diff --git a/.gitignore b/.gitignore
index 1c19dd76..42b88f35 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,12 +8,13 @@ linkchecker-out.txt
.DS_Store
.mintlify-last
.cursor
+.claude
+.agent
+.envrc
agno
projects
specs
-.claude
-.envrc
agno-docs-style/styles/alex
agno-docs-style/styles/write-good
agno-docs-style/styles/Google
diff --git a/agent-os/introduction.mdx b/agent-os/introduction.mdx
index ac4e9ec5..3b2314f7 100644
--- a/agent-os/introduction.mdx
+++ b/agent-os/introduction.mdx
@@ -4,17 +4,15 @@ sidebarTitle: "Introduction"
description: "The runtime and control plane for multi-agent systems."
---
-**AgentOS turns your agents into a production API you can deploy anywhere.** It gives you a pre-built backend for your AI product, so all you need to do is add your agent logic, build your frontend and your product is live.
+**Turn agents into production APIs.** AgentOS provides a pre-built backend for AI products.
+Add agent logic, build the frontend, and ship.
-You bring the agents and AgentOS turns it into a product:
-- 50+ API endpoints with SSE-compatible streaming. Ready for production on day one.
-- Sessions, memory, knowledge stored in your database. Your data stays in your system.
-- Request-level isolation. No state bleed between users, agents and sessions.
-- JWT-based RBAC with hierarchical scopes. Enterprise-ready from day one.
-- Tracing built-in, stored in your database. No third-party egress. No vendor lock-in.
-- Guardrails, human in the loop, learning machines. The full Agno framework.
+## Create AgentOS
-Here's an example of an AgentOS serving an Agent with memory, state, and MCP tools:
+
+
+
+Serve a single agent with memory and tools. Connect to the UI to monitor and debug.
```python agno_agent.py
from agno.os import AgentOS
@@ -37,15 +35,83 @@ if __name__ == "__main__":
agent_os.serve(app="agno_agent:app", reload=True)
```
-
+
+
+Pre-register components (agents, tools, workflows) to use them in the visual builder.
+
+```python agent_os_registry.py
+from agno.agent.agent import Agent
+from agno.db.postgres import PostgresDb
+from agno.models.anthropic import Claude
+from agno.models.openai import OpenAIChat
+from agno.os import AgentOS
+from agno.registry import Registry
+from agno.tools.calculator import CalculatorTools
+from agno.tools.duckduckgo import DuckDuckGoTools
+
+db = PostgresDb(db_url="postgresql+psycopg://ai:ai@localhost:5532/ai", id="postgres_db")
+
+
+def sample_tool():
+ return "Hello, world!"
+
+
+registry = Registry(
+ name="Agno Registry",
+ tools=[DuckDuckGoTools(), sample_tool, CalculatorTools()],
+ models=[
+ OpenAIChat(id="gpt-5-mini"),
+ OpenAIChat(id="gpt-5"),
+ Claude(id="claude-sonnet-4-5"),
+ ],
+ dbs=[db],
+)
+
+agent = Agent(
+ id="registry-agent",
+ model=Claude(id="claude-sonnet-4-5"),
+ db=db,
+)
+
+agent_os = AgentOS(
+ agents=[agent],
+ id="registry-agent-os",
+ registry=registry,
+ db=db,
+)
+
+app = agent_os.get_app()
+
+if __name__ == "__main__":
+ agent_os.serve(app="agent_os_registry:app", reload=True)
+```
+
+
+
+
+## Architecture
+
+
+
+
-AgentOS runs on FastAPI. Add middleware, custom routes, background tasks, or any FastAPI feature without extra configuration.
+AgentOS consists of two parts:
-
+1. **Runtime**: Runs agents built with the Agno SDK.
+2. **User Interface**: Manages, monitors, and debugs the system.
-## Control Plane
+Runs as a container in your cloud. The UI connects directly from the browser.
+No proxies. No data relays.
-AgentOS comes with a built-in [control plane](https://os.agno.com) that connects directly to your runtime from your browser. Monitor sessions. Debug with full traces. Manage users and permissions.
+FastAPI Compatible: Add routes, workers, and middleware without configuration.
-## Architecture
-
-Your AgentOS runs as a container in your cloud. The control plane connects directly from your browser. No proxy servers, no data relay.
-
-
+## Features
-
+- **Production API**: 50+ endpoints with SSE streaming.
+- **Data Sovereignty**: Sessions, memory, and traces stored in your database.
+- **Isolation**: Request-level isolation for users and sessions.
+- **Security**: JWT-based RBAC with hierarchical scopes.
+- **Observability**: Built-in tracing without third-party egress.
+- **Full Framework**: Guardrails, human-in-the-loop, and learning machines.
-## Get Started
+## Next Steps
-
- Create and run your first AgentOS
+
+ Initialize and serve a basic agent.
- Connect your AgentOS to the UI
+ Connect your AgentOS to the Control Plane and Builder UI
-
- Monitor and manage your AgentOS
+
+ Inspect sessions and debug traces.
-
+
Learn more about AgentOS
-
\ No newline at end of file
+
diff --git a/agent-os/overview.mdx b/agent-os/overview.mdx
index 39a035c0..6b3f0d10 100644
--- a/agent-os/overview.mdx
+++ b/agent-os/overview.mdx
@@ -3,7 +3,9 @@ title: "Overview"
description: "The production runtime and control plane for your agentic systems."
