Self-Hosted Multi-Agent Workflow Studio

Productivity

A zero-code web platform for designing and running multi-agent workflows; runs on your own machine with Docker Compose, bound to 127.0.0.1, with your own model key. Derived from a frozen snapshot of an Apache-2.0 open-source project.

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SubscriptionUS$49 per month

Last run2026-11-12

In practice

Readiness3 / 5

What you need

Few changes needed3 / 5

Who it is for

Individuals and small teams who want to combine several AI agents through configuration on their own machine without writing code.

How to start

$ cp .env.example .env
$ docker compose up -d --build

Browse the files

Files in the product repository at the pinned commit. A few house files are left out of the zip.

File overview623 paths

▸assets26

CommandDash.png
Human_intro.png
agentverse.png
appcopilot.png
cases/
docker.png
ebook.png
ecl.png
github.png
ier.png
…

▸check4

__init__.py
check.py
check_workflow.py
check_yaml.py

▸docs44

user_guide/

▸entity30

__init__.py
config_loader.py
configs/
enum_options.py
enums.py
graph_config.py
messages.py
tool_spec.py

▸frontend284

.dockerignore
.gitignore
Dockerfile
eslint.config.js
index.html
package-lock.json
package.json
public/
src/
vite.config.js

▸functions11

edge/
edge_processor/
function_calling/

▸mcp_example1

mcp_server.py

▸runtime57

__init__.py
bootstrap/
edge/
node/
sdk.py

▸schema_registry2

__init__.py
registry.py

▸server36

__init__.py
app.py
bootstrap.py
config_schema_router.py
local_security.py
models.py
routes/
services/
settings.py
state.py

▸tests9

test_attachment_boundary_security.py
test_attachment_upload_filename.py
test_code_execution_security.py
test_local_tool_security.py
test_mem0_memory.py
test_memory_embedding_consistency.py
test_server_main_reload.py
test_session_workspace_security.py
test_websocket_send_message_sync.py

▸tools4

__init__.py
export_design_template.py
sync_vuegraphs.py
validate_all_yamls.py

▸utils22

__init__.py
attachments.py
code_execution.py
env_loader.py
error_handler.py
exceptions.py
function_catalog.py
function_manager.py
human_prompt.py
io_utils.py
…

▸workflow20

__init__.py
cycle_manager.py
executor/
graph.py
graph_context.py
graph_manager.py
hooks/
runtime/
subgraph_loader.py
topology_builder.py

▸yaml_instance45

ChatDev_v1.yaml
GameDev_with_manager.yaml
MACNet_Node_sub.yaml
MACNet_optimize_sub.yaml
MACNet_v1.yaml
blender_3d_builder_hub.yaml
blender_3d_builder_hub_auto_human.yaml
blender_3d_builder_simple.yaml
blender_scientific_illustration_image_gen.yaml
blender_scientific_illustration_with_human.yaml
…

▸yaml_template1

design.yaml

▫ATTRIBUTION.md

▫Dockerfile

▫LICENSE

▫Makefile

▫PRODUCT.md

▫QUICKSTART.md

▫README-zh.md

▫README.md

▫SECURITY.md

▫compose.yml

▫delivery-manifest.txt

▫package-lock.json

▫package.json

▫pyproject.toml

▫requirements.txt

▫run.py

▫server_main.py

▫uv.lock

▫Config and hidden files 9

Latest passing run

Clone → Checkout → Toolchain → Run studio

Pre-purchase Disclosure

What you are buying

A platform for designing and running multi-agent workflows from a web interface: a frontend and a backend service, brought up with Docker Compose on your own machine, using your own model key.

Derived from an open-source project under the Apache-2.0 licence, and not the original project itself.

Delivery is a frozen snapshot: one zip, taken from the product repository at revision fe6931b.

Known limitations

The services are bound to the local machine only (frontend on port 5173 by default, backend on port 6400); TLS and a reverse proxy are yours to bring for any wider access
The web interface needs no sign-in
The frontend container runs a development-mode server
Running workflows that call a model needs your own model key; the search and reading tools need further optional keys
The frontend and backend containers mount the unzipped folder, which has to stay in place while they run
The first build needs internet access to download Python and Node dependencies
Pinned to the delivered snapshot; it does not follow upstream.

The liability cap, the scope of what is promised and the statutory floor are governed by the Terms of Service.

Vetting record

Everything below was checked against the pinned commit 464a681. Every verdict carries its full reasoning, an evidence link and the checker; failures are published, not hidden — do not take our word for it, verify it yourself.

2 PASS3 WARN0 FAIL

Source ReviewWARN

Read: compose.yml, both Dockerfiles, .env.example and QUICKSTART.md. The upstream Python and frontend source was not read file by file.

Script SafetyPASS

The two Dockerfiles and the compose file were read; no download-and-pipe-to-shell pattern was seen there. Upstream scripts and the workflow example files were not read.

RecencyWARN

This is a frozen snapshot that does not follow upstream. The date of the pinned upstream commit was not checked.

LicensePASS

SPDX:Apache-2.0

The LICENSE file in the repository is the Apache-2.0 text. The upstream copy was not compared against it.

Dependency LicensesWARN

Dependencies are declared in pyproject.toml and the frontend package files and fetched at build time. They were not scanned for licenses.