diff --git a/dev/preview-honeypot/main.go b/dev/preview-honeypot/main.go
new file mode 100644
index 0000000..816d33b
--- /dev/null
+++ b/dev/preview-honeypot/main.go
@@ -0,0 +1,77 @@
+// Command preview-honeypot 把全部伪装家族渲染成静态 HTML，供人工核对外观。
+//
+// 用法：go run ./dev/preview-honeypot
+// 产物：outputs/honeypot-preview/index.html（9 个 iframe 并排）
+//
+// 改动 internal/security/honeypot/family.go 的皮肤后重新跑一次，
+// 比对着源码想象 CSS 可靠得多 —— 上一版就是靠它发现 Tomcat 按钮没背景色。
+package main
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"strings"
+
+	"github.com/tamakyi/TamaBox/internal/security/honeypot"
+)
+
+type item struct {
+	fam    honeypot.Family
+	action string
+	note   string
+}
+
+func main() {
+	dir := "outputs/honeypot-preview"
+	if err := os.MkdirAll(dir, 0o755); err != nil {
+		panic(err)
+	}
+	items := []item{
+		{honeypot.FamilyWordPress, "/wp-login.php", "/wp-login.php · /wp-admin"},
+		{honeypot.FamilyPhpMyAdmin, "/phpmyadmin/index.php", "/phpmyadmin · /pma"},
+		{honeypot.FamilyTomcat, "/manager/html", "/manager/html · 401 Basic"},
+		{honeypot.FamilyJenkins, "/jenkins/login", "/jenkins"},
+		{honeypot.FamilyGrafana, "/grafana/login", "/grafana"},
+		{honeypot.FamilyGitLab, "/users/sign_in", "/users/sign_in"},
+		{honeypot.FamilyLuCI, "/cgi-bin/luci", "/cgi-bin/luci"},
+		{honeypot.FamilyJoomla, "/administrator/index.php", "/administrator"},
+		{honeypot.FamilyGeneric, "/admin", "/admin · /console"},
+	}
+
+	var cards strings.Builder
+	for _, it := range items {
+		name := it.fam.String()
+		body := honeypot.RenderFamily(it.fam, honeypot.LoginPageVars{
+			Action: it.action,
+			Redir:  "/wp-admin/",
+			Failed: false,
+		})
+		if err := os.WriteFile(filepath.Join(dir, name+".html"), body, 0o644); err != nil {
+			panic(err)
+		}
+		fmt.Fprintf(&cards, `<figure><figcaption><b>%s</b><span>%s</span></figcaption><iframe src="%s.html" title="%s"></iframe></figure>`,
+			name, it.note, name, name)
+	}
+
+	page := `<!DOCTYPE html><html lang="zh-CN"><head><meta charset="utf-8">
+<title>蜜罐伪装家族预览</title>
+<style>
+body{margin:0;padding:28px 24px 40px;font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,sans-serif;background:#f6f7f9;color:#1d2327}
+h1{font-size:18px;font-weight:600;margin:0 0 6px}
+p.lead{margin:0 0 22px;font-size:13px;color:#646970}
+.grid{display:grid;grid-template-columns:repeat(auto-fill,minmax(360px,1fr));gap:18px}
+figure{margin:0;background:#fff;border:1px solid #dcdcde;border-radius:8px;overflow:hidden}
+figcaption{display:flex;justify-content:space-between;gap:8px;padding:9px 12px;font-size:12px;border-bottom:1px solid #f0f0f1}
+figcaption span{color:#787c82}
+iframe{width:100%;height:520px;border:0;display:block}
+</style></head><body>
+<h1>蜜罐：9 个伪装家族</h1>
+<p class="lead">每个 iframe 是 /wp-admin 这类诱饵路径的真实响应（同一份 RenderFamily 输出，未做任何美化）。Tomcat 家族在真实响应里是 401 + Basic Auth，这里有页面是为了看内容。</p>
+<div class="grid">` + cards.String() + `</div></body></html>`
+
+	if err := os.WriteFile(filepath.Join(dir, "index.html"), []byte(page), 0o644); err != nil {
+		panic(err)
+	}
+	fmt.Println("预览已生成：", filepath.Join(dir, "index.html"))
+}
diff --git a/internal/cmd/honeypot.go b/internal/cmd/honeypot.go
index ae31337..270a2f6 100644
--- a/internal/cmd/honeypot.go
+++ b/internal/cmd/honeypot.go
@@ -398,6 +398,20 @@ func runHoneypotPaths(ctx *cli.Context) error {
 	fmt.Println(strings.Repeat("-", 72))
 	fmt.Printf("生效诱饵路径：%d 条（内置 %d + 自定义 %d，重名已合并）\n",
 		len(active), len(builtin), len(extra))
+
+	// 按家族汇总：运维真正关心的是「哪几类后台在伪装」，而不是 100 条路径。
+	// 家族决定返回哪种登录页（WordPress / phpMyAdmin / Jenkins / Tomcat …）。
+	counts := make(map[honeypot.Family]int, len(honeypot.Families()))
+	for _, p := range active {
+		counts[honeypot.FamilyOf(p)]++
+	}
+	parts := make([]string, 0, len(counts))
+	for _, fam := range honeypot.Families() {
+		if n := counts[fam]; n > 0 {
+			parts = append(parts, fmt.Sprintf("%s %d", fam, n))
+		}
+	}
+	fmt.Println("伪装家族：" + strings.Join(parts, " / "))
 	for _, p := range active {
 		fmt.Println("  " + p)
 	}
diff --git a/internal/route/honeypot.go b/internal/route/honeypot.go
index 6be73df..25f30c3 100644
--- a/internal/route/honeypot.go
+++ b/internal/route/honeypot.go
@@ -146,6 +146,28 @@ func (h *honeypotHandler) Serve(ctx flamego.Context) {
 	// 但落库与假表单的 action 用的是原始值 —— 会留下脏取证数据，
 	// 甚至让爆破脚本把表单提交到错误路径。这里统一清洗一次。
 	path := cleanPath(req.URL.Path)
+
+	// 静态资源短路（必须放在最前面）。
+	//
+	// 真实后台登录页会加载一堆 CSS/JS/图标；这些请求如果也走后面的落库逻辑，
+	// 一次页面加载就能放大出十几条 INSERT，等于帮攻击者把写入成本转嫁给我们。
+	// 这里只回占位内容：不解析 IP、不判定封禁、不读 body、不记录 ——
+	// 已封禁的来源在中间件里就被挡掉了，轮不到这里。
+	if body, ctype, status, isAsset := honeypot.AssetFor(path); isAsset {
+		w := ctx.ResponseWriter()
+		w.Header().Set("Content-Type", ctype)
+		w.Header().Set("Cache-Control", "public, max-age=3600")
+		w.WriteHeader(status)
+		if len(body) > 0 {
+			_, _ = w.Write(body)
+		}
+		return
+	}
+
+	// 家族决定用哪种后台的外观与字段名：WordPress / phpMyAdmin / Jenkins /
+	// Tomcat / Grafana / GitLab / OpenWrt / Joomla / 通用后台。
+	fam := honeypot.FamilyOf(path)
+
 	// 诊断：清洗过说明上游注入了空白/零宽字符。用 %q 打出来 ——
 	// 这类字符肉眼不可见，裸打印会看不出哪里不同（曾经为此排查了一轮）。
 	if raw := req.URL.Path; raw != path {
@@ -193,9 +215,10 @@ func (h *honeypotHandler) Serve(ctx flamego.Context) {
 
 	switch req.Method {
 	case http.MethodGet, http.MethodHead:
-		h.serveLoginPage(ctx, path)
+		h.writeLogin(ctx, fam, path, false)
 	case http.MethodPost, http.MethodPut, http.MethodPatch:
-		h.serveLoginFailure(ctx, path)
+		// 提交后仍返回该家族的登录页，带自己的失败文案（Tomcat 家族则是 401）。
+		h.writeLogin(ctx, fam, path, true)
 	default:
 		// 其余方法（DELETE / OPTIONS / TRACE / CONNECT）返回空 200，模拟后端存在。
 		ctx.ResponseWriter().WriteHeader(http.StatusOK)
@@ -246,31 +269,22 @@ func isLoopbackIP(ip string) bool {
 	return strings.HasPrefix(host, "127.")
