diff --git a/src/TaxBaik.Web.Client/Components/Admin/Pages/ClientLogs.razor b/src/TaxBaik.Web.Client/Components/Admin/Pages/ClientLogs.razor
index 03697d9..21e30d1 100644
--- a/src/TaxBaik.Web.Client/Components/Admin/Pages/ClientLogs.razor
+++ b/src/TaxBaik.Web.Client/Components/Admin/Pages/ClientLogs.razor
@@ -23,6 +23,24 @@
                 <div><strong>Info</strong> @_summary.InfoCount</div>
             </div>
         }
+        @if (_groups.Count > 0)
+        {
+            <div class="admin-log-group-list">
+                @foreach (var group in _groups)
+                {
+                    <article class="admin-log-group-item">
+                        <div class="admin-log-item-header">
+                            <strong>@group.Count</strong>
+                            <span>@group.Level</span>
+                            <span>@group.Source</span>
+                            <span>@group.Route</span>
+                        </div>
+                        <p>@group.Message</p>
+                        <small>@group.LastSeen</small>
+                    </article>
+                }
+            </div>
+        }
         <div class="admin-log-filter-row">
             <input class="mud-input-slot" placeholder="검색어" @bind="_query" @bind:event="oninput" />
             <select class="mud-input-slot" @bind="_level">
@@ -63,6 +81,7 @@
 
 @code {
     private readonly List<ClientLogDto> _entries = [];
+    private readonly List<ClientLogGroupDto> _groups = [];
     private bool _loading = true;
     private string _query = "";
     private string _level = "";
@@ -77,16 +96,22 @@
     {
         _loading = true;
         _entries.Clear();
+        _groups.Clear();
 
