diff --git a/lib/livebook/hubs/team_client.ex b/lib/livebook/hubs/team_client.ex
index f808030e7..4a2241ea4 100644
--- a/lib/livebook/hubs/team_client.ex
+++ b/lib/livebook/hubs/team_client.ex
@@ -20,7 +20,8 @@ defmodule Livebook.Hubs.TeamClient do
     secrets: [],
     file_systems: [],
     deployment_groups: [],
-    app_deployments: []
+    app_deployments: [],
+    agents: []
   ]
 
   @type registry_name :: {:via, Registry, {Livebook.HubsRegistry, String.t()}}
@@ -114,6 +115,14 @@ defmodule Livebook.Hubs.TeamClient do
     GenServer.call(registry_name(id), {:get_app_deployment_download_info, app_deployment_id})
   end
 
+  @doc """
+  Returns a list of cached agents.
+  """
+  @spec get_agents(String.t()) :: list(Teams.Agent.t())
+  def get_agents(id) do
+    GenServer.call(registry_name(id), :get_agents)
+  end
+
   @doc """
   Returns if the Team client is connected.
   """
@@ -230,6 +239,10 @@ defmodule Livebook.Hubs.TeamClient do
     {:reply, reply, state}
   end
 
+  def handle_call(:get_agents, _caller, state) do
+    {:reply, state.agents, state}
+  end
+
   @impl true
   def handle_info(:connected, state) do
     Hubs.Broadcasts.hub_connected(state.hub.id)
@@ -400,12 +413,13 @@ defmodule Livebook.Hubs.TeamClient do
     }
   end
 
-  defp build_app_deployment(%LivebookProto.AppDeployment{} = app_deployment) do
+  defp build_app_deployment(state, %LivebookProto.AppDeployment{} = app_deployment) do
     %Teams.AppDeployment{
       id: app_deployment.id,
       slug: app_deployment.slug,
       sha: app_deployment.sha,
       title: app_deployment.title,
+      hub_id: state.hub.id,
       deployment_group_id: app_deployment.deployment_group_id,
       file: nil,
       deployed_by: app_deployment.deployed_by,
@@ -413,6 +427,26 @@ defmodule Livebook.Hubs.TeamClient do
     }
   end
 
+  defp put_agent(state, agent) do
+    state = remove_agent(state, agent)
+
+    %{state | agents: [agent | state.agents]}
+  end
+
+  defp remove_agent(state, agent) do
+    %{state | agents: Enum.reject(state.agents, &(&1.id == agent.id))}
+  end
+
+  defp build_agent(state, %LivebookProto.Agent{} = agent) do
+    %Livebook.Teams.Agent{
+      id: agent.id,
+      name: agent.name,
+      hub_id: state.hub.id,
+      org_id: agent.org_id,
+      deployment_group_id: agent.deployment_group_id
+    }
+  end
+
   defp handle_event(:secret_created, %Secrets.Secret{} = secret, state) do
     Hubs.Broadcasts.secret_created(secret)
 
@@ -433,12 +467,14 @@ defmodule Livebook.Hubs.TeamClient do
     handle_event(:secret_updated, build_secret(state, secret_updated), state)
   end
 
-  defp handle_event(:secret_deleted, secret_deleted, state) do
-    if secret = Enum.find(state.secrets, &(&1.name == secret_deleted.name)) do
-      Hubs.Broadcasts.secret_deleted(secret)
-      remove_secret(state, secret)
-    else
-      state
+  defp handle_event(:secret_deleted, %Secrets.Secret{} = secret, state) do
+    Hubs.Broadcasts.secret_deleted(secret)
+    remove_secret(state, secret)
+  end
+
+  defp handle_event(:secret_deleted, %{name: name}, state) do
+    with {:ok, secret} <- fetch_secret(name, state) do
+      handle_event(:secret_deleted, secret, state)
     end
   end
 
@@ -464,15 +500,12 @@ defmodule Livebook.Hubs.TeamClient do
 
   defp handle_event(:file_system_deleted, %{external_id: _} = file_system, state) do
     Hubs.Broadcasts.file_system_deleted(file_system)
-
     remove_file_system(state, file_system)
   end
 