 }
 
-// serveLoginPage 返回假登录页。
-func (h *honeypotHandler) serveLoginPage(ctx flamego.Context, path string) {
-	h.writeLogin(ctx, path, "")
-}
-
-// serveLoginFailure 返回「登录失败」的假响应。
+// writeLogin 是假登录响应的唯一出口。
 //
-// 响应体刻意与真实 WordPress 的错误提示一致（同一句文案、不区分用户不存在与密码错误），
-// 这样爆破脚本拿不到「用户名枚举」信号，也就无法优化字典；而我们照样拿到完整凭据。
-func (h *honeypotHandler) serveLoginFailure(ctx flamego.Context, path string) {
-	h.writeLogin(ctx, path, honeypot.LoginFailureNotice)
-}
-
-// writeLogin 是两种响应形态的唯一出口。
+// 按家族渲染（WordPress / phpMyAdmin / Jenkins / Tomcat …），families 见
+// honeypot.FamilyOf：扫描器会按路径先判断「这是什么后台」，再拿它认识的
+// 字段名去填；所有路径都回 WordPress 页面等于告诉对方「这里没有你要找的东西」。
 //
-// 之前 serveLoginFailure 手抄了一遍 WriteLoginPage 的响应头设置（Content-Type /
-// Cache-Control / X-Robots-Tag），已经开始漂移（标题一处写字面量 `‹`、
-// 一处写 `\u2039`）。统一走 page.go，改响应头只需改一处。
-func (h *honeypotHandler) writeLogin(ctx flamego.Context, path, notice string) {
-	honeypot.WriteLoginPage(ctx.ResponseWriter(), honeypot.LoginPageVars{
-		Action:  path,
-		Title:   honeypot.LoginPageTitle,
-		Heading: "WordPress",
-		Notice:  notice,
-		Redir:   ctx.Request().URL.Query().Get("redirect_to"),
+// failed 表示这是提交后的响应，需要显示该家族自己的失败文案
+// （不区分「用户不存在」与「密码错误」，避免给爆破脚本用户名枚举信号）。
+//
+// 之前这里手抄过一遍响应头，已经漂移（标题一处字面量 `‹`、一处 `\u2039`）；
+// 现在响应头也归 page.go 统一设置，改一处即可。
+func (h *honeypotHandler) writeLogin(ctx flamego.Context, fam honeypot.Family, path string, failed bool) {
+	honeypot.WriteFamilyPage(ctx.ResponseWriter(), fam, honeypot.LoginPageVars{
+		Action: path,
+		Failed: failed,
+		Redir:  ctx.Request().URL.Query().Get("redirect_to"),
 	})
 }
 
diff --git a/internal/route/honeypot_test.go b/internal/route/honeypot_test.go
index fcf6032..e6e4b44 100644
--- a/internal/route/honeypot_test.go
+++ b/internal/route/honeypot_test.go
@@ -507,3 +507,140 @@ func (c *captureStore) LegacyCredentialColumns(context.Context) ([]string, error
 func (c *captureStore) PurgeLegacyCredentialColumns(context.Context) ([]string, error) {
 	return nil, nil
 }
+
+// TestHoneypotServesFamilySpecificPage 验证按路径分发到不同后台的伪装。
+//
+// 扫描器先按路径判断「这是什么后台」，再拿对应字段名去填表；
+// 所有路径都回 WordPress 页面等于告诉对方「这里没有 PMA/Jenkins」。
+func TestHoneypotServesFamilySpecificPage(t *testing.T) {
+	ts := newHoneypotTestServerFull(t, true, false, nil)
+
+	cases := []struct {
+		path string
+		want string
+	}{
+		{"/wp-login.php", `name="log"`},
+		{"/phpmyadmin/index.php", `name="pma_username"`},
+		{"/jenkins/login", `name="j_username"`},
+		{"/cgi-bin/luci", `name="luci_username"`},
+		{"/users/sign_in", `name="user[login]"`},
+		{"/administrator/index.php", `name="passwd"`},
+	}
+	for _, c := range cases {
+		resp, err := http.Get(ts.URL + c.path)
+		if err != nil {
+			t.Fatalf("GET %s: %v", c.path, err)
+		}
+		body, _ := io.ReadAll(resp.Body)
+		resp.Body.Close()
+		if resp.StatusCode != http.StatusOK {
+			t.Errorf("GET %s status = %d, want 200", c.path, resp.StatusCode)
+		}
+		if !strings.Contains(string(body), c.want) {
+			t.Errorf("GET %s 页面缺少特征字段 %s", c.path, c.want)
+		}
+	}
+
+	// Tomcat Manager 真实未认证行为是 401 + Basic，给 HTML 表单反而不像。
+	tomcat, err := http.Get(ts.URL + "/manager/html")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer tomcat.Body.Close()
+	if tomcat.StatusCode != http.StatusUnauthorized {
+		t.Errorf("GET /manager/html status = %d, want 401", tomcat.StatusCode)
+	}
+	if !strings.Contains(tomcat.Header.Get("WWW-Authenticate"), "Tomcat") {
+		t.Errorf("WWW-Authenticate = %q, want 含 Tomcat", tomcat.Header.Get("WWW-Authenticate"))
+	}
+}
+
+// TestHoneypotCapturesFamilyFields 验证各家族的字段名都能被提取成凭据。
+//
+// 页面换了字段名但提取逻辑没跟上，等于做了个好看的空壳。
+func TestHoneypotCapturesFamilyFields(t *testing.T) {
+	cases := []struct {
+		path, body, wantUser, wantPass string
+	}{
+		{"/phpmyadmin/index.php", "pma_username=root&pma_password=toor123", "root", "toor123"},
+		{"/jenkins/login", "j_username=admin&j_password=jenkins1", "admin", "jenkins1"},
+		{"/cgi-bin/luci", "luci_username=root&luci_password=openwrt", "root", "openwrt"},
+		{"/users/sign_in", "user%5Blogin%5D=gitlab&user%5Bpassword%5D=glpass", "gitlab", "glpass"},
+	}
+	for _, c := range cases {
+		cs, err := honeypot.NewFileCredStore(t.TempDir())
+		if err != nil {
+			t.Fatal(err)
+		}
+		ts := newHoneypotTestServerFull(t, true, false, cs)
+
+		resp, err := http.Post(ts.URL+c.path, "application/x-www-form-urlencoded", strings.NewReader(c.body))
+		if err != nil {
+			t.Fatalf("POST %s: %v", c.path, err)
+		}
+		_, _ = io.ReadAll(resp.Body)
+		resp.Body.Close()
+
+		recs, err := cs.ListSince(time.Now().Add(-time.Hour), "", 10)
+		if err != nil {
+			t.Fatal(err)
+		}
+		if len(recs) != 1 {
+			t.Fatalf("%s: 凭据记录数 = %d, want 1", c.path, len(recs))
+		}
+		if recs[0].Username != c.wantUser || recs[0].Password != c.wantPass {
+			t.Errorf("%s: 提取到 %q/%q, want %q/%q",
+				c.path, recs[0].Username, recs[0].Password, c.wantUser, c.wantPass)
+		}
+	}
+}
+
+// TestHoneypotAssetRequestsAreNotRecorded 验证静态资源请求只回占位内容、不落库。
+//
+// 真实后台页面会加载 5–10 个 CSS/JS/图标；如果每个都 INSERT，一次页面加载就能
+// 放大出十几条记录，而 honeypot_hits 的写入完全由外部流量驱动 ——
+// 等于把攻击者的写入成本转嫁给我们。
+func TestHoneypotAssetRequestsAreNotRecorded(t *testing.T) {
+	store := &captureStore{}
+	f := flamego.New()
+	hp := honeypot.New(honeypot.Options{Enabled: true})
+	ab := autoban.New(autoban.Options{
+		Enabled: true, HoneypotEnabled: true,
+		ThresholdSensitive: 10, Window: time.Minute, Duration: time.Hour,
+	})
+	hph := newHoneypotHandler(hp, ab, store, nil)
+	f.Use(autobanMiddleware(ab, hp))
+	f.NotFound(func(ctx flamego.Context) {
+		if hp.Match(ctx.Request().URL.Path) {
+			hph.Serve(ctx)
+			return
+		}
+		ctx.Redirect("/")
+	})
+	ts := httptest.NewServer(f)
+	defer ts.Close()
+
+	for _, p := range []string{
+		"/wp-admin/css/login.min.css",
+		"/wp-includes/js/wp-embed.min.js",
+		"/wp-admin/images/wordpress-logo.png",
+	} {
+		resp, err := http.Get(ts.URL + p)
+		if err != nil {
+			t.Fatalf("GET %s: %v", p, err)
+		}
+		_, _ = io.ReadAll(resp.Body)
+		resp.Body.Close()
+		if resp.StatusCode != http.StatusOK {