         try
         {
             _summary = await Http.GetFromJsonAsync<ClientLogSummaryDto>("/taxbaik/api/client-logs/summary");
             var url = $"/taxbaik/api/client-logs/recent?q={Uri.EscapeDataString(_query ?? string.Empty)}&level={Uri.EscapeDataString(_level ?? string.Empty)}";
             var result = await Http.GetFromJsonAsync<List<ClientLogDto>>(url);
+            var grouped = await Http.GetFromJsonAsync<List<ClientLogGroupDto>>("/taxbaik/api/client-logs/groups");
             if (result is not null)
             {
                 _entries.AddRange(result);
             }
+            if (grouped is not null)
+            {
+                _groups.AddRange(grouped);
+            }
         }
         catch
         {
@@ -114,4 +139,15 @@
         public int WarningCount { get; set; }
         public int InfoCount { get; set; }
     }
+
+    private sealed class ClientLogGroupDto
+    {
+        public string? Key { get; set; }
+        public string? Level { get; set; }
+        public string? Source { get; set; }
+        public string? Route { get; set; }
+        public string? Message { get; set; }
+        public int Count { get; set; }
+        public string? LastSeen { get; set; }
+    }
 }
diff --git a/src/TaxBaik.Web/Endpoints/ClientLogs/GetGroupedLogsEndpoint.cs b/src/TaxBaik.Web/Endpoints/ClientLogs/GetGroupedLogsEndpoint.cs
new file mode 100644
index 0000000..fcd3c3b
--- /dev/null
+++ b/src/TaxBaik.Web/Endpoints/ClientLogs/GetGroupedLogsEndpoint.cs
@@ -0,0 +1,147 @@
+using FastEndpoints;
+
+namespace TaxBaik.Web.Endpoints.ClientLogs;
+
+public sealed class ClientLogGroupItem
+{
+    public string Key { get; set; } = "";
+    public string? Level { get; set; }
+    public string? Source { get; set; }
+    public string? Route { get; set; }
+    public string? Message { get; set; }
+    public int Count { get; set; }
+    public string? LastSeen { get; set; }
+}
+
+public sealed class GetGroupedLogsEndpoint : EndpointWithoutRequest<IReadOnlyList<ClientLogGroupItem>>
+{
+    private readonly IWebHostEnvironment _environment;
+
+    public GetGroupedLogsEndpoint(IWebHostEnvironment environment)
+    {
+        _environment = environment;
+    }
+
+    public override void Configure()
+    {
+        Get("/api/client-logs/groups");
+        Policies("AdminOnly");
+    }
+
+    public override async Task HandleAsync(CancellationToken ct)
+    {
+        var logDir = Path.Combine(_environment.ContentRootPath, "logs");
+        if (!Directory.Exists(logDir))
+        {
+            await SendAsync(Array.Empty<ClientLogGroupItem>(), cancellation: ct);
+            return;
+        }
+
+        var files = Directory.GetFiles(logDir, "taxbaik-*.log")
+            .OrderByDescending(File.GetLastWriteTimeUtc)
+            .Take(3)
+            .ToArray();
+
+        var groups = new Dictionary<string, ClientLogGroupItem>(StringComparer.OrdinalIgnoreCase);
+
+        foreach (var file in files)
+        {
+            foreach (var line in await File.ReadAllLinesAsync(file, ct))
+            {
+                if (!line.Contains("ClientLog ", StringComparison.OrdinalIgnoreCase))
+                    continue;
+
+                var entry = Parse(line);
+                var key = $"{entry.Level}|{entry.Source}|{entry.Route}|{Normalize(entry.Message)}";
+                if (!groups.TryGetValue(key, out var group))
+                {
+                    group = new ClientLogGroupItem
+                    {
+                        Key = key,
+                        Level = entry.Level,
+                        Source = entry.Source,
+                        Route = entry.Route,
+                        Message = entry.Message,
+                        Count = 0,
+                        LastSeen = entry.Timestamp
+                    };
+                    groups[key] = group;
+                }
+
+                group.Count++;
+                group.LastSeen = entry.Timestamp ?? group.LastSeen;
+            }
+        }
+
+        await SendAsync(groups.Values
+            .OrderByDescending(item => item.Count)
+            .ThenByDescending(item => item.LastSeen)
+            .Take(10)
+            .ToList(), cancellation: ct);
+    }
+
+    private static RecentClientLogEntry Parse(string line)
+    {
+        return new RecentClientLogEntry
+        {
+            Timestamp = ExtractTimestamp(line),
+            Level = ExtractBetween(line, "] [", "]"),
+            Source = ExtractTokenAfter(line, "ClientLog ", 1),
+            Route = ExtractNamedValue(line, "Route="),
+            Message = ExtractMessage(line)
+        };
+    }
+
+    private static string Normalize(string? value)
+    {
+        if (string.IsNullOrWhiteSpace(value)) return "";
+        return value
+            .Replace("0x", "0x*", StringComparison.OrdinalIgnoreCase)
+            .Replace("\"", string.Empty, StringComparison.OrdinalIgnoreCase);
+    }
+
+    private static string? ExtractTimestamp(string line)
+    {
+        if (!line.StartsWith("[")) return null;
+        var end = line.IndexOf("] [", StringComparison.Ordinal);
+        return end > 1 ? line[1..end] : null;
+    }
+
+    private static string? ExtractBetween(string text, string start, string end)
+    {
+        var index = text.IndexOf(start, StringComparison.OrdinalIgnoreCase);
+        if (index < 0) return null;
+        var slice = text[(index + start.Length)..];
+        var endIndex = slice.IndexOf(end, StringComparison.OrdinalIgnoreCase);
+        return endIndex < 0 ? slice : slice[..endIndex];
+    }
+
+    private static string? ExtractTokenAfter(string text, string start, int tokenIndex)
+    {
+        var index = text.IndexOf(start, StringComparison.OrdinalIgnoreCase);
+        if (index < 0) return null;
+        var tokens = text[index..].Split(' ', StringSplitOptions.RemoveEmptyEntries);
+        return tokens.Length > tokenIndex ? tokens[tokenIndex] : null;
+    }
+
+    private static string? ExtractMessage(string line)
+    {
+        var stackIndex = line.IndexOf("Stack=", StringComparison.OrdinalIgnoreCase);
+        if (stackIndex >= 0)
+        {
+            return line[..stackIndex].Trim();
+        }
+
+        var clientIndex = line.IndexOf("ClientLog ", StringComparison.OrdinalIgnoreCase);
+        return clientIndex >= 0 ? line[(clientIndex + "ClientLog ".Length)..] : line;
+    }
+
+    private static string? ExtractNamedValue(string text, string prefix)
+    {
+        var index = text.IndexOf(prefix, StringComparison.OrdinalIgnoreCase);
+        if (index < 0) return null;
+        var slice = text[(index + prefix.Length)..];
+        var end = slice.IndexOf(' ');
+        return end < 0 ? slice : slice[..end];
+    }
+}
diff --git a/src/TaxBaik.Web/Endpoints/ClientLogs/GetRecentLogsEndpoint.cs b/src/TaxBaik.Web/Endpoints/ClientLogs/GetRecentLogsEndpoint.cs
index bb8f0de..52a0937 100644
--- a/src/TaxBaik.Web/Endpoints/ClientLogs/GetRecentLogsEndpoint.cs
+++ b/src/TaxBaik.Web/Endpoints/ClientLogs/GetRecentLogsEndpoint.cs
@@ -71,18 +71,53 @@ public sealed class GetRecentLogsEndpoint : EndpointWithoutRequest<IReadOnlyList
     private static RecentClientLogEntry Parse(string line)
     {
         var entry = new RecentClientLogEntry();
-        var messageIndex = line.IndexOf("ClientLog ", StringComparison.OrdinalIgnoreCase);
-        entry.Message = messageIndex >= 0 ? line[(messageIndex + "ClientLog ".Length)..] : line;
+        entry.Timestamp = ExtractTimestamp(line);
+        entry.Level = ExtractBetween(line, "] [", "]");
+        entry.Source = ExtractTokenAfter(line, "ClientLog ", 1);
+        entry.Route = ExtractNamedValue(line, "Route=");
+        entry.Screen = ExtractNamedValue(line, "Screen=");
+        entry.Feature = ExtractNamedValue(line, "Feature=");
+        entry.Action = ExtractNamedValue(line, "Action=");
+        entry.Step = ExtractNamedValue(line, "Step=");
+        entry.BuildVersion = ExtractNamedValue(line, "BuildVersion=");
+        entry.Message = ExtractMessage(line);
+        return entry;
+    }
 
