> ## Documentation Index
> Fetch the complete documentation index at: https://docs.cyberun.cloud/llms.txt
> Use this file to discover all available pages before exploring further.

# Features

> What this product ships today.

What this product ships today, grouped by capability.

{/* Audience: SaaS user signed in at app.cyberun.cloud — internal authoring note, not shown to readers. */}

### Workflows & tasks

| Feature                      | Description                                                                                                                                                                                                                                                                         |
| ---------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Workflow library             | Save a ComfyUI or Nerfstudio pipeline as a reusable template the whole team can run. Each workflow declares its parameters (with defaults and ranges) so anyone — or any AI agent — can submit a task without seeing the underlying graph. [Learn more](/cloud/concepts/workflows). |
| Task submission and tracking | Submit a workflow as a task, watch it through pending → queued → running → completed, and pull the output files when it finishes. Cancel any task that hasn't reached a terminal state. [Learn more](/cloud/concepts/tasks).                                                        |
| Workflow snapshots           | Every workflow save creates a snapshot you can preview and restore. Re-renders apply only to the parts that actually changed — no whole-project rebuilds. [Learn more](/cloud/guides/workflow-snapshots).                                                                           |

### Agents & compute

| Feature                      | Description                                                                                                                                                                                                                                             |
| ---------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Team-owned agents            | Connect a GPU machine — your own workstation, an on-prem server, a cloud VM — as an agent for your team. The dashboard shows which agents are online, their labels, and which tasks they're handling. [Learn more](/cloud/concepts/agents).             |
| Label-based task routing     | Tag each agent with labels (comfyui, nerfstudio, gpu-class, region, etc.) and require matching labels on a workflow so tasks land on the right hardware.                                                                                                |
| Comfy Cloud fallback compute | Connect a Comfy Cloud API key as an overflow target. When your team's agents are busy or offline, tasks that need ComfyUI compute can spill to Comfy Cloud automatically — same workflow, hosted GPUs. [Learn more](/cloud/guides/connect-comfy-cloud). |

### Container services

| Feature                                | Description                                                                                                                                                                                                                                                                                                                                                    |
| -------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Deploy any HTTP service                | Push a Docker image (vLLM, Ollama, a custom Flask app) to the team's agents as a long-running service. The platform handles deploy, health checks, and traffic routing through a stable URL. [Learn more](/cloud/concepts/containers).                                                                                                                         |
| Register an existing external service  | Already running a model on your own infrastructure? Register the URL instead of deploying through Cyberun. The team's agents make the outbound calls — Cyberun never makes direct outbound HTTP to a user-provided URL, so the network trust boundary stays on your side. MCP-callable just like a deployed service. [Learn more](/cloud/concepts/containers). |
| Call container services from AI agents | Any MCP-aware AI client (Claude, Cursor, Codex CLI, etc.) can list and invoke the team's container services through the Cloud MCP server. Whether the service is platform-deployed or externally registered is transparent to the AI — the same `usage_prompt` and `call_container_service` tool covers both. [Learn more](/mcp/cloud).                        |

### Models & assets

| Feature                  | Description                                                                                                                                                                                                                                           |
| ------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Model library            | Upload checkpoints, LoRAs, embeddings, and ControlNets once. The platform distributes them to eligible agents and caches them locally so workflows can reference any model by name without per-machine copying. [Learn more](/cloud/concepts/models). |
| Custom node distribution | Upload versioned ComfyUI node packages once. Agents pull and cache them on first need so every workflow runs against the same node versions across the team — no manual sync, no drift. [Learn more](/cloud/concepts/nodes).                          |

### Notifications & events

| Feature                   | Description                                                                                                                                                                                                                               |
| ------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| In-app task notifications | When a task you submitted completes or fails, the dashboard surfaces it. No email, push, or polling to configure — open the dashboard, see what finished. [Learn more](/cloud/concepts/notifications).                                    |
| Signed task webhooks      | Subscribe an HTTPS endpoint to task events (`task.completed` and `task.failed`). Every delivery is HMAC-signed so your backend can verify the request really came from Cyberun before acting on it. [Learn more](/cloud/guides/webhooks). |

### Identity & access

| Feature                 | Description                                                                                                                                                                                                                                                                |
| ----------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Teams and roles         | Group users into teams with four role tiers (Owner / Admin / Member / Viewer). Permissions cover every resource — workflows, tasks, agents, container services — so a Viewer can browse without being a vector for accidental writes. [Learn more](/cloud/concepts/teams). |
| Integration credentials | Issue `sk-` integration keys for scripts, CI, and AI agents. Each key is bound to a team at issue time; revoke at any time. No `X-Team-ID` header to manage. [Learn more](/cloud/guides/api-key).                                                                          |