+			t.Errorf("GET %s status = %d, want 200", p, resp.StatusCode)
+			continue
+		}
+		if ct := resp.Header.Get("Content-Type"); ct == "" || strings.HasPrefix(ct, "text/html") {
+			t.Errorf("GET %s Content-Type = %q, want 非 HTML 的静态类型", p, ct)
+		}
+	}
+
+	if len(store.hits) != 0 {
+		t.Errorf("资源请求不应落库，实际写了 %d 条", len(store.hits))
+	}
+}
diff --git a/internal/security/honeypot/asset.go b/internal/security/honeypot/asset.go
new file mode 100644
index 0000000..6dfb447
--- /dev/null
+++ b/internal/security/honeypot/asset.go
@@ -0,0 +1,95 @@
+package honeypot
+
+import (
+	"encoding/base64"
+	"net/http"
+	"strings"
+)
+
+// 静态资源伪装。
+//
+// 为什么必须做：真实后台登录页一定会加载 CSS/JS/图标。如果这些请求返回 302 或
+// 登录页 HTML，有经验的扫描器立刻能判定「页面是假的」，后面的爆破就不会发生。
+//
+// 成本控制：内容全是包级常量（首次调用时解码一次），请求时零分配、零 IO。
+// 这类请求**不落库、不计数** —— 一个页面 5–10 个资源请求，如果每个都 INSERT，
+// 等于帮攻击者把写入放大了十倍（见 route 层 Serve 的短路）。
+
+// assetPNG 是 1x1 透明 PNG（67 字节）。用 base64 常量而不是手写字节数组：
+// 手写十六进制一位写错就是一个坏图，扫描器加载失败会暴露。
+var assetPNG = mustBase64("iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNkYPhfDwAChwGA60e6kgAAAABJRU5ErkJggg==")
+
+var (
+	assetCSS = []byte("/*! This file is auto-generated. */\n" +
+		".wp-core-ui,.pma-header{box-sizing:border-box}\n" +
+		"body.login #login{width:320px;margin:0 auto}\n")
+	assetJS = []byte("/*! generated */\n" +
+		"var wp=window.wp||{};wp.hooks={addFilter:function(){return 0}};\n")
+	assetSVG   = []byte(`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16"><rect width="16" height="16" fill="#c3c4c7"/></svg>`)
+	assetMap   = []byte(`{"version":3,"sources":[],"mappings":""}`)
+	assetEmpty = []byte{}
+)
+
+func mustBase64(s string) []byte {
+	b, err := base64.StdEncoding.DecodeString(s)
+	if err != nil {
+		// 常量写错属于编译期错误，这里 panic 是正确的：静默降级会让蜜罐返回坏图。
+		panic("honeypot: invalid embedded png: " + err.Error())
+	}
+	return b
+}
+
+// assetPrefixes 只有这些前缀下的请求才会被当作「页面资源」。
+//
+// 刻意不含 /static、/assets、/js、/css：这些是站点的真实静态资源前缀
+// （route 层的 forbiddenPrefixes 会先剔除它们），纳入进来没有意义还可能误伤。
+var assetPrefixes = []string{
+	"/wp-admin/css/", "/wp-admin/js/", "/wp-admin/images/", "/wp-admin/fonts/",
+	"/wp-includes/css/", "/wp-includes/js/", "/wp-includes/images/",
+	"/wp-content/plugins/", "/wp-content/themes/", "/wp-content/uploads/",
+	"/phpmyadmin/themes/", "/phpmyadmin/js/", "/phpmyadmin/img/",
+	"/jenkins/static/", "/jenkins/css/", "/jenkins/scripts/", "/jenkins/images/",
+	"/grafana/public/build/", "/grafana/public/img/",
+	"/cgi-bin/luci/static/", "/luci-static/",
+	"/administrator/templates/", "/administrator/media/",
+}
+
+// AssetFor 判断请求是否为静态资源，并返回占位内容。
+//
+// 返回值：
+//   - ok=false：不是资源请求，调用方按登录页处理；
+//   - ok=true：直接写出 body（status 为 200 或 404），不记录、不计数。
+//
+// 已知后缀以外的文件（例如 /wp-content/plugins/x.php）返回 404：
+// 这类请求本身是 webshell 探测，回一个「找不到」比回登录页更符合真实站点。
+func AssetFor(p string) (body []byte, ctype string, status int, ok bool) {
+	isAsset := false
+	for _, pre := range assetPrefixes {
+		if strings.HasPrefix(p, pre) {
+			isAsset = true
+			break
+		}
+	}
+	if !isAsset {
+		return nil, "", 0, false
+	}
+
+	lower := strings.ToLower(p)
+	switch {
+	case strings.HasSuffix(lower, ".css"):
+		return assetCSS, "text/css; charset=utf-8", http.StatusOK, true
+	case strings.HasSuffix(lower, ".js"):
+		return assetJS, "application/javascript; charset=utf-8", http.StatusOK, true
+	case strings.HasSuffix(lower, ".png"), strings.HasSuffix(lower, ".gif"), strings.HasSuffix(lower, ".jpg"), strings.HasSuffix(lower, ".jpeg"), strings.HasSuffix(lower, ".ico"):
+		return assetPNG, "image/png", http.StatusOK, true
+	case strings.HasSuffix(lower, ".svg"):
+		return assetSVG, "image/svg+xml", http.StatusOK, true
+	case strings.HasSuffix(lower, ".map"), strings.HasSuffix(lower, ".json"):
+		return assetMap, "application/json; charset=utf-8", http.StatusOK, true
+	case strings.HasSuffix(lower, ".woff"), strings.HasSuffix(lower, ".woff2"), strings.HasSuffix(lower, ".ttf"), strings.HasSuffix(lower, ".eot"):
+		// 字体不需要真内容：浏览器放弃渲染只会退化成默认字体，肉眼与扫描器都看不出来。
+		return assetEmpty, "font/woff2", http.StatusOK, true
+	default:
+		return assetEmpty, "text/html; charset=utf-8", http.StatusNotFound, true
+	}
+}
diff --git a/internal/security/honeypot/family.go b/internal/security/honeypot/family.go
new file mode 100644
index 0000000..ffe05c7
--- /dev/null
+++ b/internal/security/honeypot/family.go
@@ -0,0 +1,347 @@
+package honeypot
+
+import "strings"
+
+// Family 是诱饵页面模拟的产品类别。
+//
+// 为什么要分类：扫描器与爆破脚本几乎都是「先按路径判断这是什么后台，
+// 再用它认识的字段名去填表」。所有路径都回同一个 WordPress 页面，等于在
+// /phpmyadmin/index.php 上告诉对方「这里不是 PMA」—— 对方直接换目标，
+// 我们既拿不到凭据，也留不下有价值的取证。
+//
+// 刻意只做「登录页」这一层：不需要真实的业务逻辑，只需要让对方向表单提交。
+type Family int
+
+const (
+	// FamilyGeneric 是兜底：/admin、/console 这类通用后台。
+	FamilyGeneric Family = iota
+	FamilyWordPress
+	FamilyPhpMyAdmin
+	FamilyTomcat
+	FamilyJenkins
+	FamilyGrafana
+	FamilyGitLab
+	FamilyLuCI
+	FamilyJoomla
+)
+
+func (f Family) String() string {
+	switch f {
+	case FamilyWordPress:
+		return "wordpress"
+	case FamilyPhpMyAdmin:
+		return "phpmyadmin"
+	case FamilyTomcat:
+		return "tomcat"
+	case FamilyJenkins:
+		return "jenkins"
+	case FamilyGrafana:
+		return "grafana"
+	case FamilyGitLab:
+		return "gitlab"
+	case FamilyLuCI:
+		return "luci"
+	case FamilyJoomla:
+		return "joomla"
+	default:
+		return "generic"
+	}
+}
+
+// skinField 是登录表单里的一个输入框。
+type skinField struct {
+	name   string
+	label  string
+	secret bool
+}
+
+// loginSkin 是一个家族的「伪装设定」：外观、字段名、失败文案、响应头。
+//
+// 全部是编译期常量，渲染时只做一次字符串拼接 —— 没有模板解析、没有文件 IO。
+type loginSkin struct {
+	family  Family
+	routes  []string // 段前缀，命中即归入该家族（顺序敏感，先精确后泛化）
+	title   string
+	brand   string
+	tagline string // 品牌下方的版本行，扫描器常拿它判断产品
+	submit  string
+	class   string
+	form    string // 表单 name/id
+	gen     string // <meta name="generator">，空则不输出
+	css     string // 家族配色（叠加在 baseLoginCSS 之后）
+	fields  []skinField
+	hidden  [][2]string // 值写成 "$redirect" 表示回填原始查询串
+	failure string
+	footer  string
+	headers [][2]string
+	cookies []string
+
+	// basicRealm 非空时改用 HTTP 401 + Basic Auth（Tomcat Manager 的真实行为）。