-        var timestampEnd = line.IndexOf("] [", StringComparison.Ordinal);
-        if (line.StartsWith("[") && timestampEnd > 1)
+    private static string? ExtractTimestamp(string line)
+    {
+        if (!line.StartsWith("[")) return null;
+        var end = line.IndexOf("] [", StringComparison.Ordinal);
+        return end > 1 ? line[1..end] : null;
+    }
+
+    private static string? ExtractBetween(string text, string start, string end)
+    {
+        var index = text.IndexOf(start, StringComparison.OrdinalIgnoreCase);
+        if (index < 0) return null;
+        var slice = text[(index + start.Length)..];
+        var endIndex = slice.IndexOf(end, StringComparison.OrdinalIgnoreCase);
+        return endIndex < 0 ? slice : slice[..endIndex];
+    }
+
+    private static string? ExtractTokenAfter(string text, string start, int tokenIndex)
+    {
+        var index = text.IndexOf(start, StringComparison.OrdinalIgnoreCase);
+        if (index < 0) return null;
+        var tokens = text[index..].Split(' ', StringSplitOptions.RemoveEmptyEntries);
+        return tokens.Length > tokenIndex ? tokens[tokenIndex] : null;
+    }
+
+    private static string? ExtractMessage(string line)
+    {
+        var messageIndex = line.IndexOf("Stack=", StringComparison.OrdinalIgnoreCase);
+        if (messageIndex >= 0)
         {
-            entry.Timestamp = line[1..timestampEnd];
+            return line[..messageIndex].Trim();
         }
 
-        entry.Level = Extract(line, "ClientLog ", " ");
-        entry.Source = ExtractAfter(line, "ClientLog ", 1);
-        return entry;
+        var clientIndex = line.IndexOf("ClientLog ", StringComparison.OrdinalIgnoreCase);
+        return clientIndex >= 0 ? line[(clientIndex + "ClientLog ".Length)..] : line;
     }
 
     private static bool Matches(RecentClientLogEntry entry, string? level, string? source, string? route, string? term)
@@ -115,18 +150,12 @@ public sealed class GetRecentLogsEndpoint : EndpointWithoutRequest<IReadOnlyList
         return true;
     }
 
-    private static string? Extract(string text, string start, string end)
+    private static string? ExtractNamedValue(string text, string prefix)
     {
-        var index = text.IndexOf(start, StringComparison.OrdinalIgnoreCase);
+        var index = text.IndexOf(prefix, StringComparison.OrdinalIgnoreCase);
         if (index < 0) return null;
-        var slice = text[(index + start.Length)..];
-        var endIndex = slice.IndexOf(end, StringComparison.OrdinalIgnoreCase);
-        return endIndex < 0 ? slice : slice[..endIndex];
-    }
-
-    private static string? ExtractAfter(string text, string start, int tokenIndex)
-    {
-        var tokens = text.Split(' ', StringSplitOptions.RemoveEmptyEntries);
-        return tokens.Length > tokenIndex ? tokens[tokenIndex] : null;
+        var slice = text[(index + prefix.Length)..];
+        var end = slice.IndexOf(' ');
+        return end < 0 ? slice : slice[..end];
     }
 }