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How to use Graph Code: what you can do with it

What is Graph Code? GraphCode is a macOS app for graph engineering: running many connected CLI coding agent sessions (Claude Code, Copilot CLI, Codex, OpenCode or pi) as nodes with hand-offs, while you can attach and correct any of them mid-run.

How do I use it? Install on macOS 15 or newer on Apple Silicon: brew install --cask scgopi/graphcode/graphcode; then make sure at least one agent CLI is on your PATH: claude, copilot, codex, opencode or pi; add a project from the sidebar: a local folder, a clone from a URL or a remote repo over SSH. Full steps below.

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What do you want to do?

3 use cases

  • Run several coding agents as one connected graph

    Use Graph Code on a Mac to run Claude Code, Codex, Copilot CLI, OpenCode or pi sessions as loop nodes on a canvas, connected by hand-off, message or spawn edges.

    View prompt
    Help me plan a GraphCode graph for <feature>: a planning loop on Claude Code, an implementation loop on Codex and a review loop, with hand-off edges between them. Write each loop's prompt and its stop condition.

  • Run an agent loop until your tests pass

    Create a goal-based loop in Graph Code with a shell predicate, such as make test, so the agent keeps working until the check exits 0.

    View prompt
    Create a GraphCode goal-based loop on <agent> for this repo with the prompt <fix the failing tests in module X without changing test files> and the done check <make test>. Tell me how to test the check before starting.

  • Review an agent refactor step by step

    Use a turn-based Graph Code loop so the agent pauses after every turn inside its session and waits for your review before it continues.

    View prompt
    Set up a GraphCode turn-based loop for this refactor: <describe it>. Break it into small steps, one per turn, and after each turn summarise the files changed and the tests run so I can approve the next step.

Quick start with Graph Code

  1. Check you have what it needs: macOS; At least one CLI coding agent installed.
  2. Open scgopi/GraphCode on GitHub and read the README and license.
  3. Install on macOS 15 or newer on Apple Silicon: brew install --cask scgopi/graphcode/graphcode
  4. Make sure at least one agent CLI is on your PATH: claude, copilot, codex, opencode or pi
  5. Add a project from the sidebar: a local folder, a clone from a URL or a remote repo over SSH
  6. Create loop nodes on the canvas, each with its prompt and the agent it runs as

These steps come from our top use case, Run several coding agents as one connected graph, which also has a copy-paste agent prompt.

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Using the Deduped MCP, get the setup steps for scgopi/GraphCode

Add Deduped to Claude Code once

claude mcp add --transport http deduped https://dedupedai.com/mcp

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Graph Code alternatives · Best AI repos for Software and DevOps

About this repo

  • Who it is forDevelopers who want to run several coding agents in parallel with structured hand-offs instead of one terminal session.
  • Why it is hot145 stars
  • LanguageSwift
  • Sourcegithub.com/scgopi/GraphCode · Back to Hot repos

Requirements

  • macOS
  • At least one CLI coding agent installed

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Questions about Graph Code

What is Graph Code?

GraphCode is a macOS app for graph engineering: running many connected CLI coding agent sessions (Claude Code, Copilot CLI, Codex, OpenCode or pi) as nodes with hand-offs, while you can attach and correct any of them mid-run. It is an open-source project on GitHub: https://github.com/scgopi/GraphCode.

How do I use Graph Code?

Install on macOS 15 or newer on Apple Silicon: brew install --cask scgopi/graphcode/graphcode; then make sure at least one agent CLI is on your PATH: claude, copilot, codex, opencode or pi; add a project from the sidebar: a local folder, a clone from a URL or a remote repo over SSH. The use cases on this page give the full steps and a copy-paste agent prompt for each job.

Who is Graph Code for?

Developers who want to run several coding agents in parallel with structured hand-offs instead of one terminal session.

What can I do with Graph Code?

3 use cases so far, for example: Run several coding agents as one connected graph; Run an agent loop until your tests pass; Review an agent refactor step by step. Each has steps and a copy-paste agent prompt.

What do I need to run Graph Code?

macOS; At least one CLI coding agent installed.

What are alternatives to Graph Code?

Other hot AI repos in Software and DevOps: Deep Infer, Harness2, Orca, Opencode, Graphify.

Is Graph Code safe to run?

Deduped does not own, audit or vouch for it. Read the README and license, run it on your own systems first and review every command before you run it.