Run
Demos
Try CUGA with sample apps — CRM, knowledge, skills, supervisor, and more.
Demos
Architecture: Demos start the full Clients + Orchestrator + Capability stack locally — Web UI, LangGraph backend, sample tools, and optional knowledge/skills/sandbox. See How CUGA works.
Every demo is a cuga start <preset> command. UI defaults to http://localhost:7860.
Core presets
| Preset | What you get |
|---|---|
demo | Default chat demo |
demo_knowledge | Upload documents and query them (RAG + citations) |
demo_skills | Agent skills + sandbox (SKILL.md playbooks) |
demo_crm | CRM + email sample OpenAPI apps |
demo_supervisor | Same stack with CugaSupervisor (CRM + email delegation) |
demo_health | Healthcare OpenAPI sample (cuga-oak-health) |
demo_docs | IBM Docs MCP sample |
travel_agent | Multi-agent travel sample |
registry | API registry only (no chat UI) |
cuga start demo
cuga start demo_supervisor
cuga start demo_knowledgeFull flag list: CLI presets.
Sample apps behind the demos
These are reference implementations in the cuga-agent repo — not separate doc journeys.
| App | Used in | Notes |
|---|---|---|
| CRM API | demo_crm, demo_supervisor | FastAPI CRM with accounts, leads, contacts |
| Email MCP | demo_crm, demo_supervisor | --no-email skips it |
| Filesystem MCP | optional via --filesystem | File read/write tools |
| Digital Sales OpenAPI | registry examples | Illustrates OpenAPI in mcp_servers.yaml |
| IBM Docs MCP | demo_docs | External documentation search |
To wire your own APIs, skip the long demo walkthroughs — use Tools and cuga start manager.
Hybrid (API + browser)
Hybrid mode runs API tools and browser automation together. Enable in settings:
[advanced_features]
mode = "hybrid"See Task modes. There is no separate hybrid demo page — use demo with hybrid mode on.
Next steps
- Manage and publish — configure in the UI instead of YAML
- CugaSupervisor — build your own multi-agent setup in Python
- Tools — OpenAPI and MCP wiring