+	// 凭据从 Authorization 头取，ExtractCredentials 已支持。
+	basicRealm string
+}
+
+// skins 按顺序匹配：越具体的路径要排在越前面。
+//
+// 所有 routes 都必须与业务路由零交集（route 层的 forbiddenPrefixes 是第二道保险）。
+var skins = []loginSkin{
+	{
+		family: FamilyWordPress,
+		routes: []string{
+			"/wp-login.php", "/wp-login", "/wp-admin", "/wp-content", "/wp-includes",
+			"/wp-json", "/xmlrpc.php", "/xmlrpc", "/wp-cron.php", "/wp-trackback.php",
+			"/wp-comments-post.php", "/wp-config", "/wp-mail.php", "/wp-signup.php",
+			"/wp-activate.php", "/wp-links-opml.php", "/wp-blog-header.php",
+			"/wp-load.php", "/wp-settings.php",
+		},
+		title:   LoginPageTitle,
+		brand:   "WordPress",
+		tagline: "",
+		submit:  "Log In",
+		class:   "login",
+		form:    "loginform",
+		gen:     "WordPress 6.4.3",
+		css:     `h1 a{color:#3c434a;text-decoration:none}button{background:#2271b1}`,
+		fields: []skinField{
+			{name: "log", label: "Username"},
+			{name: "pwd", label: "Password", secret: true},
+		},
+		hidden: [][2]string{
+			{"redirect_to", "$redirect"},
+			{"testcookie", "1"},
+		},
+		failure: `ERROR: The password you entered for the username is incorrect.`,
+		// 真实 wp-login.php 底部没有 404 文案，只有「← 返回站点」；
+		// 之前挂 NotFoundFooter 反而在一张登录页上写了「资源不存在」，很扎眼。
+		footer: "",
+		headers: [][2]string{
+			{"X-Powered-By", "PHP/7.4.33"},
+			{"X-Pingback", "/xmlrpc.php"},
+		},
+		cookies: []string{"wordpress_test_cookie=WP%20Cookie%20check; path=/"},
+	},
+	{
+		family:  FamilyPhpMyAdmin,
+		routes:  []string{"/phpmyadmin", "/pma", "/myadmin", "/dbadmin", "/sqladmin", "/mysqladmin", "/adminer.php", "/adminer"},
+		title:   "phpMyAdmin",
+		brand:   "phpMyAdmin",
+		tagline: "Welcome to phpMyAdmin 5.2.1",
+		submit:  "Log in",
+		class:   "pma",
+		form:    "login_form",
+		gen:     "",
+		css:     `.card{width:360px}h1{color:#235a81;font-weight:700}.tag{color:#235a81;font-size:12px}button{background:#235a81}`,
+		fields: []skinField{
+			{name: "pma_username", label: "Username:"},
+			{name: "pma_password", label: "Password:", secret: true},
+		},
+		hidden: [][2]string{
+			{"server", "1"},
+			{"target", "index.php"},
+			{"token", "e1a4c0b7d2f58g93"},
+		},
+		failure: `#1045 - Cannot log in to the MySQL server`,
+		footer:  "Language: English &middot; Theme: pmahomme",
+		headers: [][2]string{
+			{"X-Powered-By", "PHP/7.4.33"},
+			{"Set-Cookie", "pma_lang=en; path=/; HttpOnly"},
+		},
+	},
+	{
+		family:     FamilyTomcat,
+		routes:     []string{"/manager/html", "/manager", "/host-manager", "/examples", "/jmx-console", "/web-console", "/invoker"},
+		title:      "401 Unauthorized",
+		brand:      "Tomcat Manager Application",
+		tagline:    "Apache Tomcat/9.0.83",
+		submit:     "",
+		class:      "tomcat",
+		form:       "login",
+		css:        `h1{font-size:19px;font-weight:700;text-align:left}.tag{text-align:left}button{background:#5b6b73}button:hover{background:#4a575e}`,
+		footer:     "401 Unauthorized &middot; this request requires HTTP authentication",
+		basicRealm: "Tomcat Manager Application",
+		headers: [][2]string{
+			{"X-Powered-By", "Servlet/4.0 JSP/2.3"},
+		},
+	},
+	{
+		family:  FamilyJenkins,
+		routes:  []string{"/jenkins", "/jnlpJars", "/jenkins/", "/script", "/administrativeMonitor"},
+		title:   "Jenkins",
+		brand:   "Jenkins",
+		tagline: "Welcome to Jenkins 2.401.3",
+		submit:  "Sign in",
+		class:   "jenkins",
+		form:    "login",
+		gen:     "",
+		css:     `.card{width:420px}h1{text-align:left;font-weight:700;color:#333}.tag{text-align:left}button{background:#4477aa}`,
+		fields: []skinField{
+			{name: "j_username", label: "Username"},
+			{name: "j_password", label: "Password", secret: true},
+		},
+		hidden:  [][2]string{{"from", "/"}, {"Submit", "Sign in"}},
+		failure: "Invalid username or password",
+		footer:  "Jenkins ver. 2.401.3",
+		headers: [][2]string{
+			{"X-Jenkins", "2.401.3"},
+			{"X-Jenkins-Session", "8b1f2c4d"},
+		},
+	},
+	{
+		family:  FamilyGrafana,
+		routes:  []string{"/grafana"},
+		title:   "Grafana",
+		brand:   "Grafana",
+		tagline: "Welcome to Grafana 10.2.3",
+		submit:  "Log in",
+		class:   "grafana",
+		form:    "loginForm",
+		gen:     "",
+		css:     `body{background:#111217;color:#d8d9da}.card{background:#181b1f;border-color:#2c3235}h1{color:#f4f5f5}.tag{color:#9da3a8}input[type=text],input[type=password]{background:#0b0c0e;color:#d8d9da;border-color:#3d444b}button{background:#3d71d9}.foot{color:#8e9297}`,
+		fields: []skinField{
+			{name: "user", label: "Email or username"},
+			{name: "password", label: "Password", secret: true},
+		},
+		hidden:  [][2]string{{"userlang", "en-US"}},
+		failure: "Invalid username or password",
+		footer:  "Grafana Labs &middot; v10.2.3",
+		headers: [][2]string{
+			{"X-Grafana-Org-Id", "1"},
+		},
+	},
+	{
+		family:  FamilyGitLab,
+		routes:  []string{"/users/sign_in", "/users/password", "/users/sign_up"},
+		title:   "Sign in &middot; GitLab",
+		brand:   "GitLab",
+		tagline: "Open source DevSecOps platform",
+		submit:  "Sign in",
+		class:   "gitlab",
+		form:    "new_user",
+		gen:     "",
+		css:     `.card{width:380px;border-color:#e5e5e5}h1{font-weight:700;color:#1f1e24}.tag{text-align:left}button{background:#1f75cb}`,
+		fields: []skinField{
+			{name: "user[login]", label: "Username or email"},
+			{name: "user[password]", label: "Password", secret: true},
+		},
+		hidden:  [][2]string{{"user[remember_me]", "0"}},
+		failure: "Invalid Login or password.",
+		footer:  "GitLab Community Edition 16.8.1",
+		headers: [][2]string{
+			{"X-Gitlab-Meta", `{"correlation_id":"a1b2c3"}`},
+		},
+	},
+	{
+		family:  FamilyLuCI,
+		routes:  []string{"/cgi-bin/luci", "/luci", "/luci-static"},
+		title:   "LuCI - Lua Configuration Interface",
+		brand:   "LuCI",
+		tagline: "OpenWrt 23.05 &middot; Lua Configuration Interface",
+		submit:  "Login",
+		class:   "luci",
+		form:    "login",
+		gen:     "",
+		css:     `.card{width:360px;border-top:3px solid #4a9c3f}h1{color:#4a9c3f;font-size:19px}button{background:#4a9c3f}`,