-  defp handle_event(:file_system_deleted, %{id: id}, state) do
-    if file_system = Enum.find(state.file_systems, &(&1.external_id == id)) do
+  defp handle_event(:file_system_deleted, %{id: external_id}, state) do
+    with {:ok, file_system} <- fetch_file_system(external_id, state) do
       handle_event(:file_system_deleted, file_system, state)
-    else
-      state
     end
   end
 
@@ -503,11 +536,14 @@ defmodule Livebook.Hubs.TeamClient do
     )
   end
 
-  defp handle_event(:deployment_group_deleted, deployment_group_deleted, state) do
-    with {:ok, deployment_group} <- fetch_deployment_group(deployment_group_deleted.id, state) do
-      Teams.Broadcasts.deployment_group_deleted(deployment_group)
+  defp handle_event(:deployment_group_deleted, %Teams.DeploymentGroup{} = deployment_group, state) do
+    Teams.Broadcasts.deployment_group_deleted(deployment_group)
+    remove_deployment_group(state, deployment_group)
+  end
 
-      remove_deployment_group(state, deployment_group)
+  defp handle_event(:deployment_group_deleted, %{id: id}, state) do
+    with {:ok, deployment_group} <- fetch_deployment_group(id, state) do
+      handle_event(:deployment_group_deleted, deployment_group, state)
     end
   end
 
@@ -517,6 +553,7 @@ defmodule Livebook.Hubs.TeamClient do
     |> dispatch_file_systems(user_connected)
     |> dispatch_deployment_groups(user_connected)
     |> dispatch_app_deployments(user_connected)
+    |> dispatch_agents(user_connected)
   end
 
   defp handle_event(:agent_connected, agent_connected, state) do
@@ -526,14 +563,15 @@ defmodule Livebook.Hubs.TeamClient do
     |> dispatch_file_systems(agent_connected)
     |> dispatch_deployment_groups(agent_connected)
     |> dispatch_app_deployments(agent_connected)
+    |> dispatch_agents(agent_connected)
   end
 
   defp handle_event(:app_deployment_created, %Teams.AppDeployment{} = app_deployment, state) do
     deployment_group_id = app_deployment.deployment_group_id
 
     with {:ok, deployment_group} <- fetch_deployment_group(deployment_group_id, state) do
-      state = put_app_deployment(state, app_deployment)
       Teams.Broadcasts.app_deployment_created(app_deployment)
+      state = put_app_deployment(state, app_deployment)
 
       if deployment_group.id == state.deployment_group_id do
         manager_sync()
@@ -546,11 +584,31 @@ defmodule Livebook.Hubs.TeamClient do
   defp handle_event(:app_deployment_created, app_deployment_created, state) do
     handle_event(
       :app_deployment_created,
-      build_app_deployment(app_deployment_created.app_deployment),
+      build_app_deployment(state, app_deployment_created.app_deployment),
       state
     )
   end
 
+  defp handle_event(:agent_joined, %Teams.Agent{} = agent, state) do
+    Teams.Broadcasts.agent_joined(agent)
+    put_agent(state, agent)
+  end
+
+  defp handle_event(:agent_joined, agent_joined, state) do
+    handle_event(:agent_joined, build_agent(state, agent_joined.agent), state)
+  end
+
+  defp handle_event(:agent_left, %Teams.Agent{} = agent, state) do
+    Teams.Broadcasts.agent_left(agent)
+    remove_agent(state, agent)
+  end
+
+  defp handle_event(:agent_left, %{id: id}, state) do
+    with {:ok, agent} <- fetch_agent(id, state) do
+      handle_event(:agent_left, agent, state)
+    end
+  end
+
   defp dispatch_secrets(state, %{secrets: secrets}) do
     decrypted_secrets = Enum.map(secrets, &build_secret(state, &1))
 
