diff --git a/cmd/auth/login.go b/cmd/auth/login.go
index 3b240b1765..993dbe179b 100644
--- a/cmd/auth/login.go
+++ b/cmd/auth/login.go
@@ -49,6 +49,9 @@ func NewCmdAuthLogin(f *cmdutil.Factory, runF func(*LoginOptions) error) *cobra.
 		Short: "Device Flow authorization login",
 		Long: `Device Flow authorization login.
 
+With no --scope/--domain/--recommend flag, this requests scopes for all known
+business domains (equivalent to --domain all); pass --domain or --scope to narrow it.
+
 For AI agents: this command blocks until the user completes authorization in the
 browser. If your harness or agent tool only delivers final turn messages, use --no-wait --json,
 send the verification URL (or QR code) to the user as your final message, end the turn, then
@@ -71,7 +74,7 @@ to generate QR codes (supports ASCII and PNG formats).`,
 	cmdutil.SetRisk(cmd, "write")
 
 	cmd.Flags().StringVar(&opts.Scope, "scope", "", "scopes to request (space- or comma-separated). Combines additively with --domain/--recommend")
-	cmd.Flags().BoolVar(&opts.Recommend, "recommend", false, "request only recommended (auto-approve) scopes")
+	cmd.Flags().BoolVar(&opts.Recommend, "recommend", false, "request scopes for all known domains (equivalent to --domain all)")
 	var helpBrand core.LarkBrand
 	if f != nil && f.Config != nil {
 		if cfg, err := f.Config(); err == nil && cfg != nil {
@@ -144,33 +147,6 @@ func authLoginRun(opts *LoginOptions) error {
 	}
 
 	selectedDomains := opts.Domains
-	scopeLevel := "" // "common" or "all" (from interactive mode)
-
-	// Expand --domain all to all available domains (from_meta projects + shortcut services)
-	for _, d := range selectedDomains {
-		if strings.EqualFold(d, "all") {
-			selectedDomains = sortedKnownDomains(config.Brand)
-			break
-		}
-	}
-
-	// Validate domain names and suggest corrections for unknown ones
-	if len(selectedDomains) > 0 {
-		knownDomains := allKnownDomains(config.Brand)
-		for _, d := range selectedDomains {
-			if !knownDomains[d] {
-				if suggestion := suggestDomain(d, knownDomains); suggestion != "" {
-					return errs.NewValidationError(errs.SubtypeInvalidArgument, "unknown domain %q, did you mean %q?", d, suggestion).WithParam("--domain")
-				}
-				available := make([]string, 0, len(knownDomains))
-				for k := range knownDomains {
-					available = append(available, k)
-				}
-				sort.Strings(available)
-				return errs.NewValidationError(errs.SubtypeInvalidArgument, "unknown domain %q, available domains: %s", d, strings.Join(available, ", ")).WithParam("--domain")
-			}
-		}
-	}
 
 	hasAnyOption := opts.Scope != "" || opts.Recommend || len(selectedDomains) > 0
 
@@ -178,30 +154,51 @@ func authLoginRun(opts *LoginOptions) error {
 		return errs.NewValidationError(errs.SubtypeInvalidArgument, "--exclude requires --scope, --domain, or --recommend to be specified").WithParam("--exclude")
 	}
 