+		fields: []skinField{
+			{name: "luci_username", label: "Username"},
+			{name: "luci_password", label: "Password", secret: true},
+		},
+		failure: "Invalid username and/or password! Please try again.",
+		footer:  "Powered by LuCI openwrt-23.05 branch",
+		headers: [][2]string{
+			{"X-Powered-By", "PHP/7.4.33"},
+		},
+	},
+	{
+		family:  FamilyJoomla,
+		routes:  []string{"/administrator"},
+		title:   "Joomla! Administration Login",
+		brand:   "Joomla!",
+		tagline: "Administration Login &middot; Joomla! 4.4.2",
+		submit:  "Log in",
+		class:   "joomla",
+		form:    "form-login",
+		gen:     "Joomla! - Open Source Content Management",
+		css:     `.card{border-top:3px solid #1a3867}.card h1{color:#1a3867}button{background:#1a3867}`,
+		fields: []skinField{
+			{name: "username", label: "Username"},
+			{name: "passwd", label: "Password", secret: true},
+		},
+		hidden: [][2]string{
+			{"option", "com_login"},
+			{"task", "login"},
+			{"return", "aW5kZXgucGhw"},
+		},
+		failure: "Username and password do not match or you do not have an account yet.",
+		footer:  "Joomla! 4.4.2 &middot; Copyright (C) Open Source Matters",
+		headers: [][2]string{
+			{"X-Powered-By", "PHP/7.4.33"},
+		},
+	},
+	{
+		family:  FamilyGeneric,
+		routes:  []string{"/admin", "/console", "/webadmin", "/login.php", "/admin.php", "/admin/login", "/admin/index.php", "/cpanel", "/whm", "/plesk", "/webmail", "/roundcube", "/zabbix", "/nagios", "/monitoring", "/jira", "/confluence", "/gitlab", "/nextcloud", "/owncloud"},
+		title:   "Administration",
+		brand:   "Administration Console",
+		tagline: "Sign in to continue",
+		submit:  "Sign in",
+		class:   "generic",
+		form:    "loginForm",
+		gen:     "",
+		css:     `.card{width:360px}h1{font-weight:600;font-size:19px}button{background:#3c434a}`,
+		fields: []skinField{
+			{name: "username", label: "Username"},
+			{name: "password", label: "Password", secret: true},
+		},
+		hidden:  [][2]string{{"csrf_token", "a7f3c1e9b2d4"}},
+		failure: "Invalid username or password.",
+		footer:  "Restricted area. Authorized personnel only.",
+		headers: [][2]string{
+			{"X-Powered-By", "PHP/7.4.33"},
+		},
+	},
+}
+
+// FamilyOf 判断路径属于哪个家族（p 需已 normalize：小写、斜杠已折叠）。
+//
+// 段前缀语义：/wp-admin 匹配 /wp-admin 与 /wp-admin/setup-config.php，
+// 但不匹配 /wp-administrator。'.' 也算边界，兼容 /adminer.php 这类写法。
+func FamilyOf(p string) Family {
+	for i := range skins {
+		for _, r := range skins[i].routes {
+			if hasSegPrefix(p, r) {
+				return skins[i].family
+			}
+		}
+	}
+	return FamilyGeneric
+}
+
+func hasSegPrefix(p, prefix string) bool {
+	if p == prefix {
+		return true
+	}
+	if !strings.HasPrefix(p, prefix) {
+		return false
+	}
+	next := p[len(prefix)]
+	return next == '/' || next == '.'
+}
+
+// skinOf 返回家族对应的伪装设定。
+func skinOf(f Family) *loginSkin {
+	for i := range skins {
+		if skins[i].family == f {
+			return &skins[i]
+		}
+	}
+	return &skins[len(skins)-1] // FamilyGeneric 永远在最后
+}
+
+// Families 返回全部家族（供 CLI / 测试枚举）。
+func Families() []Family {
+	out := make([]Family, 0, len(skins))
+	for i := range skins {
+		out = append(out, skins[i].family)
+	}
+	return out
+}
diff --git a/internal/security/honeypot/family_test.go b/internal/security/honeypot/family_test.go
new file mode 100644
index 0000000..719e4dd
--- /dev/null
+++ b/internal/security/honeypot/family_test.go
@@ -0,0 +1,181 @@
+package honeypot
+
+import (
+	"bytes"
+	"net/http/httptest"
+	"strings"
+	"testing"
+)
+
+func TestFamilyOf(t *testing.T) {
+	cases := []struct {
+		path string
+		want Family
+	}{
+		{"/wp-login.php", FamilyWordPress},
+		{"/wp-admin/setup-config.php", FamilyWordPress},
+		{"/wp-json/wp/v2/users", FamilyWordPress},
+		{"/phpmyadmin/index.php", FamilyPhpMyAdmin},
+		{"/pma", FamilyPhpMyAdmin},
+		{"/adminer.php", FamilyPhpMyAdmin},
+		{"/manager/html", FamilyTomcat},
+		{"/host-manager/html", FamilyTomcat},
+		{"/jenkins/login", FamilyJenkins},
+		{"/grafana/login", FamilyGrafana},
+		{"/users/sign_in", FamilyGitLab},
+		{"/cgi-bin/luci", FamilyLuCI},
+		{"/administrator/index.php", FamilyJoomla},
+		{"/admin", FamilyGeneric},
+		{"/console/login", FamilyGeneric},
+		{"/zabbix/index.php", FamilyGeneric},
+	}
+	for _, c := range cases {
+		if got := FamilyOf(c.path); got != c.want {
+			t.Errorf("FamilyOf(%q) = %v, want %v", c.path, got, c.want)
+		}
+	}
+}
+
+// TestFamilyOfDoesNotClaimBusinessRoutes 保证分类不会把真实业务路径认成某个后台。
+// （是否接管由 Match + forbiddenPrefixes 决定，这里是第二道防线：即便将来
+// 诱饵表被改宽，也不该让 /user 被归进 GitLab 家族。）
+func TestFamilyOfDoesNotClaimBusinessRoutes(t *testing.T) {
+	for _, p := range []string{
+		"/", "/login", "/register", "/user", "/api/v1/questions",
+		"/explore", "/_/tamakyi", "/vote/abc", "/static/css/base.css",
+	} {
+		if fam := FamilyOf(p); fam != FamilyGeneric {
+			t.Errorf("FamilyOf(%q) = %v, want FamilyGeneric（业务路径不该被归类）", p, fam)
+		}
+	}
+}
+
+// TestEveryFamilyRendersOwnSkin 逐个家族渲染，断言页面上出现该家族特有的字段名。
+//
+// 为什么盯字段名：爆破脚本靠字段名决定要不要提交。所有家族都输出 log/pwd，
+// 等于对 phpMyAdmin 的爆破工具说「这里不是 PMA」，对方会直接放弃。
+func TestEveryFamilyRendersOwnSkin(t *testing.T) {
+	uniqueField := map[Family]string{
+		FamilyWordPress:  `name="log"`,
+		FamilyPhpMyAdmin: `name="pma_username"`,
+		FamilyJenkins:    `name="j_username"`,
+		FamilyGrafana:    `name="user"`,
+		FamilyGitLab:     `name="user[login]"`,
+		FamilyLuCI:       `name="luci_username"`,
+		FamilyJoomla:     `name="username"`,
+		FamilyGeneric:    `name="csrf_token"`,
+	}
+	for _, fam := range Families() {
+		body := string(RenderFamily(fam, LoginPageVars{Action: "/probe"}))
+		if !strings.Contains(body, CanaryToken) {
+			t.Errorf("%v: 页面缺少 canary", fam)
+		}
+		if !strings.Contains(body, `action="/probe"`) {
+			t.Errorf("%v: 表单 action 未回填请求路径", fam)
+		}
+		if want, ok := uniqueField[fam]; ok && !strings.Contains(body, want) {
+			t.Errorf("%v: 页面缺少特征字段 %s", fam, want)
+		}
+		// 每个家族都必须有密码框，否则爆破脚本不会提交。
+		if !strings.Contains(body, `type="password"`) && fam != FamilyTomcat {
