Let's walk through it.
What does your pipeline actually look like?
Every node is a step. Every connection is a dependency. The graph handles the flow, you handle the logic. Drag, connect, done.
A real pipeline. Not a wall of YAML.
Build pipelines with AI. Deploy with guardrails.
Point Claude Code, Copilot, or Cursor at your project and let it generate the graph. Built on actual tool specs, no hallucinated CLI flags, no wrong versions. You verify visually before it ships.
❯ Create a graph that prints Hello World ▪ search_nodes "print" ▪ validate_graph ○ editing hello.act ✦ Shenaniganing… ────────────────────────────────────────────────── ⏵⏵ accept edits on (shift+tab to cycle)2 mcp servers active
Where exactly did it break?
Either you or your AI agent can see exactly where a pipeline failed, which node errored, and what the output was. No more scrolling through logs.
Catch errors before they hit CI.
Your data. Your walls.
Your data stays behind your walls. Bring your own secret vault, your own S3 storage, or use the built-in defaults. Actionforge adapts to your security requirements.
Does it run on my machine?
Yes. Windows, macOS, Linux, Docker. x64, arm64. High-end workstations, Raspberry Pis, and everything in between. Also runs natively on GitHub Actions.
run("hello.act");
run('hello.act')
Hide the complexity.
Group nodes let you collapse entire workflows into a single reusable block. Define inputs, outputs, and execution flow, then drop it into any graph. Hover to peek inside.
"Encapsulate, reuse, share. Every node is a building block."
Raw speed. No runtime overhead.
12×
faster than Node.js
27×
faster than Python
CPU-bound tasks, I/O-heavy file ops. Actionforge rivals the fastest runtimes out there.
Go
Node.js
Python
Node.js
Python
Node.js
Python
Connect everything. Build anything.
Actionforge integrates with every major tool, framework, and build system.