-	if !hasAnyOption {
-		if !opts.JSON && f.IOStreams.IsTerminal {
-			result, err := runInteractiveLogin(f.IOStreams, lang.Base(), msg, config.Brand)
-			if err != nil {
-				return err
+	// scopeOnly is the one path that must never touch the domain catalog
+	// (remote or local): --scope given alone, with neither --domain nor
+	// --recommend. Every other path — including bare `auth login`, now that
+	// the interactive picker is gone — needs the legal domain set to resolve
+	// scopes.
+	scopeOnly := opts.Scope != "" && !opts.Recommend && len(selectedDomains) == 0
+
+	var remote map[string][]string
+	var remoteOK bool
+
+	if !scopeOnly {
+		// Pull the remote scopes.json once for this login (not cached); any
+		// read failure (network/timeout/non-2xx/malformed) silently falls back
+		// to the local full computation — no warning, no telemetry.
+		remote, remoteOK = larkauth.FetchRemoteScopes(config.Brand)
+		legalDomains, allLegalDomains := legalDomainsFor(remote, remoteOK, config.Brand)
+
+		// Expand --domain all against the resolved legal domain set.
+		for _, d := range selectedDomains {
+			if strings.EqualFold(d, "all") {
+				selectedDomains = allLegalDomains
+				break
 			}
-			if result == nil {
-				return errs.NewValidationError(errs.SubtypeInvalidArgument, "no login options selected")
+		}
+
+		if len(selectedDomains) > 0 {
+			// Validate explicitly-supplied domain names and suggest corrections.
+			for _, d := range selectedDomains {
+				if !legalDomains[d] {
+					if suggestion := suggestDomain(d, legalDomains); suggestion != "" {
+						return errs.NewValidationError(errs.SubtypeInvalidArgument, "unknown domain %q, did you mean %q?", d, suggestion).WithParam("--domain")
+					}
+					available := make([]string, 0, len(legalDomains))
+					for k := range legalDomains {
+						available = append(available, k)
+					}
+					sort.Strings(available)
+					return errs.NewValidationError(errs.SubtypeInvalidArgument, "unknown domain %q, available domains: %s", d, strings.Join(available, ", ")).WithParam("--domain")
+				}
 			}
-			selectedDomains = result.Domains
-			scopeLevel = result.ScopeLevel
 		} else {
-			log(msg.HintHeader)
-			log("Common options:")
-			log(msg.HintCommon1)
-			log(msg.HintCommon2)
-			log(msg.HintCommon3)
-			log(msg.HintCommon4)
-			log("")
-			log("View all options:")
-			log(msg.HintFooter)
-			log("")
-			log("Note: this command blocks until authorization is complete. For non-streaming agent harnesses, use --no-wait --json, send the verification URL as the final message of the turn, then run --device-code in a later step after the user confirms authorization.")
-			return errs.NewValidationError(errs.SubtypeInvalidArgument, "please specify the scopes to authorize").WithParam("--scope")
+			// Bare `auth login` and `--recommend` without `--domain` both span
+			// the full legal domain set now that the interactive picker and
+			// the local auto-approve filter are gone (--recommend ≡ --domain all).
+			selectedDomains = allLegalDomains
 		}
 	}
 
@@ -215,19 +212,8 @@ func authLoginRun(opts *LoginOptions) error {
 	// --scope, --domain, and --recommend combine additively so callers can,
 	// for example, request all `docs` scopes plus a few specific `drive`
 	// scopes in a single command.
-	if len(selectedDomains) > 0 || opts.Recommend {
-		var candidateScopes []string
-		if len(selectedDomains) > 0 {
-			candidateScopes = collectScopesForDomains(selectedDomains, "user", config.Brand)
-		} else {
-			// --recommend without --domain: all domains
-			candidateScopes = collectScopesForDomains(sortedKnownDomains(config.Brand), "user", config.Brand)
-		}
-
-		// Filter to auto-approve scopes if --recommend or interactive "common"
-		if opts.Recommend || scopeLevel == "common" {
-			candidateScopes = registry.FilterAutoApproveScopes(candidateScopes)
-		}
+	if len(selectedDomains) > 0 {
+		candidateScopes := resolveScopesForDomains(selectedDomains, remote, remoteOK, config.Brand)
 
 		if len(candidateScopes) == 0 && opts.Scope == "" {
 			return errs.NewValidationError(errs.SubtypeInvalidArgument, "no matching scopes found, check domain/scope options")
@@ -358,6 +344,7 @@ func authLoginRun(opts *LoginOptions) error {
 	}
 
 	scopeSummary := loadLoginScopeSummary(config.AppID, openId, finalScope, result.Token.Scope)
+	scopeSummary.StatusMessage = result.Token.StatusMessage
 
 	// Step 7: Store token
 	now := time.Now().UnixMilli()
@@ -441,6 +428,7 @@ func authLoginPollDeviceCode(opts *LoginOptions, config *core.CliConfig, msg *lo
 	}
 
 	scopeSummary := loadLoginScopeSummary(config.AppID, openId, requestedScope, result.Token.Scope)
+	scopeSummary.StatusMessage = result.Token.StatusMessage
 