+			t.Errorf("%v: 页面没有密码输入框", fam)
+		}
+		// generator 必须伪装成真实产品，绝不能出现蜜罐标记（扫描器必查项）。
+		if strings.Contains(body, "TamaBox") || strings.Contains(body, "honeypot") {
+			t.Errorf("%v: 页面自曝了蜜罐身份", fam)
+		}
+	}
+}
+
+// TestTomcatFamilyUsesBasicAuth 验证 Tomcat 家族走的是 401 + WWW-Authenticate。
+//
+// 真实 Tomcat Manager 未认证时就是 401 Basic，给一个 HTML 表单反而不像；
+// 而且 Basic 头里的凭据 ExtractCredentials 能直接解析，不损失捕获能力。
+func TestTomcatFamilyUsesBasicAuth(t *testing.T) {
+	rec := httptest.NewRecorder()
+	WriteFamilyPage(rec, FamilyTomcat, LoginPageVars{Action: "/manager/html"})
+	if rec.Code != 401 {
+		t.Errorf("status = %d, want 401", rec.Code)
+	}
+	if got := rec.Header().Get("WWW-Authenticate"); !strings.Contains(got, "Tomcat") {
+		t.Errorf("WWW-Authenticate = %q, want 含 Tomcat realm", got)
+	}
+}
+
+// TestFamilyHeadersLookReal 检查各家族的指纹响应头。
+// 这些头是扫描器的第一判断依据，比页面内容更早被读到。
+func TestFamilyHeadersLookReal(t *testing.T) {
+	cases := []struct {
+		fam     Family
+		header  string
+		wantSub string
+	}{
+		{FamilyWordPress, "X-Powered-By", "PHP"},
+		{FamilyPhpMyAdmin, "X-Powered-By", "PHP"},
+		{FamilyJenkins, "X-Jenkins", "2.401"},
+		{FamilyGrafana, "X-Grafana-Org-Id", "1"},
+	}
+	for _, c := range cases {
+		rec := httptest.NewRecorder()
+		WriteFamilyPage(rec, c.fam, LoginPageVars{Action: "/x"})
+		if got := rec.Header().Get(c.header); !strings.Contains(got, c.wantSub) {
+			t.Errorf("%v: %s = %q, want 含 %q", c.fam, c.header, got, c.wantSub)
+		}
+	}
+	// WordPress 真实登录页会下发 test cookie，爆破工具常拿它判断会话是否有效。
+	rec := httptest.NewRecorder()
+	WriteFamilyPage(rec, FamilyWordPress, LoginPageVars{Action: "/wp-login.php"})
+	if !strings.Contains(strings.Join(rec.Header().Values("Set-Cookie"), ";"), "wordpress_test_cookie") {
+		t.Error("WordPress 家族缺少 wordpress_test_cookie")
+	}
+}
+
+func TestAssetFor(t *testing.T) {
+	if body, ctype, status, ok := AssetFor("/wp-admin/css/login.min.css"); !ok || status != 200 ||
+		!strings.Contains(ctype, "text/css") || len(body) == 0 {
+		t.Errorf("css 资源未命中：ok=%v status=%d ctype=%q", ok, status, ctype)
+	}
+	if _, ctype, _, ok := AssetFor("/wp-includes/js/jquery/jquery.min.js"); !ok || !strings.Contains(ctype, "javascript") {
+		t.Errorf("js 资源 ctype = %q", ctype)
+	}
+	if body, _, _, ok := AssetFor("/wp-admin/images/logo.png"); !ok || !bytes.HasPrefix(body, []byte{0x89, 'P', 'N', 'G'}) {
+		t.Error("png 资源内容不是合法 PNG")
+	}
+	// 插件目录下的 php 是 webshell 探测，回 404 比回登录页更真实
+	if _, _, status, ok := AssetFor("/wp-content/plugins/x.php"); !ok || status != 404 {
+		t.Errorf("未知后缀 status = %d, want 404", status)
+	}
+	// 不在资源前缀内的一律交回登录页逻辑
+	for _, p := range []string{"/admin", "/wp-login.php", "/static/css/base.css", "/assets/app.js"} {
+		if _, _, _, ok := AssetFor(p); ok {
+			t.Errorf("%q 不该被当成页面资源", p)
+		}
+	}
+}
+
+// TestRenderIsCheap 粗略守住「单页体积」，防止有人往 skin 里塞大段样式/脚本。
+func TestRenderIsCheap(t *testing.T) {
+	for _, fam := range Families() {
+		if n := len(RenderFamily(fam, LoginPageVars{Action: "/x"})); n > 4096 {
+			t.Errorf("%v: 页面体积 %d 字节，超过 4KB 预算", fam, n)
+		}
+	}
+}
+
+// BenchmarkRenderFamily 量化「渲染一个伪装页」的成本。
+// 蜜罐会被扫描器高频命中，这里刻意守住：单页只做一次 Builder 拼接。
+func BenchmarkRenderFamily(b *testing.B) {
+	vars := LoginPageVars{Action: "/wp-login.php", Redir: "/wp-admin/"}
+	b.ReportAllocs()
+	for i := 0; i < b.N; i++ {
+		_ = RenderFamily(FamilyWordPress, vars)
+	}
+}
+
+// BenchmarkAssetFor 资源请求必须零分配：一次页面加载会打 5–10 个资源请求。
+func BenchmarkAssetFor(b *testing.B) {
+	b.ReportAllocs()
+	for i := 0; i < b.N; i++ {
+		_, _, _, _ = AssetFor("/wp-admin/css/login.min.css")
+	}
+}
diff --git a/internal/security/honeypot/honeypot.go b/internal/security/honeypot/honeypot.go
index 3fe0304..e83bd4c 100644
--- a/internal/security/honeypot/honeypot.go
+++ b/internal/security/honeypot/honeypot.go
@@ -58,6 +58,13 @@ var honeypotPrefixes = []string{
 	"/.config", "/.npm", "/.kube", "/.vscode", "/.idea",
 	"/actuator", "/swagger", "/swagger-ui", "/openapi", "/v2/api-docs", "/v3/api-docs",
 	"/api-docs", "/druid", "/nacos", "/solr", "/elastic", "/apollo",
+	// 其它常见后台/运维面板：每条都对应 family.go 里的一个伪装家族，
+	// 这些前缀同样与业务路由零交集（业务只有 /user、/login、/_/ 等）。
+	"/jenkins", "/jnlpJars", "/grafana", "/users/sign_in", "/users/password",
+	"/users/sign_up", "/luci", "/monitoring", "/zabbix", "/nagios",
+	"/jira", "/confluence", "/gitlab", "/nextcloud", "/owncloud",
+	"/webmail", "/roundcube", "/whm", "/host-manager", "/jmx-console",
+	"/web-console", "/invoker",
 	"/server-status", "/server-info", "/info.php", "/phpinfo", "/test.php",
 	"/backup", "/backups", "/dump", "/database", "/db", "/sql", "/mysql",
 	"/config", "/configuration", "/vendor", "/storage", "/tmp", "/temp",
@@ -274,6 +281,11 @@ var credentialKeys = map[string]bool{
 	"password": true, "passwd": true, "pw": true, "email": true,
 	"account": true, "login": true, "wp_user": true, "user_login": true,
 	"wp_password": true, "uname": true, "nickname": true, "token": true,
+	// 其它家族的表单字段名（见 family.go）：
+	"pma_username": true, "pma_password": true, // phpMyAdmin
+	"j_username": true, "j_password": true, // Jenkins / Tomcat
+	"luci_username": true, "luci_password": true, // OpenWrt LuCI
+	"user[login]": true, "user[password]": true, // GitLab
 }
 
 // ExtractCredentials 从请求中提取破解凭据。
@@ -302,12 +314,18 @@ func (h *Honeypot) ExtractCredentials(r *http.Request) Credentials {
 		if _, exists := out.Fields[k]; !exists {
 			out.Fields[k] = v
 		}
+		// 注意：token 只算「凭据字段」（用于判定 HadFields），不算密码。
+		// phpMyAdmin / GitLab 的登录表单会带一个 hidden CSRF token，
+		// 把它当密码会让真正的 pma_password 被随机覆盖
+		// （map 遍历无固定顺序，"密码"会时对时错）。
 		switch k {
-		case "log", "username", "user", "login", "user_login", "email", "account", "uname", "wp_user", "nickname":
+		case "log", "username", "user", "login", "user_login", "email", "account", "uname", "wp_user", "nickname",
+			"pma_username", "j_username", "luci_username", "user[login]":
 			if out.Username == "" {
 				out.Username = v
 			}
-		case "pwd", "password", "passwd", "pw", "pass", "wp_password", "token":
+		case "pwd", "password", "passwd", "pw", "pass", "wp_password",
