diff --git a/ee/lib/gitlab/duo/developments/setup.rb b/ee/lib/gitlab/duo/developments/setup.rb
index 2a6557f25eac1c067451d0435fb5fce664cbdc27..f4931b67a2840d3818c3c5b988da791f3db418b6 100644
--- a/ee/lib/gitlab/duo/developments/setup.rb
+++ b/ee/lib/gitlab/duo/developments/setup.rb
@@ -250,6 +250,65 @@ def print_result
           Group.find_by_full_path(@namespace)
         end
       end
+
+      class SeedWorkflowCatalog
+        def initialize
+          full_path = ENV[''] || 'gitlab-duo/test'
+          @project = Project.find_by(full_path: full_path) # rubocop:disable CodeReuse/ActiveRecord -- Development purpose
+          raise "#{full_path} project not found" unless project
+
+          @group = project.root_ancestor
+        end
+
+        def execute
+          ::Feature.enable(:global_ai_catalog)
+          seed_agents
+        end
+
+        private
+
+        attr_reader :project, :group
+
+        def seed_agents
+          agents = [
+            { name: 'Issue Labeler', description: 'Label new issues', public: true, definition: {
+              'system_prompt' => '',
+              'user_prompt' => '',
+              'tools' => []
+            } },
+            { name: 'Merge Request Labeler', description: 'Label new merge requests', definition: {
+              'system_prompt' => '',
+              'user_prompt' => '',
+              'tools' => []
+            } },
+            { name: 'Backlog Prioritizer', description: 'Prioritize issue backlog', definition: {
+              'system_prompt' => '',
+              'user_prompt' => '',
+              'tools' => []
+            } },
+            { name: 'Spam Monitor', description: 'Identify potential spam comments', definition: {
+              'system_prompt' => '',
+              'user_prompt' => '',
+              'tools' => []
+            } }
+          ]
+
+          agents.each do |agent|
+            Ai::Catalog::Item.create(agent.merge(item_type: :agent, project: project))
+          end
+        end
+
+        def seed_flows
+          Ai::Catalog::Item.last(3) do |agent|
+            Ai::Catalog::Item.create(item_type: :flow, project: project, definition: { 'steps' => [agent.id] })
+          end
+        end
+
+        def seed_consumers
+          Ai::Catalog::ItemConsumer.create(project: project, item: Ai::Catalog::Item.last, enabled: true)
+          Ai::Catalog::ItemConsumer.create(group: group, item: Ai::Catalog::Item.last, enabled: true)
+        end
+      end
     end
   end
 end
diff --git a/ee/lib/tasks/gitlab/duo.rake b/ee/lib/tasks/gitlab/duo.rake
index 12db701a64c505c72167cf4fecd0b73400ae482c..17afcc30a50de34d15af9a24707bc492b1771108 100644
--- a/ee/lib/tasks/gitlab/duo.rake
+++ b/ee/lib/tasks/gitlab/duo.rake
@@ -31,5 +31,10 @@ namespace :gitlab do
     task :verify_self_hosted_setup, [:username] => :gitlab_environment do |_, args|
       Gitlab::Duo::Administration::VerifySelfHostedSetup.new(args[:username]).execute
     end
+
+    desc 'GitLab | Duo | Seed workflow catalog'
+    task seed_workflow_catalog: :gitlab_environment do
+      Gitlab::Duo::Developments::SeedWorkflowCatalog.new.execute
+    end
   end
 end
diff --git a/ee/spec/factories/ai/catalog/item_consumers.rb b/ee/spec/factories/ai/catalog/item_consumers.rb
index 694088ffd9ead7971b486474d42b622560710c3b..a01ab1f2e50a236b5656f4fc914942ad5a2aa044 100644
--- a/ee/spec/factories/ai/catalog/item_consumers.rb
+++ b/ee/spec/factories/ai/catalog/item_consumers.rb
@@ -2,7 +2,7 @@
 
 FactoryBot.define do
   factory :ai_catalog_item_consumer, class: 'Ai::Catalog::ItemConsumer' do
-    item { association :ai_catalog_item }
+    item { association :ai_catalog_flow }
     enabled { true }
     locked { true }
   end
diff --git a/ee/spec/factories/ai/catalog/item_versions.rb b/ee/spec/factories/ai/catalog/item_versions.rb
index 8e8bbc6f6d724ccc5966015291bd6c266fbc05f9..58c58f883954fe2a75186a05e5f4897b30b9e7c8 100644
--- a/ee/spec/factories/ai/catalog/item_versions.rb
+++ b/ee/spec/factories/ai/catalog/item_versions.rb
@@ -4,18 +4,30 @@
   factory :ai_catalog_item_version, class: 'Ai::Catalog::ItemVersion' do
     version { '1.0.0' }
     schema_version { 1 }
+    for_agent
     release_date { nil }
-    definition do
-      {
-        'system_prompt' => 'Talk like a pirate!',
-        'tools' => [1],
-        'user_prompt' => 'What is a leap year?'
-      }
-    end
-    item { association :ai_catalog_item }
+
+    factory :ai_catalog_agent_version, traits: [:for_agent]
+    factory :ai_catalog_flow_version, traits: [:for_flow]
 
     trait :released do
       release_date { Time.current }
     end
+
+    trait :for_agent do
+      item { association :ai_catalog_agent }
+      definition do
+        {
+          'system_prompt' => 'Talk like a pirate!',
+          'tools' => [1],
+          'user_prompt' => 'What is a leap year?'
+        }
+      end
+    end
+
+    trait :for_flow do
+      item { association :ai_catalog_flow }
+      definition { { 'triggers' => [1] } }
+    end
   end
 end
diff --git a/ee/spec/factories/ai/catalog/items.rb b/ee/spec/factories/ai/catalog/items.rb
index f6b256472b2e38b4fc0518f1dcdc05c43336ea49..d16ccb07fe438f6ca9028a5dd7d734a12b5ba103 100644
--- a/ee/spec/factories/ai/catalog/items.rb
+++ b/ee/spec/factories/ai/catalog/items.rb
@@ -18,7 +18,11 @@
     end
 
     trait :with_version do
-      versions { build_list(:ai_catalog_item_version, 1) }
+      # if item_type == :agent
+      #   build_list(:ai_catalog_agent_version, 1)
+      # else
+      #   build_list(:ai_catalog_flow_version, 1)
+      # end
     end
 
     after(:build) do |item, _|