diff --git a/docs/tutorials/agents.py b/docs/tutorials/agents.py
new file mode 100644
index 0000000..f77ee5e
--- /dev/null
+++ b/docs/tutorials/agents.py
@@ -0,0 +1,304 @@
+# %% [markdown]
+# # Configuring an agent in ravnar
+#
+# This tutorial explains how to configure an agent in ravnar. You will see two approaches:
+#
+# 1. **Full control** — subclassing the [`Agent`][ravnar.agents.Agent] ABC directly.
+# 2. **Using a wrapper** — adapting an existing [pydantic-ai](https://ai.pydantic.dev/) agent via
+#    [`PydanticAiAgentWrapper`][ravnar.agents.PydanticAiAgentWrapper], and giving it the tools of an
+#    [MCP](https://modelcontextprotocol.io/) server.
+#
+# pydantic-ai is used throughout as the example, but ravnar is not tied to it: under the hood ravnar is an AG-UI
+# server, so any agent that emits AG-UI events is a first-class citizen. Other built-in options are summarised at the
+# end.
+#
+# A special `Client` is used for the documentation. For real-world scenarios, it can be substituted with a regular HTTP
+# client with the base URL set to the URL of your ravnar deployment.
+
+# %%
+import json
+import uuid
+from collections.abc import AsyncIterator
+
+from _ravnar.docs import Client
+
+
+def print_json(obj):
+    print(json.dumps(obj, indent=2, sort_keys=False))
+
+
+def run_agent(client, agent_id: str, message: str) -> None:
+    """Send a message to an agent and display the response in a human-readable format."""
+    import httpx_sse
+
+    body = {
+        "thread_id": str(uuid.uuid4()),
+        "run_id": str(uuid.uuid4()),
+        "state": None,
+        "tools": [],
+        "context": [],
+        "forwardedProps": None,
+        "messages": [
+            {
+                "role": "user",
+                "content": [{"type": "text", "text": message}],
+                "id": str(uuid.uuid4()),
+            }
+        ],
+    }
+
+    with httpx_sse.connect_sse(
+        client, "POST", f"/api/agents/{agent_id}/run", json=body
+    ) as event_source:
+        text = ""
+        for sse in event_source.iter_sse():
+            event = json.loads(sse.data)
+            match event["type"]:
+                case "TEXT_MESSAGE_CONTENT":
+                    text += event["delta"]
+                case "TOOL_CALL_START":
+                    print(f"  🛠  Calling tool: {event['toolCallName']}")
+                case "TOOL_CALL_RESULT":
+                    print(f"  ✅ {event['content']}")
+                case "RUN_ERROR":
+                    print(f"  ❌ Error: {event.get('error', 'Unknown error')}")
+
+        if text:
+            print(f"\n{text}")
+
+
+# %% [markdown]
+# ## Full control with the Agent ABC
+#
+# ravnar is, at its core, an [AG-UI](https://ag-ui.com) server: every agent talks to clients by emitting a stream of
+# AG-UI events — `RUN_STARTED`, `TEXT_MESSAGE_CONTENT`, `TOOL_CALL_START`, `RUN_FINISHED`, and so on. ravnar itself
+# doesn't decide what those events are; it streams whatever the agent produces to the client over Server-Sent Events.
+# Every integration in this tutorial is ultimately just a different way of producing that event stream.
+#
+# The [`Agent`][ravnar.agents.Agent] abstract base class is the most direct way to produce it, giving you complete
+# control over the agent's behaviour. You implement a single method, `run()`, which receives the incoming
+# `RunAgentInput` (the AG-UI request — messages, thread and run IDs, and any client-supplied tools and state) and the
+# authenticated `User`, and yields the `ag_ui.core.Event`s that make up the response.
+#
+# Let's build a simple agent that greets the current user. The sequence below — start the run, open a text message,
+# stream its content word by word, end the message, finish the run — is the canonical shape of an AG-UI text response.
+
+# %%
+import ag_ui.core
+
+from ravnar.agents import Agent
+from ravnar.authenticators import User
+
+
+class WhoAmIAgent(Agent):
+    """A simple agent that greets the current user."""
+
+    async def run(
+        self, input: ag_ui.core.RunAgentInput, user: User
+    ) -> AsyncIterator[ag_ui.core.Event]:
+        message_id = str(uuid.uuid4())
+
+        yield ag_ui.core.RunStartedEvent(
+            thread_id=input.thread_id,
+            run_id=input.run_id,
+            parent_run_id=input.parent_run_id,
+        )
+        yield ag_ui.core.TextMessageStartEvent(message_id=message_id)
+
+        text = f"Hello, {user.id}!"
+        for word in text.split():
+            yield ag_ui.core.TextMessageContentEvent(
+                message_id=message_id, delta=word + " "
+            )
+
+        yield ag_ui.core.TextMessageEndEvent(message_id=message_id)
+        yield ag_ui.core.RunFinishedEvent(
+            thread_id=input.thread_id, run_id=input.run_id
+        )
+
+
+# %% [markdown]
+# The `User` object carries the authenticated user's identity along with any additional data and permissions.
+# When no authenticator is configured, the user defaults to the current system user, and all permissions are granted.
+#
+# Now we register it as a static agent through the ravnar configuration. Static agents are declared upfront and are
+# available for the entire lifetime of the server.
+
+# %%
+config = {
+    "agents": {
+        "static": {
+            "whoami": WhoAmIAgent,
+        }
+    }
+}
+client = Client(config)
+
+# %% [markdown]
+# Let's verify that our agent is registered and inspect its capabilities.
+
+# %%
+agents = client.get("/api/agents").raise_for_status().json()
+print_json(agents)
+
+# %% [markdown]
+# The capabilities are derived from the default [`get_capabilities()`][ravnar.agents.Agent.get_capabilities] method of
+# the base class which, among others, reports that the agent supports streaming. No tools are declared — this is a
+# purely conversational agent.
+#
+# Time to send it a message.
+
+# %%
+run_agent(client, "whoami", "Hello!")
+
+# %% [markdown]
+# The `run_agent()` helper parsed the SSE event stream and printed only the text content. The agent reads the user
+# ID from the `User` object and includes it in the greeting.
+#
+# Subclassing [`Agent`][ravnar.agents.Agent] is the most flexible approach — you have full control over the event
+# stream and can integrate virtually any protocol or library. However, it also means you are responsible for producing
+# the right events at the right time.
+
+# %% [markdown]
+# ## Using the Pydantic AI wrapper
+#
+# If you already use [pydantic-ai](https://ai.pydantic.dev/), you do not need to implement the
+# [`Agent`][ravnar.agents.Agent] interface yourself. ravnar ships with
+# [`PydanticAiAgentWrapper`][ravnar.agents.PydanticAiAgentWrapper], which adapts any `pydantic_ai.Agent` into a ravnar
+# agent — handling AG-UI event generation, tool call streaming, and capability detection automatically.
+#
+# We'll give a single agent two kinds of tool: an in-process Python function, and the tools of an
+# [MCP](https://modelcontextprotocol.io/) server.
+#
+# First, the in-process tool. `whoami` is a regular async function that takes `RunContext[User]` as its first