 	// Store token
 	now := time.Now().UnixMilli()
@@ -550,6 +538,30 @@ func collectScopesForDomains(domains []string, identity string, brand core.LarkB
 	return result
 }
 
+// resolveScopesForDomains resolves the scope set for the given domains. When
+// the remote scopes.json is available it takes the union of each domain's
+// user_scopes from the remote result (remote is authoritative, including
+// domains this CLI build doesn't know about locally); otherwise it falls back
+// to the local synthesis via collectScopesForDomains. Always returns a
+// deduplicated, alphabetically sorted slice.
+func resolveScopesForDomains(domains []string, remote map[string][]string, remoteOK bool, brand core.LarkBrand) []string {
+	if remoteOK {
+		set := make(map[string]bool)
+		for _, d := range domains {
+			for _, s := range remote[d] {
+				set[s] = true
+			}
+		}
+		out := make([]string, 0, len(set))
+		for s := range set {
+			out = append(out, s)
+		}
+		sort.Strings(out)
+		return out
+	}
+	return collectScopesForDomains(domains, "user", brand)
+}
+
 // allKnownDomains returns all valid auth domain names (from_meta projects +
 // shortcut services), excluding domains that have auth_domain set (they are
 // folded into their parent domain).
@@ -582,6 +594,25 @@ func sortedKnownDomains(brand core.LarkBrand) []string {
 	return domains
 }
 
