}

Then tell your AI agent:

"I want to build a task management app. Use start_discovery to begin."

Features

  • 21 MCP tools for architecture design, node management, and code auditing
  • Guided discovery — the agent interviews you and generates the architecture
  • Existing project onboarding — scan code and import it as a design graph
  • Per-node lifecycle tracking (Design → Specified → Implemented → Audited)
  • Bidirectional Canvas UI — visual editing with real-time WebSocket sync
  • Tree-Sitter AST auditing — verify code matches design
  • Multi-agent support — node locking and task assignment

Links

License

MIT

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Declared dependencies 9

Native requirements
9 direct targetsNot calculated transitive count
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Distribution files

1 collected
Distribution 1

Source distribution

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Repository

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laynestyle/graph-ipo

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Observed since 21 Oct, 09:03 UTC

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Other collected versions

1.2.21 Aug1.1.531 Jul1.1.431 Jul1.1.331 Jul1.1.231 Jul1.1.131 JulView all collected versions →