@@ -601,12 +659,19 @@ defmodule Livebook.Hubs.TeamClient do
   end
 
   defp dispatch_app_deployments(state, %{app_deployments: app_deployments}) do
-    app_deployments = Enum.map(app_deployments, &build_app_deployment/1)
+    app_deployments = Enum.map(app_deployments, &build_app_deployment(state, &1))
     {created, _, _} = diff(state.app_deployments, app_deployments, &(&1.id == &2.id))
 
     dispatch_events(state, app_deployment_created: created)
   end
 
+  defp dispatch_agents(state, %{agents: agents}) do
+    agents = Enum.map(agents, &build_agent(state, &1))
+    {joined, left, _} = diff(state.agents, agents, &(&1.id == &2.id))
+
+    dispatch_events(state, agent_joined: joined, agent_left: left)
+  end
+
   defp update_hub(state, %{public_key: org_public_key}) do
     hub = %{state.hub | org_public_key: org_public_key}
 
@@ -638,9 +703,19 @@ defmodule Livebook.Hubs.TeamClient do
   defp find_deployment_group(nil, _), do: nil
   defp find_deployment_group(id, groups), do: Enum.find(groups, &(&1.id == id))
 
-  defp fetch_deployment_group(id, state) do
-    if deployment_group = find_deployment_group(id, state.deployment_groups) do
-      {:ok, deployment_group}
+  defp fetch_deployment_group(id, state),
+    do: fetch_entry(state.deployment_groups, &(&1.id == id), state)
+
+  defp fetch_secret(name, state), do: fetch_entry(state.secrets, &(&1.name == name), state)
+
+  defp fetch_file_system(external_id, state),
+    do: fetch_entry(state.file_systems, &(&1.external_id == external_id), state)
+
+  defp fetch_agent(id, state), do: fetch_entry(state.agents, &(&1.id == id), state)
+
+  defp fetch_entry(entries, fun, state) do
+    if entry = Enum.find(entries, fun) do
+      {:ok, entry}
     else
       state
     end
diff --git a/lib/livebook/teams.ex b/lib/livebook/teams.ex
index 4a0300737..95d1c7c4c 100644
--- a/lib/livebook/teams.ex
+++ b/lib/livebook/teams.ex
@@ -4,7 +4,7 @@ defmodule Livebook.Teams do
   alias Livebook.Hubs
   alias Livebook.Hubs.Team
   alias Livebook.Hubs.TeamClient
-  alias Livebook.Teams.{AppDeployment, DeploymentGroup, Org, Requests}
+  alias Livebook.Teams.{Agent, AppDeployment, DeploymentGroup, Org, Requests}
 