+// legalDomainsFor returns the authoritative domain set for this login: the
+// remote scopes.json keys when available (a remote-listed domain unknown to
+// this CLI build is still legal), otherwise the local known-domain set.
+// Returns both a membership set (for --domain validation) and a sorted slice
+// (for `all` expansion and the bare-login/--recommend-without-domain default).
+func legalDomainsFor(remote map[string][]string, remoteOK bool, brand core.LarkBrand) (map[string]bool, []string) {
+	if remoteOK {
+		set := make(map[string]bool, len(remote))
+		sorted := make([]string, 0, len(remote))
+		for d := range remote {
+			set[d] = true
+			sorted = append(sorted, d)
+		}
+		sort.Strings(sorted)
+		return set, sorted
+	}
+	return allKnownDomains(brand), sortedKnownDomains(brand)
+}
+
 // shortcutSupportsIdentity checks if a shortcut supports the given identity ("user" or "bot").
 // Empty AuthTypes defaults to ["user"].
 func shortcutSupportsIdentity(sc common.Shortcut, identity string) bool {
diff --git a/cmd/auth/login_interactive.go b/cmd/auth/login_interactive.go
deleted file mode 100644
index 70e01065cb..0000000000
--- a/cmd/auth/login_interactive.go
+++ /dev/null
@@ -1,188 +0,0 @@
-// Copyright (c) 2026 Lark Technologies Pte. Ltd.
-// SPDX-License-Identifier: MIT
-
-package auth
-
-import (
-	"fmt"
-	"sort"
-	"strings"
-
-	"github.com/charmbracelet/huh"
-
-	"github.com/larksuite/cli/errs"
-	"github.com/larksuite/cli/internal/cmdutil"
-	"github.com/larksuite/cli/internal/core"
-	"github.com/larksuite/cli/internal/output"
-	"github.com/larksuite/cli/internal/registry"
-	"github.com/larksuite/cli/shortcuts"
-)
-
-// domainMeta describes a domain for the interactive selector.
-type domainMeta struct {
-	Name        string
-	Title       string
-	Description string
-}
-
-// interactiveResult holds the user's selections from the interactive form.
-type interactiveResult struct {
-	Domains    []string
-	ScopeLevel string // "common" or "all"
-}
-
-// getDomainMetadata returns metadata for all known domains, sorted by name.
-func getDomainMetadata(lang string) []domainMeta {
-	seen := make(map[string]bool)
-	var domains []domainMeta
-
-	// 1. Domains from from_meta projects (skip domains with auth_domain)
-	for _, project := range registry.ListFromMetaProjects() {
-		if registry.HasAuthDomain(project) {
-			seen[project] = true
-			continue
-		}
-		dm := buildDomainMeta(project, lang)
-		domains = append(domains, dm)
-		seen[project] = true
-	}
-
-	// 2. Shortcut-only domains
-	shortcutOnlyNames := getShortcutOnlyDomainNames()
-	for _, name := range shortcutOnlyNames {
-		if !seen[name] {
-			dm := buildDomainMeta(name, lang)
-			domains = append(domains, dm)
-			seen[name] = true
-		}
-	}
-
-	// 3. Auto-discover remaining shortcut services that are listed as shortcut-only domains
-	//    (skip domains with auth_domain — they are folded into their parent)
-	shortcutOnlySet := make(map[string]bool)
-	for _, n := range shortcutOnlyNames {
-		shortcutOnlySet[n] = true
-	}
-	for _, sc := range shortcuts.AllShortcuts() {
-		if !seen[sc.Service] {
-			if shortcutOnlySet[sc.Service] && !registry.HasAuthDomain(sc.Service) {
-				dm := buildDomainMeta(sc.Service, lang)
-				domains = append(domains, dm)
-			}
-			seen[sc.Service] = true
-		}
-	}
-
-	sort.Slice(domains, func(i, j int) bool {
-		return domains[i].Name < domains[j].Name
-	})
-	return domains
-}
-
-// buildDomainMeta constructs a domainMeta for a given service name and language.
-// It reads from the service_descriptions.json config first, falling back to
-// from_meta spec fields if not found.
-func buildDomainMeta(name, lang string) domainMeta {
-	title := registry.GetServiceTitle(name, lang)
-	desc := registry.GetServiceDetailDescription(name, lang)
-	if title != "" || desc != "" {
-		return domainMeta{
-			Name:        name,
-			Title:       title,
-			Description: desc,
-		}
-	}
-	// Fallback: read from the typed service spec (legacy)
-	dm := domainMeta{Name: name}
-	if svc, ok := registry.ServiceTyped(name); ok {
-		dm.Title = svc.Title
-		dm.Description = svc.Description
-	}
-	return dm
-}
-
-// runInteractiveLogin shows an interactive TUI form for domain and permission selection.
-func runInteractiveLogin(ios *cmdutil.IOStreams, lang string, msg *loginMsg, brand core.LarkBrand) (*interactiveResult, error) {
-	allDomains := getDomainMetadata(lang)
-
-	// Build multi-select options
-	options := make([]huh.Option[string], len(allDomains))
-	for i, dm := range allDomains {
-		var label string
-		switch {
-		case dm.Title != "" && dm.Description != "":
-			label = fmt.Sprintf("%-12s %s - %s", dm.Name, dm.Title, dm.Description)
-		case dm.Title != "":
-			label = fmt.Sprintf("%-12s %s", dm.Name, dm.Title)
-		default:
-			label = fmt.Sprintf("%-12s %s", dm.Name, dm.Description)
-		}
-		options[i] = huh.NewOption(label, dm.Name)
-	}
-
-	var selectedDomains []string
-	var permLevel string
-
-	// Phase 1a: domain selection
-	// Phase 1b: permission level (shown after domain selection completes)
-	form1 := huh.NewForm(
-		huh.NewGroup(
-			huh.NewMultiSelect[string]().
-				Title(msg.SelectDomains).
-				Description(msg.DomainHint).
-				Options(options...).
-				Value(&selectedDomains).
-				Validate(func(s []string) error {
-					if len(s) == 0 {
-						return fmt.Errorf(msg.ErrNoDomain)
-					}
-					return nil
-				}),
-		),
-		huh.NewGroup(
-			huh.NewSelect[string]().
-				Title(msg.PermLevel).
-				Options(
-					huh.NewOption(msg.PermCommon, "common"),
-					huh.NewOption(msg.PermAll, "all"),
-				).
-				Value(&permLevel),
-		),
-	).WithTheme(cmdutil.ThemeFeishu())
-
-	if err := form1.Run(); err != nil {
-		if err == huh.ErrUserAborted {
-			return nil, output.ErrBare(1)
-		}
-		return nil, err
-	}
-
-	if len(selectedDomains) == 0 {
-		return nil, errs.NewValidationError(errs.SubtypeInvalidArgument, "no domains selected").WithParam("--domain")
-	}
-
-	// Compute scope summary
-	scopes := collectScopesForDomains(selectedDomains, "user", brand)
-	if permLevel == "common" {
-		scopes = registry.FilterAutoApproveScopes(scopes)
-	}
-
-	// Print summary
-	permLabel := msg.PermAllLabel
-	if permLevel == "common" {
-		permLabel = msg.PermCommonLabel
-	}
-	fmt.Fprintf(ios.ErrOut, msg.Summary)
-	fmt.Fprintf(ios.ErrOut, msg.SummaryDomains, strings.Join(selectedDomains, ", "))
-	fmt.Fprintf(ios.ErrOut, msg.SummaryPerm, permLabel)
-	scopePreview := strings.Join(scopes, ", ")
-	if len(scopePreview) > 80 {
-		scopePreview = strings.Join(scopes[:3], ", ") + ", ..."
-	}
-	fmt.Fprintf(ios.ErrOut, msg.SummaryScopes, len(scopes), scopePreview)
-
-	return &interactiveResult{
-		Domains:    selectedDomains,
-		ScopeLevel: permLevel,
-	}, nil
-}
diff --git a/cmd/auth/login_messages.go b/cmd/auth/login_messages.go
index 2dee8992f7..b0004c83dd 100644
--- a/cmd/auth/login_messages.go
+++ b/cmd/auth/login_messages.go
@@ -6,114 +6,49 @@ package auth
 import "github.com/larksuite/cli/internal/i18n"
 
