Visual graphs you can inspect, debug, and run anywhere — with or without AI.
Build a Graph, Run it Everywhere.
Use agentic coding tools to generate pipeline graphs.
No CLI Hallucinations
Built on actual tool specs, not guesses. From Blender to GitHub Actions, version and context aware.
Zero Dependencies
No package manager. No dependencies. The graph is the pipeline.
Visual Verification
See the full pipeline at a glance. No YAML to parse, no style to read.
Connect your favorite frameworks, engines, and services into one visual workflow.
Different industries. Different tools. Same visual graph.
Useful for tasks like file management, event handling, data processing & more.
Visual pipelines for VFX and 3D artists to automate rendering and asset management.
Build your CI/CD workflows like GitHub Actions workflows.
Same runners. Same workflows. Same marketplace. Zero YAML.
Error: Context deadline exceeded (step timeout)
Error: Unrecognized named-value: 'env.DEPLOY_KEY'
yaml: line 42: mapping values not allowed in this context
Error: Process completed with exit code 1 (ECONNREFUSED)
Catch errors before they hit CI. Debug visually, ship faster.
From CPU-bound tasks to I/O-heavy file operations — Actionforge rivals the fastest runtimes.
12x
faster than Node.js
27x
faster than Python
x64, arm64, every major OS. Your graphs run on high-end workstations, Raspberry Pis, and everything in between.
Docker
docker build -t actionforge/actrun .
docker run actionforge/actrun
Node.js
import { run } from "actrun";
run("hello.act");
Python
from actrun import run
run('hello.act')
Encapsulate complex logic into reusable nodes. Share them across teams, projects, and pipelines.
Native shortcuts. Drag-and-drop. Instant response. A web editor that works like a real app. Native desktop version available for Enterprise.
I built Actionforge because I got tired of brittle spaghetti pipelines. Found a bug or just want to nerd out? Hit me up through one of the channels on the right → I built Actionforge because I got tired of brittle spaghetti pipelines. Found a bug or just want to nerd out? Hit me up through one of the channels below ↓