No Code — Dashboard UI

Build, configure, and deploy production agents entirely from the AgentBreeder dashboard. No YAML. No code. No DevOps knowledge required.

Who this is for: Product managers, analysts, business users, executives, and anyone who wants to ship agents without touching a terminal.

Supported Frameworks

Every framework works in the dashboard. Pick the one that fits your use case from a dropdown — AgentBreeder handles the runtime scaffolding automatically.

Supported Deployment Targets

All deployment targets are available from the Deploy to dropdown. Connect your cloud account once in Settings — then deploy anywhere without manual credential configuration.

Getting Started

1. Open the dashboard

http://localhost:3001        # local dev stack

Or log in to your org's hosted AgentBreeder instance.

Default local credentials:

2. Create a new agent

Click New Agent in the top-right corner. The visual builder opens.

3. Configure in the form

The builder asks you for:

4. Deploy

Click Deploy Agent. The dashboard runs the 8-step pipeline and shows live progress:

✅  YAML parsed & validated
✅  RBAC check passed
✅  Dependencies resolved
✅  Container built
✅  Deployed
✅  Health check passed
✅  Registered in org registry
✅  Endpoint returned

If any step fails, the deploy rolls back automatically.

5. Your agent is live

The endpoint URL appears in the dashboard. You can immediately:

• Chat with the agent from the playground tab
• View logs in real time
• Monitor costs per token, per day, per team
• Share the endpoint URL with your team

MCP Servers

The dashboard has a built-in MCP server registry. From the agent builder:

1. Click Add Tool → Search MCP Servers
2. Browse your org's registered MCP servers or auto-discover from your connected cloud
3. Click Add — the server is wired in as a sidecar automatically on deploy

You can also run agentbreeder scan from the CLI to discover locally running MCP servers and publish them to the registry for the dashboard to find.

Multi-Agent Orchestration (Visual Canvas)

The dashboard includes a ReactFlow-based drag-and-drop canvas for building multi-agent pipelines — no code required.

To open the canvas:

1. Click New Orchestration in the top-right corner
2. Drag agents from the registry onto the canvas
3. Draw connections between them to define the flow
4. Set the orchestration strategy (router, sequential, parallel, supervisor)
5. Click Deploy Orchestration

The canvas generates an orchestration.yaml behind the scenes. At any point, click View YAML to see it.

Human-in-the-Loop Approvals

For sensitive workflows, you can require a human to approve before an agent proceeds:

1. Open the agent builder → Advanced → Approvals
2. Enable Require HITL approval
3. Set the approvers (team or individuals)

When the agent hits an approval step, it pauses and sends a notification. The approver sees the pending action in the dashboard and can approve or reject.

Editing an Agent

Open an agent from the registry → click Edit → change any field → Redeploy.

Every redeploy is versioned. You can roll back to any previous version from the History tab.

Eject to Low Code (View the YAML)

At any point, click View YAML to see the agent.yaml that the dashboard generated. This is human-readable and version-controllable.

To take full ownership of the YAML:

1. Click Export agent.yaml
2. Run agentbreeder deploy agent.yaml from your terminal
3. You are now in Low Code mode — see Low Code →

The exported YAML is identical to what the dashboard used. Nothing is hidden.

Tier Mobility

No Code (Dashboard)
  └─▶  View YAML            → copy into your IDE    → Low Code
  └─▶  agentbreeder eject   → full SDK scaffold      → Full Code

You can always go deeper — you never lose what you built. See Full Code →.

All Frameworks × All Deployment Targets

Every combination works. This matrix applies to No Code, Low Code, and Full Code equally.

Next Steps