   import Ecto.Changeset,
     only: [add_error: 3, apply_action: 2, apply_action!: 2, get_field: 2]
@@ -221,4 +221,12 @@ defmodule Livebook.Teams do
   def get_app_deployments(team) do
     TeamClient.get_app_deployments(team.id)
   end
+
+  @doc """
+  Gets a list of agents for a given Hub.
+  """
+  @spec get_agents(Team.t()) :: list(Agent.t())
+  def get_agents(team) do
+    TeamClient.get_agents(team.id)
+  end
 end
diff --git a/lib/livebook/teams/agent.ex b/lib/livebook/teams/agent.ex
new file mode 100644
index 000000000..8bc118b53
--- /dev/null
+++ b/lib/livebook/teams/agent.ex
@@ -0,0 +1,19 @@
+defmodule Livebook.Teams.Agent do
+  use Ecto.Schema
+
+  @type t :: %__MODULE__{
+          id: String.t() | nil,
+          name: String.t() | nil,
+          hub_id: String.t() | nil,
+          org_id: String.t() | nil,
+          deployment_group_id: String.t() | nil
+        }
+
+  @primary_key {:id, :string, autogenerate: false}
+  embedded_schema do
+    field :name, :string
+    field :hub_id, :string
+    field :org_id, :string
+    field :deployment_group_id, :string
+  end
+end
diff --git a/lib/livebook/teams/app_deployment.ex b/lib/livebook/teams/app_deployment.ex
index c105bc793..748dff8dd 100644
--- a/lib/livebook/teams/app_deployment.ex
+++ b/lib/livebook/teams/app_deployment.ex
@@ -9,6 +9,7 @@ defmodule Livebook.Teams.AppDeployment do
           slug: String.t() | nil,
           sha: String.t() | nil,
           title: String.t() | nil,
+          hub_id: String.t() | nil,
           deployment_group_id: String.t() | nil,
           file: binary() | nil,
           deployed_by: String.t() | nil,
@@ -20,6 +21,7 @@ defmodule Livebook.Teams.AppDeployment do
     field :slug, :string
     field :sha, :string
     field :title, :string
+    field :hub_id, :string
     field :deployment_group_id, :string
     field :file, :string
     field :deployed_by, :string
@@ -45,6 +47,7 @@ defmodule Livebook.Teams.AppDeployment do
          slug: notebook.app_settings.slug,
          sha: shasum,
          title: notebook.name,
+         hub_id: notebook.hub_id,
          deployment_group_id: notebook.deployment_group_id,
          file: zip_content
        }}
diff --git a/lib/livebook/teams/broadcasts.ex b/lib/livebook/teams/broadcasts.ex
index 56125b9fa..8e34ecce7 100644
--- a/lib/livebook/teams/broadcasts.ex
+++ b/lib/livebook/teams/broadcasts.ex
@@ -1,10 +1,11 @@
 defmodule Livebook.Teams.Broadcasts do
-  alias Livebook.Teams.{AppDeployment, DeploymentGroup}
+  alias Livebook.Teams.{Agent, AppDeployment, DeploymentGroup}
 
   @type broadcast :: :ok | {:error, term()}
 
   @deployment_groups_topic "teams:deployment_groups"
   @app_deployments_topic "teams:app_deployments"
+  @agents_topic "teams:agents"
 
   @doc """
   Subscribes to one or more subtopics in `"teams"`.
@@ -21,6 +22,11 @@ defmodule Livebook.Teams.Broadcasts do
 
     * `{:app_deployment_created, AppDeployment.t()}`
 
+  Topic `#{@agents_topic}`:
+
+    * `{:agent_joined, Agent.t()}`
+    * `{:agent_left, Agent.t()}`
+
   """
   @spec subscribe(atom() | list(atom())) :: :ok | {:error, term()}
   def subscribe(topics) when is_list(topics) do
@@ -79,6 +85,22 @@ defmodule Livebook.Teams.Broadcasts do
     broadcast(@app_deployments_topic, {:app_deployment_created, app_deployment})
   end
 