+			"pma_password", "j_password", "luci_password", "user[password]":
 			if out.Password == "" {
 				out.Password = v
 			}
@@ -413,7 +431,8 @@ func (c *Credentials) finish() {
 
 func isPasswordKey(k string) bool {
 	switch k {
-	case "pwd", "password", "passwd", "pw", "pass", "wp_password", "token":
+	case "pwd", "password", "passwd", "pw", "pass", "wp_password",
+		"pma_password", "j_password", "luci_password", "user[password]":
 		return true
 	}
 	return false
diff --git a/internal/security/honeypot/page.go b/internal/security/honeypot/page.go
index c2345c4..8f2aede 100644
--- a/internal/security/honeypot/page.go
+++ b/internal/security/honeypot/page.go
@@ -10,113 +10,188 @@ import (
 type LoginPageVars struct {
 	// Action 是表单提交地址（当前诱饵路径本身）。
 	Action string
-	// Title / Heading 是页面标题与表单标题。
+	// Title / Heading 覆盖家族默认的标题与品牌名（留空即用家族设定）。
 	Title   string
 	Heading string
-	// Notice 是提交失败后的提示语。
+	// Notice 是自定义提示语；留空时由 Failed 决定是否显示家族的失败文案。
 	Notice string
+	// Failed 表示这是一次「提交后」的响应，需要显示登录失败提示。
+	Failed bool
 	// Redir 为原始请求的查询串（WordPress 风格的 ?redirect_to=），原样回填。
 	Redir string
 }
 
-// LoginPageTitle 是假登录页的统一标题（与真实 WordPress 登录页一致）。
+// LoginPageTitle 是 WordPress 家族假登录页的标题（与真实登录页一致）。
 // 抽成常量：之前 route 层手抄了一份字面量，一处写 `‹`、一处写 `\u2039`，
 // 已经出现漂移。
 const LoginPageTitle = "Log In ‹ WordPress"
 
-// RenderLoginPage 输出仿 WordPress 后台风格的假登录页（200，text/html）。
+// LoginFailureNotice 是 WordPress 提交凭据后的提示
+// （不区分「用户不存在」与「密码错误」，避免响应差异让爆破脚本调整策略）。
+const LoginFailureNotice = "ERROR: The password you entered for the username is incorrect."
+
+// baseLoginCSS 是全部家族共用的骨架样式，各家族只叠加自己的配色。
+const baseLoginCSS = `*{box-sizing:border-box}body{margin:0;padding:0;font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,Arial,sans-serif;background:#f0f0f1;color:#3c434a}` +
+	`.card{width:340px;margin:8vh auto;background:#fff;border:1px solid #dcdcde;border-radius:4px;padding:26px 24px 30px}` +
+	`h1{margin:0 0 6px;font-size:22px;font-weight:400;text-align:center}` +
+	`.tag{margin:0 0 16px;text-align:center;font-size:11px;color:#787c82;letter-spacing:.3px}` +
+	`label{display:block;margin-top:12px;font-size:13px}` +
+	`input[type=text],input[type=password]{display:block;width:100%;margin-top:5px;padding:7px 9px;border:1px solid #c3c4c7;border-radius:3px;font-size:14px}` +
+	`button{display:block;width:100%;margin-top:18px;padding:9px;border:0;border-radius:3px;color:#fff;font-size:14px;cursor:pointer}` +
+	`.err{border-left:4px solid #d63638;background:#fcf0f1;padding:10px 12px;margin:0 0 16px;font-size:13px;line-height:1.5}` +
+	`.foot{margin:22px auto 0;text-align:center;font-size:12px;color:#787c82;line-height:1.7}`
+
+// fieldIDReplacer 把 user[login] 这类字段名转成合法的 HTML id。
+// 提到包级：每次渲染新建一个 Replacer 要分配十几次，而蜜罐是被高频命中的。
+var fieldIDReplacer = strings.NewReplacer("[", "_", "]", "")
+
+// RenderFamily 按家族渲染假登录页。
 //
-// 页面刻意包含：
-//   - 隐藏 canary 标记（HTML 注释），便于日后溯源；
-//   - 经典 WP 字段名 log / pwd / redirect_to —— 让暴力破解脚本原样提交，
-//     我们就能拿到最干净的用户名与密码对；
-//   - 一个 nginx/Apache 风格的 404 页脚，暗示「这个后台真的存在」，
-//     但正文是纯静态 HTML，不泄露任何版本、路径或真实凭据。
+// 资源占用刻意压到最低：全部是编译期常量 + 一次 strings.Builder 拼接，
+// 没有 html/template 解析、没有文件读取、没有外部请求。一个页面约 1.5–2.5 KB。
 //
-// ⚠️ canary 只放在 HTML 注释里，不放进 <meta name="generator">。
-// 上一版把 "TamaBox honeypot <canary>" 写进了 generator，等于同时告诉扫描器
-// 「这是蜜罐」和「这个站是 TamaBox」—— 有能力的扫描器（nuclei 一类模板）
-// 会直接跳过并针对性地换打法。generator 是扫描器必查项，必须伪装成真的。
-func RenderLoginPage(vars LoginPageVars) []byte {
+// 写的时候刻意不用 `"a" + b + "c"`：每个 + 都是一次临时分配。
+// 连续 WriteString 走 append，配合一次 Grow，整页只有 2–3 次分配
+// （见 family_test.go 的 BenchmarkRenderFamily）。
+//
+// canary 只放 HTML 注释里，不放进 <meta name="generator">：
+// generator 是扫描器的必查项，必须伪装成真实产品，否则等于自曝蜜罐。
+func RenderFamily(f Family, vars LoginPageVars) []byte {
+	s := skinOf(f)
+
 	action := html.EscapeString(vars.Action)
 	title := vars.Title
 	if title == "" {
-		title = LoginPageTitle
+		title = s.title
 	}
-	heading := vars.Heading
-	if heading == "" {
-		heading = "WordPress"
+	brand := vars.Heading
+	if brand == "" {
+		brand = s.brand
 	}
-	notice := ""
-	if vars.Notice != "" {
-		notice = `<div id="login_error">` + html.EscapeString(vars.Notice) + `</div>`
+	notice := vars.Notice
+	if notice == "" && vars.Failed {
+		notice = s.failure
 	}
-	redir := html.EscapeString(vars.Redir)
 
 	var b strings.Builder
-	b.Grow(4096)
-	b.WriteString(`<!DOCTYPE html>` + "\n")
-	// canary 伪装成构建标记：溯源时能认出来，扫描器不会把它当蜜罐指纹。
-	b.WriteString(`<!-- build: ` + CanaryToken + ` -->` + "\n")
-	b.WriteString(`<html lang="en-US">` + "\n")
-	b.WriteString(`<head>` + "\n")
-	b.WriteString(`<meta charset="UTF-8" />` + "\n")
-	b.WriteString(`<meta name="viewport" content="width=device-width, initial-scale=1" />` + "\n")
-	// generator 必须伪装：真实 WP 站点一定带这一行，扫描器也一定会查。
-	b.WriteString(`<meta name="generator" content="WordPress 6.4.3" />` + "\n")
-	b.WriteString(`<title>` + html.EscapeString(title) + `</title>` + "\n")
-	// 静态内联样式，避免蜜罐依赖站点静态资源（也避免污染真实缓存）
-	b.WriteString(`<style>` + honeypotCSS + `</style>` + "\n")
-	b.WriteString(`</head>` + "\n")
-	b.WriteString(`<body class="login">` + "\n")
-	b.WriteString(`<div id="login">` + "\n")
-	b.WriteString(`<h1><a href="` + action + `" title="` + html.EscapeString(heading) + `">` + html.EscapeString(heading) + `</a></h1>` + "\n")
-	b.WriteString(notice + "\n")
-	b.WriteString(`<form name="loginform" id="loginform" action="` + action + `" method="post" enctype="application/x-www-form-urlencoded">` + "\n")
-	b.WriteString(`<p><label for="user_login">Username<br /><input type="text" name="log" id="user_login" class="input" value="" size="20" autocapitalize="off" autocomplete="username" /></label></p>` + "\n")
-	b.WriteString(`<p><label for="user_pass">Password<br /><input type="password" name="pwd" id="user_pass" class="input" value="" size="20" autocomplete="current-password" /></label></p>` + "\n")
-	b.WriteString(`<p class="forgetmenot"><input name="rememberme" type="checkbox" id="rememberme" value="forever" /> Remember Me</p>` + "\n")
