diff --git a/routers/web/projects/workflows.go b/routers/web/projects/workflows.go
index 589f05d6f6..2692e00125 100644
--- a/routers/web/projects/workflows.go
+++ b/routers/web/projects/workflows.go
@@ -11,7 +11,6 @@ import (
 	"strings"
 
 	"code.gitea.io/gitea/models/db"
-	issues_model "code.gitea.io/gitea/models/issues"
 	project_model "code.gitea.io/gitea/models/project"
 	"code.gitea.io/gitea/modules/json"
 	"code.gitea.io/gitea/modules/templates"
@@ -222,24 +221,11 @@ func WorkflowsColumns(ctx *context.Context, project *project_model.Project) {
 }
 
 func WorkflowsLabels(ctx *context.Context, project *project_model.Project) {
-	var labels []*issues_model.Label
-
-	orgLabels, err := issues_model.GetLabelsByOrgID(ctx, project.OwnerID, "", db.ListOptionsAll)
+	labels, err := project_service.GetProjectLabels(ctx, project)
 	if err != nil {
-		ctx.ServerError("GetLabelsByOrgID", err)
+		ctx.ServerError("GetProjectLabels", err)
 		return
 	}
-	labels = append(labels, orgLabels...)
-
-	if project.Type == project_model.TypeRepository {
-		// Get repository labels
-		repoLabels, err := issues_model.GetLabelsByRepoID(ctx, project.RepoID, "", db.ListOptionsAll)
-		if err != nil {
-			ctx.ServerError("GetLabelsByRepoID", err)
-			return
-		}
-		labels = append(labels, repoLabels...)
-	}
 
 	type Label struct {
 		ID             int64  `json:"id"`
diff --git a/routers/web/repo/projects.go b/routers/web/repo/projects.go
index c96140332c..44bb02afd8 100644
--- a/routers/web/repo/projects.go
+++ b/routers/web/repo/projects.go
@@ -362,22 +362,12 @@ func ViewProject(ctx *context.Context) {
 	}
 	ctx.Data["LinkedPRs"] = linkedPrsMap
 
-	labels, err := issues_model.GetLabelsByRepoID(ctx, project.RepoID, "", db.ListOptions{})
+	labels, err := project_service.GetProjectLabels(ctx, project)
 	if err != nil {
-		ctx.ServerError("GetLabelsByRepoID", err)
+		ctx.ServerError("GetProjectLabels", err)
 		return
 	}
 
-	if ctx.Repo.Owner.IsOrganization() {
-		orgLabels, err := issues_model.GetLabelsByOrgID(ctx, ctx.Repo.Owner.ID, "", db.ListOptions{})
-		if err != nil {
-			ctx.ServerError("GetLabelsByOrgID", err)
-			return
-		}
-
-		labels = append(labels, orgLabels...)
-	}
-
 	// Get the exclusive scope for every label ID
 	labelExclusiveScopes := make([]string, 0, len(preparedLabelFilter.SelectedLabelIDs))
 	for _, labelID := range preparedLabelFilter.SelectedLabelIDs {
diff --git a/services/projects/label.go b/services/projects/label.go
new file mode 100644
index 0000000000..725b2eb851
--- /dev/null
+++ b/services/projects/label.go
@@ -0,0 +1,42 @@
+// Copyright 2025 The Gitea Authors. All rights reserved.
+// SPDX-License-Identifier: MIT
+
+package projects
+
+import (
+	"context"
+
+	"code.gitea.io/gitea/models/db"
+	issues_model "code.gitea.io/gitea/models/issues"
+	project_model "code.gitea.io/gitea/models/project"
+)
+
+func GetProjectLabels(ctx context.Context, project *project_model.Project) ([]*issues_model.Label, error) {
+	var labels []*issues_model.Label
+	switch project.Type {
+	case project_model.TypeOrganization, project_model.TypeIndividual:
+		orgLabels, err := issues_model.GetLabelsByOrgID(ctx, project.OwnerID, "", db.ListOptionsAll)
+		if err != nil {
+			return nil, err
+		}
+		labels = append(labels, orgLabels...)
+	case project_model.TypeRepository:
+		// Get repository labels
+		repoLabels, err := issues_model.GetLabelsByRepoID(ctx, project.RepoID, "", db.ListOptionsAll)
+		if err != nil {
+			return nil, err
+		}
+		labels = append(labels, repoLabels...)
+
+		if err := project.LoadRepo(ctx); err != nil {
+			return nil, err
+		}
+
+		orgLabels, err := issues_model.GetLabelsByOrgID(ctx, project.Repo.OwnerID, "", db.ListOptionsAll)
+		if err != nil {
+			return nil, err
+		}
+		labels = append(labels, orgLabels...)
+	}
+	return labels, nil
+}
diff --git a/templates/org/projects/workflows.tmpl b/templates/org/projects/workflows.tmpl
index ca5124e2c8..4101f9a319 100644
--- a/templates/org/projects/workflows.tmpl
+++ b/templates/org/projects/workflows.tmpl
@@ -1,5 +1,5 @@
 {{template "base/head" .}}
-<div role="main" aria-label="{{.Title}}" class="page-content organization repository projects view-project">
+<div role="main" aria-label="{{.Title}}" class="page-content organization repository projects projects-view">
 	{{if .ContextUser.IsOrganization}}
 		{{template "org/header" .}}
 	{{else}}
diff --git a/templates/repo/projects/workflows.tmpl b/templates/repo/projects/workflows.tmpl
index 2d5d0325f3..86175bcb83 100644
--- a/templates/repo/projects/workflows.tmpl
+++ b/templates/repo/projects/workflows.tmpl
@@ -1,5 +1,5 @@
 {{template "base/head" .}}
-<div role="main" aria-label="{{.Title}}" class="page-content repository projects view-project">
+<div role="main" aria-label="{{.Title}}" class="page-content repository projects projects-view">
 	{{template "repo/header" .}}
 	<div class="ui container padded">
 		<div class="tw-flex tw-justify-between tw-items-center tw-mb-4">