+  @doc """
+  Broadcasts under `#{@agents_topic}` topic when hub received a new agent.
+  """
+  @spec agent_joined(Agent.t()) :: broadcast()
+  def agent_joined(%Agent{} = agent) do
+    broadcast(@agents_topic, {:agent_joined, agent})
+  end
+
+  @doc """
+  Broadcasts under `#{@agents_topic}` topic when hub received a deleted agent.
+  """
+  @spec agent_left(Agent.t()) :: broadcast()
+  def agent_left(%Agent{} = agent) do
+    broadcast(@agents_topic, {:agent_left, agent})
+  end
+
   defp broadcast(topic, message) do
     Phoenix.PubSub.broadcast(Livebook.PubSub, topic, message)
   end
diff --git a/lib/livebook_web/live/hub/edit/team_component.ex b/lib/livebook_web/live/hub/edit/team_component.ex
index 3606d48b1..dd2990100 100644
--- a/lib/livebook_web/live/hub/edit/team_component.ex
+++ b/lib/livebook_web/live/hub/edit/team_component.ex
@@ -16,6 +16,7 @@ defmodule LivebookWeb.Hub.Edit.TeamComponent do
     file_systems = Hubs.get_file_systems(assigns.hub, hub_only: true)
     deployment_groups = Teams.get_deployment_groups(assigns.hub)
     app_deployments = Teams.get_app_deployments(assigns.hub)
+    agents = Teams.get_agents(assigns.hub)
     secret_name = assigns.params["secret_name"]
     file_system_id = assigns.params["file_system_id"]
     default? = default_hub?(assigns.hub)
@@ -41,6 +42,7 @@ defmodule LivebookWeb.Hub.Edit.TeamComponent do
        file_systems: file_systems,
        deployment_groups: Enum.sort_by(deployment_groups, & &1.name),
        app_deployments: Enum.frequencies_by(app_deployments, & &1.deployment_group_id),
+       agents: Enum.frequencies_by(agents, & &1.deployment_group_id),
        show_key: show_key,
        secret_name: secret_name,
        secret_value: secret_value,
@@ -222,6 +224,7 @@ defmodule LivebookWeb.Hub.Edit.TeamComponent do
                   hub={@hub}
                   deployment_group={deployment_group}
                   app_deployments_count={Map.get(@app_deployments, deployment_group.id, 0)}
+                  agents_count={Map.get(@agents, deployment_group.id, 0)}
                   live_action={@live_action}
                   params={@params}
                 />
diff --git a/lib/livebook_web/live/hub/edit_live.ex b/lib/livebook_web/live/hub/edit_live.ex
index b50cb824b..7d1666616 100644
--- a/lib/livebook_web/live/hub/edit_live.ex
+++ b/lib/livebook_web/live/hub/edit_live.ex
@@ -11,7 +11,7 @@ defmodule LivebookWeb.Hub.EditLive do
   def mount(_params, _session, socket) do
     if connected?(socket) do
       Hubs.Broadcasts.subscribe([:connection])
-      Livebook.Teams.Broadcasts.subscribe([:deployment_groups, :app_deployments])
+      Livebook.Teams.Broadcasts.subscribe([:deployment_groups, :app_deployments, :agents])
     end
 
     {:ok,
diff --git a/lib/livebook_web/live/hub/teams/deployment_group_component.ex b/lib/livebook_web/live/hub/teams/deployment_group_component.ex
index c01977d0f..bf8a429f0 100644
--- a/lib/livebook_web/live/hub/teams/deployment_group_component.ex
+++ b/lib/livebook_web/live/hub/teams/deployment_group_component.ex
@@ -54,7 +54,9 @@ defmodule LivebookWeb.Hub.Teams.DeploymentGroupComponent do
         <!-- Overview -->
         <div :if={@deployment_group.mode == :online} class="flex flex-col lg:flex-row justify-center">
           <.labeled_text class="grow mt-6 lg:border-l lg:pl-4" label="Instances running">
-            <span class="text-lg font-normal">-1</span>
+            <span class="text-lg font-normal" aria-label="instances running">
+              <%= @agents_count %>
+            </span>
             <.link
               patch={~p"/hub/#{@hub.id}/groups/#{@deployment_group.id}/agents/new"}
               class="pl-2 text-blue-600"
diff --git a/proto/lib/livebook_proto/agent_left.pb.ex b/proto/lib/livebook_proto/agent_left.pb.ex
index 781ea432f..628236e54 100644
--- a/proto/lib/livebook_proto/agent_left.pb.ex
+++ b/proto/lib/livebook_proto/agent_left.pb.ex
@@ -1,5 +1,5 @@
 defmodule LivebookProto.AgentLeft do
   use Protobuf, syntax: :proto3, protoc_gen_elixir_version: "0.12.0"
 
-  field :agent, 1, type: LivebookProto.Agent
+  field :id, 1, type: :string
 end
diff --git a/proto/messages.proto b/proto/messages.proto
index 6c7ae6be6..05ccb1159 100644
--- a/proto/messages.proto
+++ b/proto/messages.proto
@@ -140,7 +140,7 @@ message AgentJoined {
 }
 
 message AgentLeft {
-  Agent agent = 1;
+  string id = 1;
 }
 
 message Agent {
diff --git a/test/livebook_teams/hubs/team_client_test.exs b/test/livebook_teams/hubs/team_client_test.exs
index b29efc724..cc5d12596 100644
--- a/test/livebook_teams/hubs/team_client_test.exs
+++ b/test/livebook_teams/hubs/team_client_test.exs
@@ -5,7 +5,7 @@ defmodule Livebook.Hubs.TeamClientTest do
 
   setup do
     Livebook.Hubs.Broadcasts.subscribe([:connection, :file_systems, :secrets])
-    Livebook.Teams.Broadcasts.subscribe([:deployment_groups, :app_deployments])
+    Livebook.Teams.Broadcasts.subscribe([:deployment_groups, :app_deployments, :agents])
     :ok
   end
 