---
-AgentOS turns your agents into a production API. A minimal AgentOS application looks like this:
+AgentOS transforms your agents into a production-ready API.
+
+A minimal application looks like this:
```python my_os.py
from agno.os import AgentOS
@@ -24,27 +26,27 @@ if __name__ == "__main__":
## Parameters
-| Parameter | Type | Default | Description |
-|-----------|------|---------|-------------|
-| `name` | `str` | `None` | AgentOS name |
-| `agents` | `List[Agent]` | `None` | List of agents |
-| `teams` | `List[Team]` | `None` | List of teams |
-| `workflows` | `List[Workflow]` | `None` | List of workflows |
-| `db` | `BaseDb` | `None` | Database to use for the AgentOS |
-| `tracing` | `bool` | `False` | Enable tracing to provided database |
-| `knowledge` | `List[Knowledge]` | `None` | List of knowledge instances |
-| `interfaces` | `List[BaseInterface]` | `None` | List of interfaces ([docs](/agent-os/interfaces)) |
-| `config` | `str` or `AgentOSConfig` | `None` | Configuration file path or config instance ([docs](/agent-os/config)) |
-| `base_app` | `FastAPI` | `None` | Custom FastAPI app ([docs](/agent-os/custom-fastapi/overview)) |
-| `lifespan` | `Any` | `None` | Lifespan context manager ([docs](/agent-os/lifespan)) |
-| `authorization` | `bool` | `False` | Enable RBAC ([docs](/agent-os/security/rbac)) |
-| `authorization_config` | `AuthorizationConfig` | `None` | JWT verification config |
-| `enable_mcp_server` | `bool` | `False` | Turn AgentOS into an MCP server ([docs](/agent-os/mcp/mcp)) |
-| `cors_allowed_origins` | `List[str]` | `None` | Allowed CORS origins |
-| `auto_provision_dbs` | `bool` | `True` | Auto-provision databases |
-| `run_hooks_in_background` | `bool` | `False` | Run hooks as background tasks |
-
-See the [AgentOS class reference](/reference/agent-os/agent-os) for complete reference.
+| Parameter | Type | Default | Description |
+| ------------------------- | ------------------------ | ------- | -------------------------------------------------------------- |
+| `name` | `str` | `None` | AgentOS name |
+| `agents` | `List[Agent]` | `None` | Agents to include |
+| `teams` | `List[Team]` | `None` | Teams to include |
+| `workflows` | `List[Workflow]` | `None` | Workflows to include |
+| `db` | `BaseDb` | `None` | Database used for the AgentOS |
+| `tracing` | `bool` | `False` | Enable tracing to AgentOS `db` |
+| `knowledge` | `List[Knowledge]` | `None` | Knowledge bases |
+| `interfaces` | `List[BaseInterface]` | `None` | Agent interfaces ([docs](/agent-os/interfaces)) |
+| `config` | `str` or `AgentOSConfig` | `None` | Configuration path or object ([docs](/agent-os/config)) |
+| `base_app` | `FastAPI` | `None` | Custom FastAPI app ([docs](/agent-os/custom-fastapi/overview)) |
+| `lifespan` | `Any` | `None` | Lifespan context manager ([docs](/agent-os/lifespan)) |
+| `authorization` | `bool` | `False` | Enable RBAC ([docs](/agent-os/security/rbac)) |
+| `authorization_config` | `AuthorizationConfig` | `None` | JWT verification config |
+| `enable_mcp_server` | `bool` | `False` | Enable MCP server ([docs](/agent-os/mcp/mcp)) |
+| `cors_allowed_origins` | `List[str]` | `None` | Allowed CORS origins |
+| `auto_provision_dbs` | `bool` | `True` | Auto-provision databases |
+| `run_hooks_in_background` | `bool` | `False` | Run hooks in background |
+
+See [AgentOS class reference](/reference/agent-os/agent-os) for details.
## Methods
@@ -56,21 +58,21 @@ Returns the configured FastAPI application.
Starts the AgentOS server.
-| Parameter | Type | Default | Description |
-|-----------|------|---------|-------------|
-| `app` | `str` or `FastAPI` | Required | FastAPI app instance or module path |
-| `host` | `str` | `localhost` | Host to bind |
-| `port` | `int` | `7777` | Port to bind |
-| `workers` | `int` | `None` | Number of workers |
-| `reload` | `bool` | `False` | Enable auto-reload |
+| Parameter | Type | Default | Description |
+| --------- | ------------------ | ----------- | ----------------------------------- |
+| `app` | `str` or `FastAPI` | Required | FastAPI app instance or module path |
+| `host` | `str` | `localhost` | Host to bind |
+| `port` | `int` | `7777` | Port to bind |
+| `workers` | `int` | `None` | Number of workers |
+| `reload` | `bool` | `False` | Enable auto-reload |
### `resync()`
-Rediscover and reinitialize agents, teams, workflows, databases, and knowledge bases.
+Reloads agents, teams, workflows, and resources.
## Configuration
-The `config` parameter accepts a YAML file path or `AgentOSConfig` instance. Use it to set quick prompts, display names, and per-database settings.
+The `config` parameter accepts a YAML path or `AgentOSConfig` object. Use it to configure prompts, display names, and database settings.
```python
agent_os = AgentOS(
@@ -80,4 +82,4 @@ agent_os = AgentOS(
)
```
-See [Configuration](/agent-os/config) for full details.
\ No newline at end of file
+See [Configuration](/agent-os/config) for details.