 type loginMsg struct {
-	// Interactive UI (login_interactive.go)
-	SelectDomains   string
-	DomainHint      string
-	PermLevel       string
-	PermCommon      string
-	PermAll         string
-	Summary         string
-	SummaryDomains  string
-	SummaryPerm     string
-	SummaryScopes   string
-	PermAllLabel    string
-	PermCommonLabel string
-	ErrNoDomain     string
-	ConfirmAuth     string
-
 	// Non-interactive prompts (login.go)
-	OpenURL            string
-	WaitingAuth        string
-	AgentTimeoutHint   string
-	AuthSuccess        string
-	LoginSuccess       string
-	AuthorizedUser     string
-	ScopeMismatch      string
-	ScopeHint          string
-	RequestedScopes    string
-	NewlyGrantedScopes string
-	NoScopes           string
-	StatusHint         string
-
-	// Non-interactive hint (no flags)
-	HintHeader  string
-	HintCommon1 string
-	HintCommon2 string
-	HintCommon3 string
-	HintCommon4 string
-	HintFooter  string
+	OpenURL          string
+	WaitingAuth      string
+	AgentTimeoutHint string
+	AuthSuccess      string
+	LoginSuccess     string
+	ScopeMismatch    string
+	ScopeHint        string
+	GrantedScopes    string
+	NotGrantedScopes string
+	AuthDetails      string
+	ScopeSeparator   string
+	NoScopes         string
 }
 