@@ -332,7 +332,13 @@ defmodule Livebook.Hubs.TeamClientTest do
           agent_keys: []
         }
 
-      app_deployment = build(:app_deployment, file: nil, deployment_group_id: deployment_group.id)
+      app_deployment =
+        build(:app_deployment,
+          hub_id: team.id,
+          file: nil,
+          deployment_group_id: deployment_group.id
+        )
+
       {seconds, 0} = NaiveDateTime.to_gregorian_seconds(app_deployment.deployed_at)
 
       livebook_proto_app_deployment =
@@ -357,6 +363,31 @@ defmodule Livebook.Hubs.TeamClientTest do
       assert_receive {:app_deployment_created, ^app_deployment}, 5000
       assert app_deployment in TeamClient.get_app_deployments(team.id)
     end
+
+    test "dispatches the agents list", %{team: team, user_connected: user_connected} do
+      pid = connect_to_teams(team)
+      agent = build(:agent, hub_id: team.id, org_id: to_string(team.org_id))
+
+      livebook_proto_agent =
+        %LivebookProto.Agent{
+          id: agent.id,
+          name: agent.name,
+          org_id: agent.org_id,
+          deployment_group_id: agent.deployment_group_id
+        }
+
+      user_connected = %{user_connected | agents: [livebook_proto_agent]}
+
+      send(pid, {:event, :user_connected, user_connected})
+      assert_receive {:agent_joined, ^agent}
+      assert agent in TeamClient.get_agents(team.id)
+
+      user_connected = %{user_connected | agents: []}
+
+      send(pid, {:event, :user_connected, user_connected})
+      assert_receive {:agent_left, ^agent}
+      refute agent in TeamClient.get_agents(team.id)
+    end
   end
 
   describe "handle agent_connected event" do
@@ -373,7 +404,8 @@ defmodule Livebook.Hubs.TeamClientTest do
           secrets: [],
           file_systems: [],
           deployment_groups: [],
-          app_deployments: []
+          app_deployments: [],
+          agents: []
         }
 
       {:ok,
@@ -723,6 +755,36 @@ defmodule Livebook.Hubs.TeamClientTest do
       Livebook.Hubs.delete_hub(team.id)
       Livebook.App.close(app_pid)
     end
+
+    test "dispatches the agents list", %{team: team, agent_connected: agent_connected} do
+      pid = connect_to_teams(team)
+
+      # Since we're connecting as Agent, we should receive the
+      # `:agent_joined` event from `:agent_connected` event
+      assert_receive {:agent_joined, agent}
+      assert agent in TeamClient.get_agents(team.id)
+
+      assert_receive {:deployment_group_created, deployment_group}
+
+      livebook_proto_deployment_group =
+        %LivebookProto.DeploymentGroup{
+          id: to_string(deployment_group.id),
+          name: deployment_group.name,
+          mode: to_string(deployment_group.mode),
+          secrets: [],
+          agent_keys: []
+        }
+
+      agent_connected = %{
+        agent_connected
+        | deployment_groups: [livebook_proto_deployment_group],
+          agents: []
+      }
+
+      send(pid, {:event, :agent_connected, agent_connected})
+      assert_receive {:agent_left, ^agent}
+      refute agent in TeamClient.get_agents(team.id)
+    end
   end
 
   defp connect_to_teams(%{id: id} = team) do
diff --git a/test/livebook_teams/web/hub/deployment_group_test.exs b/test/livebook_teams/web/hub/deployment_group_test.exs
index e22d05902..e670f79ec 100644
--- a/test/livebook_teams/web/hub/deployment_group_test.exs
+++ b/test/livebook_teams/web/hub/deployment_group_test.exs
@@ -8,7 +8,7 @@ defmodule LivebookWeb.Integration.Hub.DeploymentGroupTest do
 
   setup %{user: user, node: node} do
     Livebook.Hubs.Broadcasts.subscribe([:crud, :connection, :secrets, :file_systems])
-    Livebook.Teams.Broadcasts.subscribe([:deployment_groups])
+    Livebook.Teams.Broadcasts.subscribe([:deployment_groups, :agents])
     hub = create_team_hub(user, node)
     id = hub.id
 