+# parameter — ravnar injects the authenticated `User` as the dependency when the agent runs.
+
+# %%
+from pydantic_ai import RunContext
+
+
+async def whoami(ctx: RunContext[User]) -> str:
+    """Get the current user's identity."""
+    return ctx.deps.id
+
+
+# %% [markdown]
+# Second, an MCP server. pydantic-ai connects to one with [`MCPToolset`](https://ai.pydantic.dev/mcp/client/), and
+# because the wrapper introspects the agent's `toolsets`, the server's tools are discovered and called exactly like
+# `whoami` — no extra wiring on the ravnar side.
+#
+# One difference matters: an MCP server runs as a *separate process* (or a remote service), so its tools don't
+# automatically receive ravnar's injected `User` the way an in-process tool does — though you can forward it
+# explicitly if needed. Reach for an in-process tool when a tool needs the caller's identity, and an MCP server when
+# the capability is self-contained.
+#
+# Let's write a minimal stdio MCP server that exposes a single `greet` tool. In a real project this would be a
+# separate service; here we write it to a temporary file so the tutorial stays self-contained.
+
+# %%
+import pathlib
+import tempfile
+
+mcp_server = pathlib.Path(tempfile.mkdtemp()) / "greeter.py"
+mcp_server.write_text(
+    '''
+from mcp.server.fastmcp import FastMCP
+
+mcp = FastMCP("greeter")
+
+
+@mcp.tool()
+def greet() -> str:
+    """Return a friendly greeting from the MCP server."""
+    return "Hello from the MCP server!"
+
+
+if __name__ == "__main__":
+    mcp.run()
+'''
+)
+
+# %% [markdown]
+# Now we register the agent purely through configuration — no Python instantiation needed. ravnar's
+# [configuration import mechanism](../../references/config/#plugins) resolves nested `cls_or_fn`/`params` definitions
+# recursively, so we declare the whole agent tree — model, wrapper, the in-process `tools`, and the MCP `toolsets` —
+# as a single config block. `MCPToolset` takes the path to a script and launches it as a stdio server (it also accepts
+# a URL for a remote HTTP/SSE server).
+
+# %%
+config = {
+    "agents": {
+        "static": {
+            "assistant": {
+                "cls_or_fn": "ravnar.agents.PydanticAiAgentWrapper",
+                "params": {
+                    "agent": {
+                        "cls_or_fn": "pydantic_ai.Agent",
+                        "params": {
+                            "model": {
+                                "cls_or_fn": "pydantic_ai.models.test.TestModel",
+                                "params": {"call_tools": "all"},
+                            },
+                            "deps_type": User,
+                            "tools": [whoami],
+                            "toolsets": [
+                                {
+                                    "cls_or_fn": "pydantic_ai.mcp.MCPToolset",
+                                    "params": {"client": str(mcp_server)},
+                                }
+                            ],
+                        },
+                    },
+                },
+            },
+        },
+    },
+}
+client = Client(config)
+
+# %% [markdown]
+# The wrapper builds the capability object dynamically by introspecting the underlying pydantic-ai agent (via
+# `extract_capabilities()`), so both tools show up: the in-process `whoami`, and `greet`, whose definition — name,
+# description, and (empty) parameter schema — was discovered from the MCP server.
+
+# %%
+agents = client.get("/api/agents").raise_for_status().json()
+print_json(agents)
+
+# %% [markdown]
+# Let's run it. `TestModel` is pydantic-ai's stand-in for a real model: it exercises the full agent plumbing without
+# calling an LLM, and with `call_tools="all"` it invokes every available tool once — both the in-process `whoami` and
+# the MCP `greet`.
+
+# %%
+run_agent(client, "assistant", "Hello!")
+
+# %% [markdown]
+# Both tools take no arguments, so `TestModel` calls them exactly as a real model would and the results are real:
+# `whoami` returns your system username (no authenticator is configured) and `greet` returns the MCP server's
+# greeting. The point is the plumbing: ravnar exposed an in-process tool and an MCP server's tool through the *same*
+# wrapper, advertised both, and routed the calls — all from configuration. In production you would swap `TestModel`
+# for a real model (e.g. `openai`, `anthropic`, `openrouter`), which would decide when to call each tool based on the
+# conversation; everything else stays the same.
+#
+# To use a server you do not run yourself (the common case), pass its URL instead of a script path, e.g.
+# `{"cls_or_fn": "pydantic_ai.mcp.MCPToolset", "params": {"client": "https://example.com/mcp"}}`.
+
+# %% [markdown]
+# ## Summary
+#
+# - ravnar is an AG-UI server: an agent is anything that produces a stream of AG-UI events, however you choose to
+#   build it.
+# - Subclass [`Agent`][ravnar.agents.Agent] directly when you need full control over the event stream or want to
+#   integrate a custom protocol.
+# - Use [`PydanticAiAgentWrapper`][ravnar.agents.PydanticAiAgentWrapper] when you already have a pydantic-ai agent —
+#   ravnar plugs it in automatically.
+# - ravnar injects the `User` object into the agent's `run()` method. For pydantic-ai
+#   agents, it is available as `deps` in tools via `RunContext.deps`.
+# - Add [`MCPToolset`](https://ai.pydantic.dev/mcp/client/) to a pydantic-ai agent's `toolsets` to expose the tools of
+#   any MCP server; the wrapper discovers and streams them automatically.
+# - Not using pydantic-ai? ravnar also ships [`AgnoAgentWrapper`][ravnar.agents.AgnoAgentWrapper] for
+#   [Agno](https://docs.agno.com/) agents and [`SSEAgent`][ravnar.agents.SSEAgent] to connect any agent that already
+#   speaks AG-UI over HTTP — and you can always implement the [`Agent`][ravnar.agents.Agent] ABC directly. See the
+#   Python API reference for the full list of built-in agents.
+# - All agents are registered through the same configuration mechanism, whether they are custom subclasses or wrappers.
diff --git a/mkdocs.yml b/mkdocs.yml
index 044fe14..ead2d8b 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -72,6 +72,7 @@ nav:
   - Deployment: deploy.md
   - Tutorials:
       - Authentication: tutorials/authentication.py
+      - Configuring an agent: tutorials/agents.py
   - References:
       - Configuration: references/config.md
       - Python API: references/python_api.md
diff --git a/pyproject.toml b/pyproject.toml
index 84868f1..089af04 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -93,6 +93,8 @@ docs = [
     "mkdocs-macros-plugin>=1.3.9",
     "mkdocs-material>=9.6.20",
     "mkdocstrings[python]>=0.30.0",
+    # the agents tutorial builds a small MCP server; the mcp extra is only needed to render the docs
+    "pydantic-ai-slim[mcp]>=1.87,<2",
     "pygments",
 ]
 dev = [
diff --git a/src/_ravnar/agents.py b/src/_ravnar/agents.py
index 6ff526f..a0ccc24 100644
--- a/src/_ravnar/agents.py
+++ b/src/_ravnar/agents.py
@@ -2,6 +2,7 @@
 