-	b.WriteString(`<p class="submit"><input type="submit" name="wp-submit" id="wp-submit" class="button button-primary button-large" value="Log In" /></p>` + "\n")
-	b.WriteString(`<input type="hidden" name="redirect_to" value="` + redir + `" />` + "\n")
-	b.WriteString(`<input type="hidden" name="testcookie" value="1" />` + "\n")
-	b.WriteString(`</form>` + "\n")
-	b.WriteString(`<p id="nav"><a href="` + action + `?action=lostpassword">Lost your password?</a> | <a href="` + action + `?action=register">Register</a></p>` + "\n")
-	b.WriteString(`</div>` + "\n")
-	b.WriteString(`<div id="footer"><p>` + html.EscapeString(NotFoundFooter) + `</p></div>` + "\n")
-	b.WriteString(`</body>` + "\n")
-	b.WriteString(`</html>` + "\n")
+	b.Grow(3072 + len(s.css))
+
+	b.WriteString("<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n")
+	b.WriteString("<meta charset=\"utf-8\">\n")
+	b.WriteString("<meta name=\"viewport\" content=\"width=device-width,initial-scale=1\">\n")
+	b.WriteString("<meta name=\"robots\" content=\"noindex,nofollow\">\n")
+	if s.gen != "" {
+		b.WriteString("<meta name=\"generator\" content=\"")
+		b.WriteString(html.EscapeString(s.gen))
+		b.WriteString("\">\n")
+	}
+	b.WriteString("<title>")
+	b.WriteString(html.EscapeString(title))
+	b.WriteString("</title>\n<style>")
+	b.WriteString(baseLoginCSS)
+	b.WriteString(s.css)
+	b.WriteString("</style>\n</head>\n<body class=\"")
+	b.WriteString(s.class)
+	b.WriteString("\">\n<!-- build: ")
+	b.WriteString(CanaryToken)
+	b.WriteString(" -->\n<div class=\"card\">\n<h1>")
+	b.WriteString(html.EscapeString(brand))
+	b.WriteString("</h1>\n")
+	if s.tagline != "" {
+		b.WriteString("<p class=\"tag\">")
+		b.WriteString(s.tagline)
+		b.WriteString("</p>\n")
+	}
+	if notice != "" {
+		b.WriteString("<div class=\"err\">")
+		b.WriteString(html.EscapeString(notice))
+		b.WriteString("</div>\n")
+	}
+	b.WriteString("<form method=\"post\" action=\"")
+	b.WriteString(action)
+	b.WriteString("\" name=\"")
+	b.WriteString(s.form)
+	b.WriteString("\" id=\"")
+	b.WriteString(s.form)
+	b.WriteString("\">\n")
+
+	for _, fld := range s.fields {
+		typ, ac := "text", "username"
+		if fld.secret {
+			typ, ac = "password", "current-password"
+		}
+		id := "id_" + fieldIDReplacer.Replace(fld.name)
+		b.WriteString("<label for=\"")
+		b.WriteString(id)
+		b.WriteString("\">")
+		b.WriteString(fld.label)
+		b.WriteString("<input type=\"")
+		b.WriteString(typ)
+		b.WriteString("\" name=\"")
+		b.WriteString(fld.name)
+		b.WriteString("\" id=\"")
+		b.WriteString(id)
+		b.WriteString("\" value=\"\" autocomplete=\"")
+		b.WriteString(ac)
+		b.WriteString("\"></label>\n")
+	}
+	for _, h := range s.hidden {
+		v := h[1]
+		if v == "$redirect" {
+			v = vars.Redir
+		}
+		b.WriteString("<input type=\"hidden\" name=\"")
+		b.WriteString(h[0])
+		b.WriteString("\" value=\"")
+		b.WriteString(html.EscapeString(v))
+		b.WriteString("\">\n")
+	}
+	if s.submit != "" {
+		b.WriteString("<button type=\"submit\">")
+		b.WriteString(s.submit)
+		b.WriteString("</button>\n")
+	}
+	b.WriteString("</form>\n")
+	if s.footer != "" {
+		b.WriteString("<p class=\"foot\">")
+		b.WriteString(s.footer)
+		b.WriteString("</p>\n")
+	}
+	b.WriteString("</div>\n</body>\n</html>\n")
 	return []byte(b.String())
 }
 
-const honeypotCSS = `html{background:#f0f0f1}body{margin:0;padding:0;font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,sans-serif;font-size:14px;color:#3c434a}
-#login{border:1px solid #dcdcde;background:#fff;width:320px;margin:5em auto;padding:26px 24px 46px;box-shadow:0 1px 3px rgba(0,0,0,.04)}
-#login h1{text-align:center;margin:0 0 1em;font-size:24px;font-weight:400}
-#login h1 a{color:#444;text-decoration:none}
-#login form{margin-top:16px}
-#login label{display:block;font-size:14px}
-#login input[type=text],#login input[type=password]{width:100%;padding:5px 8px;border:1px solid #ddd;border-radius:3px;box-sizing:border-box;margin-top:4px}
-#login .button{width:100%;padding:7px 12px;background:#2271b1;border:1px solid #2271b1;border-radius:3px;color:#fff;cursor:pointer;font-size:13px}
-#login .submit{margin:16px 0 0}
-#login_error{border-left:4px solid #d63638;background:#fcf0f1;padding:10px 12px;margin:12px 0}
-#nav,.forgetmenot{font-size:13px;color:#50575e}
-#footer{text-align:center;color:#646970;font-size:12px;margin:24px auto;max-width:320px}
-`
+// RenderLoginPage 保留旧签名（WordPress 家族），供既有调用方与测试使用。
+func RenderLoginPage(vars LoginPageVars) []byte {
+	return RenderFamily(FamilyWordPress, vars)
+}
 
-// NotFoundFooter 是 404 假页脚，用于给扫描器「后台存在但资源不存在」的错觉。
-const NotFoundFooter = "The requested resource was not found on this server."
-
-// LoginFailureNotice 是提交凭据后的统一提示（不区分「用户不存在」与「密码错误」，
-// 避免因响应差异让爆破脚本调整策略；同时这也是虚假后台「存在」的证据）。
-const LoginFailureNotice = "ERROR: Invalid username or password."
-
-// WriteLoginPage 将假登录页写入响应。
-func WriteLoginPage(w http.ResponseWriter, vars LoginPageVars) {
-	body := RenderLoginPage(vars)
+// WriteFamilyPage 写出某个家族的假登录页，并带上该家族的伪装响应头。
+//
+// Tomcat Manager 未认证时真实返回 401 + WWW-Authenticate，所以这里也照做 ——
+// 凭据从 Basic Auth 头取（ExtractCredentials 已支持），比给一个假表单更真。
+func WriteFamilyPage(w http.ResponseWriter, f Family, vars LoginPageVars) {
+	s := skinOf(f)
 	h := w.Header()
 	h.Set("Content-Type", "text/html; charset=utf-8")
 	h.Set("Cache-Control", "no-store, no-cache, must-revalidate")
-	// 诱饵页面绝不进入任何共享/边缘缓存，也不被中间层改写。
 	h.Set("X-Robots-Tag", "noindex, nofollow")
-	w.WriteHeader(http.StatusOK)
-	_, _ = w.Write(body)
+	for _, kv := range s.headers {
+		h.Set(kv[0], kv[1])
+	}
+	for _, c := range s.cookies {
+		h.Add("Set-Cookie", c)
+	}
+	status := http.StatusOK
+	if s.basicRealm != "" {
+		h.Set("WWW-Authenticate", `Basic realm="`+s.basicRealm+`"`)
+		status = http.StatusUnauthorized
+	}
+	w.WriteHeader(status)
+	_, _ = w.Write(RenderFamily(f, vars))
+}
+
+// WriteLoginPage 保留旧签名（WordPress 家族）。
+func WriteLoginPage(w http.ResponseWriter, vars LoginPageVars) {
+	WriteFamilyPage(w, FamilyWordPress, vars)
 }