AI-built pipelines you can see.

Visual graphs you can inspect, debug, and run anywhere — with or without AI.

Build a Graph, Run it .

Terminal
$ actrun my-graph.act
Running graph...
Step 1/3 — UEBuild completed
Step 2/3 — Zip Build completed
Step 3/3 — Upload completed
$
Actionforge
Claude Code
Claude Code
GitHub Copilot
GitHub Copilot
Windsurf
Windsurf
OpenCode
OpenCode
Cursor
Cursor

Build pipelines with AI.

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.

One Pipeline for Every Tool

Connect your favorite frameworks, engines, and services into one visual workflow.

Built for

Different industries. Different tools. Same visual graph.

Generic

Useful for tasks like file management, event handling, data processing & more.

3D and VFX

Visual pipelines for VFX and 3D artists to automate rendering and asset management.

CI/CD

Build your CI/CD workflows like GitHub Actions workflows.

Runs Natively on

Same runners. Same workflows. Same marketplace. Zero YAML.

YAML Workflows 4 of 5 failing
Test depot-ubuntu-24.04
4m 12s

Error: Context deadline exceeded (step timeout)

Deploy to staging
12m 49s

Error: Unrecognized named-value: 'env.DEPLOY_KEY'

Build & Release
9m 58s

yaml: line 42: mapping values not allowed in this context

Integration Tests
11m 6s

Error: Process completed with exit code 1 (ECONNREFUSED)

Lint & Format
3m 21s
Total 41m 26s
With Actionforge All passing
Test depot-ubuntu-24.04
2.3x faster 1m 48s
Deploy to staging
2.5x faster 5m 12s
Build & Release
3.0x faster 3m 22s
Integration Tests
2.6x faster 4m 15s
Lint & Format
3.1x faster 1m 9s
Total
8.0x faster 5m 12s

Visual Debugging

Catch errors before they hit CI. Debug visually, ship faster.

Debug
Deploy
Cool debugger

Performance

From CPU-bound tasks to I/O-heavy file operations — Actionforge rivals the fastest runtimes.

faster than Node.js

faster than Python

Run on Platform

x64, arm64, every major OS. Your graphs run on high-end workstations, Raspberry Pis, and everything in between.

Windows
macOS
Linux
Docker
Node.js
Python
GitHub
GitLab

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')

Build Once,

Encapsulate complex logic into reusable nodes. Share them across teams, projects, and pipelines.

Built Like a

Native shortcuts. Drag-and-drop. Instant response. A web editor that works like a real app. Native desktop version available for Enterprise.

Keyboard Shortcuts Save Dialog

Stay up to date

No spam. Pinky promise.
Actionforge

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 ↓

Resources

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