 import abc
 import dataclasses
+import re
 import textwrap
 import uuid
 from collections.abc import AsyncIterator
@@ -49,7 +50,7 @@ async def run(self, input: ag_ui.core.RunAgentInput, user: User) -> AsyncIterato
             thread_id=input.thread_id, run_id=input.run_id, parent_run_id=input.parent_run_id
         )
         yield ag_ui.core.TextMessageStartEvent(message_id=message_id)
-        for delta in textwrap.dedent(message.strip()).split():
+        for delta in re.findall(r"\s*\S+", textwrap.dedent(message.strip())):
             yield ag_ui.core.TextMessageContentEvent(message_id=message_id, delta=delta)
         yield ag_ui.core.TextMessageEndEvent(message_id=message_id)
         yield ag_ui.core.RunFinishedEvent(thread_id=input.thread_id, run_id=input.run_id)
diff --git a/src/_ravnar/database.py b/src/_ravnar/database.py
index e9bc014..9878cb5 100644
--- a/src/_ravnar/database.py
+++ b/src/_ravnar/database.py
@@ -54,18 +54,21 @@ def __init__(self, config: DatabaseConfig) -> None:
     async def setup(self) -> None:  # type: ignore[override]
         session_factory_params = SessionFactoryParams(expire_on_commit=False)
 