@@ -212,4 +212,43 @@ defmodule LivebookWeb.Integration.Hub.DeploymentGroupTest do
     assert render(view) =~ "Secret DEPLOYMENT_GROUP_DELETE_SECRET deleted successfully"
     refute render(element(view, "#hub-deployment-group-#{id}")) =~ secret.name
   end
+
+  test "shows the agent count", %{conn: conn, hub: hub} do
+    name = "TEAMS_EDIT_DEPLOYMENT_GROUP"
+    %{id: id} = insert_deployment_group(name: name, mode: :online, hub_id: hub.id)
+
+    {:ok, view, _html} = live(conn, ~p"/hub/#{hub.id}")
+
+    assert view
+           |> element("#hub-deployment-group-#{id} [aria-label=\"instances running\"]")
+           |> render()
+           |> Floki.parse_fragment!()
+           |> Floki.text()
+           |> String.trim() == "0"
+
+    org_id = to_string(hub.org_id)
+
+    # Simulates the agent join event
+    pid = Livebook.Hubs.TeamClient.get_pid(hub.id)
+    agent = build(:agent, hub_id: hub.id, org_id: org_id, deployment_group_id: to_string(id))
+
+    livebook_proto_agent =
+      %LivebookProto.Agent{
+        id: agent.id,
+        name: agent.name,
+        org_id: agent.org_id,
+        deployment_group_id: agent.deployment_group_id
+      }
+
+    livebook_proto_agent_joined = %LivebookProto.AgentJoined{agent: livebook_proto_agent}
+    send(pid, {:event, :agent_joined, livebook_proto_agent_joined})
+    assert_receive {:agent_joined, ^agent}
+
+    assert view
+           |> element("#hub-deployment-group-#{id} [aria-label=\"instances running\"]")
+           |> render()
+           |> Floki.parse_fragment!()
+           |> Floki.text()
+           |> String.trim() == "1"
+  end
 end
diff --git a/test/support/factory.ex b/test/support/factory.ex
index 80c450250..348952eb6 100644
--- a/test/support/factory.ex
+++ b/test/support/factory.ex
@@ -112,12 +112,23 @@ defmodule Livebook.Factory do
       sha: shasum,
       slug: slug,
       file: content,
+      hub_id: Livebook.Hubs.Personal.id(),
       deployment_group_id: "1",
       deployed_by: "Ada Lovelace",
       deployed_at: NaiveDateTime.truncate(deployed_at, :second)
     }
   end
 
+  def build(:agent) do
+    %Livebook.Teams.Agent{
+      id: "agent_name-#{Livebook.Utils.random_short_id()}",
+      name: "agent_name",
+      hub_id: Livebook.Hubs.Personal.id(),
+      org_id: "1",
+      deployment_group_id: "1"
+    }
+  end
+
   def build(factory_name, attrs) do
     factory_name |> build() |> struct!(attrs)
   end
diff --git a/test/support/integration/teams_server.ex b/test/support/integration/teams_server.ex
index 167136fcf..00b58fa9f 100644
--- a/test/support/integration/teams_server.ex
+++ b/test/support/integration/teams_server.ex
@@ -93,7 +93,10 @@ defmodule Livebook.TeamsServer do
 
   @impl true
   def handle_info({_port, {:data, message}}, state) do
-    info(message)
+    if Livebook.Config.boolean!("TEAMS_DEBUG", false) do
+      info(message)
+    end
+
     {:noreply, state}
   end