+        # ``SQLAlchemyInstrumentor`` is a global singleton: once it is instrumented, further ``instrument`` calls are a
+        # no-op that only logs an "already instrumented" warning. That happens whenever several engines are built in one
+        # process -- e.g. the executed docs build a fresh app per example -- so guard the call to keep the logs clean.
+        instrumentor = SQLAlchemyInstrumentor()
+
         if isinstance(self._engine, Engine):
-            SQLAlchemyInstrumentor().instrument(
-                engine=self._engine,
-            )
+            if not instrumentor.is_instrumented_by_opentelemetry:
+                instrumentor.instrument(engine=self._engine)
 
             orm.Base.metadata.create_all(bind=self._engine)
             self._session_factory = sessionmaker(bind=self._engine, **session_factory_params)
 
         else:
-            SQLAlchemyInstrumentor().instrument(
-                engine=self._engine.sync_engine,
-            )
+            if not instrumentor.is_instrumented_by_opentelemetry:
+                instrumentor.instrument(engine=self._engine.sync_engine)
 
             async with self._engine.begin() as conn:
                 await conn.run_sync(orm.Base.metadata.create_all)
diff --git a/uv.lock b/uv.lock
index 31784d0..5dc0868 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,7 +2,10 @@ version = 1
 revision = 3
 requires-python = ">=3.11, <3.15"
 resolution-markers = [
-    "python_full_version >= '3.13'",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform != 'win32'",
     "python_full_version < '3.13'",
 ]
 
@@ -42,6 +45,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/15/7d/9d9f080ccd0d30da47ac80b3c84ff7d2b8bfa0eec0e29b3ac429dc1e90ab/agno-2.5.5-py3-none-any.whl", hash = "sha256:cbaa0135b63e0e77b091daefe6a9583f5fffb16051c894acfcd456e369ac9756", size = 2061779, upload-time = "2026-02-25T17:27:29.828Z" },
 ]
 
+[[package]]
+name = "aiofile"
+version = "3.11.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/48/41/2fea7e193e061ce54eacc3b7bc0e6a99e4fcff43c78cf0a76dd781ed8334/aiofile-3.11.1.tar.gz", hash = "sha256:1f91912c6643d2a4e49ca4ae3514f0bf3867ce948a36d99a6411b8f4755f4cf9", size = 19342, upload-time = "2026-05-16T08:18:33.538Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/67/cd/0d76dfc5de72bde52f55f53e925c7d152d9c7906634ec1e0cbc7e8d4ad93/aiofile-3.11.1-py3-none-any.whl", hash = "sha256:ce77d14ac07f77bc2b757834a5c129321f3f705c474593deed5ab209079a52c9", size = 20446, upload-time = "2026-05-16T08:18:32.051Z" },
+]
+
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -110,6 +125,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
 ]
 
+[[package]]
+name = "authlib"
+version = "1.7.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "joserfc" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/36/98/7d93f30d029643c0275dbc0bd6d5a6f670661ee6c9a94d93af7ab4887600/authlib-1.7.2.tar.gz", hash = "sha256:2cea25fefcd4e7173bdf1372c0afc265c8034b23a8cd5dcb6a9164b826c64231", size = 176511, upload-time = "2026-05-06T08:10:23.116Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fb/95/adcb68e20c34162e9135f370d6e31737719c2b6f94bc953fe7ed1f10fe21/authlib-1.7.2-py2.py3-none-any.whl", hash = "sha256:3e1faedc9d87e7d56a164eca3ccb6ace0d61b94abe83e92242f8dc8bba9b4a9f", size = 259548, upload-time = "2026-05-06T08:10:21.436Z" },
+]
+
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -142,6 +170,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/41/ff/392bff89415399a979be4a65357a41d92729ae8580a66073d8ec8d810f98/backrefs-5.9-py39-none-any.whl", hash = "sha256:f48ee18f6252b8f5777a22a00a09a85de0ca931658f1dd96d4406a34f3748c60", size = 380265, upload-time = "2025-06-22T19:34:12.405Z" },
 ]
 
+[[package]]
+name = "beartype"
+version = "0.22.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/94/1009e248bbfbab11397abca7193bea6626806be9a327d399810d523a07cb/beartype-0.22.9.tar.gz", hash = "sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f", size = 1608866, upload-time = "2025-12-13T06:50:30.72Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/71/cc/18245721fa7747065ab478316c7fea7c74777d07f37ae60db2e84f8172e8/beartype-0.22.9-py3-none-any.whl", hash = "sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2", size = 1333658, upload-time = "2025-12-13T06:50:28.266Z" },
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.14.2"
@@ -172,6 +209,40 @@ css = [
     { name = "tinycss2" },
 ]
 
+[[package]]
+name = "cachetools"
+version = "7.1.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f4/8b/0d3945a13955303b81272f759a0331e54c5c793da455e6f5706b89d2639c/cachetools-7.1.4.tar.gz", hash = "sha256:437f55a4e0c1b01a4f3077cc470e6991d47430970e36fbcb77e2be0df4fc1cd6", size = 40085, upload-time = "2026-05-21T22:40:43.376Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8c/7b/1fc1c09cc0756cf25861a3be10565915953876da48bb228fb9a672b20a42/cachetools-7.1.4-py3-none-any.whl", hash = "sha256:323dc4127934744db5b54eb4924482d7edafbf9554e820d1531c2e08c0e4ef54", size = 16761, upload-time = "2026-05-21T22:40:41.845Z" },
+]
+
+[[package]]
+name = "caio"
+version = "0.9.25"
+source = { registry = "https://pypi.org/simple" }
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