 var loginMsgZh = &loginMsg{
-	SelectDomains:   "选择要授权的业务域",
-	DomainHint:      "空格=选择, 回车=确认",
-	PermLevel:       "权限类型",
-	PermCommon:      "常用权限",
-	PermAll:         "全部权限",
-	Summary:         "\n摘要:\n",
-	SummaryDomains:  "  域:       %s\n",
-	SummaryPerm:     "  权限:     %s\n",
-	SummaryScopes:   "  Scopes (%d): %s\n\n",
-	PermAllLabel:    "全部权限",
-	PermCommonLabel: "常用权限",
-	ErrNoDomain:     "请至少选择一个业务域",
-	ConfirmAuth:     "确认授权?",
-
-	OpenURL:            "在浏览器中打开以下链接进行认证:\n\n",
-	WaitingAuth:        "等待用户授权...",
-	AgentTimeoutHint:   "[AI agent] 此命令最长阻塞约 10 分钟，等待用户在浏览器内完成授权。请确保 runner 的 timeout >= 600s。若你的 harness 或 agent 工具只会把最终回复发给用户，请改用 \"lark-cli auth login --no-wait --json\" 拿到 device_code 和 verification_url，把 verification_url 作为本轮最终消息发给用户并结束本轮；等用户回复已完成授权后，再在后续步骤运行 \"lark-cli auth login --device-code <code>\" 续上轮询。**不要在同一轮里展示 URL 后立刻阻塞执行 --device-code**，也不要短 timeout 反复重试；每次重启会作废上一轮的 device code，导致用户授权链接失效。**必须生成二维码并展示**: 你必须调用 lark-cli auth qrcode 将 verification_url 转为二维码，这是必须步骤，不要跳过。优先生成 PNG 二维码（--output）；仅当用户明确要求时才使用 ASCII（--ascii）。**关键：生成后必须在回复中展示图片**，仅生成文件不算完成，须用 image 标签或内联图片等方式将图片包含在回复中。**展示顺序**: 先输出 URL，再将二维码图片置于 URL 下方完整展示。**URL 输出规则**: 将 verification_url 视为不可修改的 opaque string，不要做任何修改（包括 URL 编码/解码、添加空格或标点）。",
-	AuthSuccess:        "已收到授权确认，正在获取用户信息并校验授权结果...",
-	LoginSuccess:       "授权成功! 用户: %s (%s)",
-	AuthorizedUser:     "当前授权账号: %s (%s)",
-	ScopeMismatch:      "授权结果异常: 以下请求 scopes 未被授予: %s",
-	ScopeHint:          "以上结果是本次授权请求用户最终确认后的结果，请勿持续重试；Scopes 未授予的原因是多样的，如 scope 被禁用；具体原因已通过授权页提示用户。可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
-	RequestedScopes:    "  本次请求 scopes: %s\n",
-	NewlyGrantedScopes: "  本次新授予 scopes: %s\n",
-	NoScopes:           "（空）",
-	StatusHint:         "可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
-
-	HintHeader:  "请指定要授权的权限:\n",
-	HintCommon1: "  --recommend                     授权推荐权限",
-	HintCommon2: "  --domain all                    授权所有已知域的权限",
-	HintCommon3: "  --domain calendar,task          授权日历和任务域的权限",
-	HintCommon4: "  --domain calendar --recommend   授权日历域的推荐权限",
-	HintFooter:  "  lark-cli auth login --help",
+	OpenURL:          "在浏览器中打开以下链接进行认证:\n\n",
+	WaitingAuth:      "等待用户授权...",
+	AgentTimeoutHint: "[AI agent] 此命令最长阻塞约 10 分钟，等待用户在浏览器内完成授权。请确保 runner 的 timeout >= 600s。若你的 harness 或 agent 工具只会把最终回复发给用户，请改用 \"lark-cli auth login --no-wait --json\" 拿到 device_code 和 verification_url，把 verification_url 作为本轮最终消息发给用户并结束本轮；等用户回复已完成授权后，再在后续步骤运行 \"lark-cli auth login --device-code <code>\" 续上轮询。**不要在同一轮里展示 URL 后立刻阻塞执行 --device-code**，也不要短 timeout 反复重试；每次重启会作废上一轮的 device code，导致用户授权链接失效。**必须生成二维码并展示**: 你必须调用 lark-cli auth qrcode 将 verification_url 转为二维码，这是必须步骤，不要跳过。优先生成 PNG 二维码（--output）；仅当用户明确要求时才使用 ASCII（--ascii）。**关键：生成后必须在回复中展示图片**，仅生成文件不算完成，须用 image 标签或内联图片等方式将图片包含在回复中。**展示顺序**: 先输出 URL，再将二维码图片置于 URL 下方完整展示。**URL 输出规则**: 将 verification_url 视为不可修改的 opaque string，不要做任何修改（包括 URL 编码/解码、添加空格或标点）。",
+	AuthSuccess:      "已收到授权确认，正在获取用户信息并校验授权结果...",
+	LoginSuccess:     "登录成功! 用户: %s (%s)",
+	ScopeMismatch:    "授权结果异常: 以下请求 scopes 未被授予: %s",
+	ScopeHint:        "以上结果是本次授权请求用户最终确认后的结果，请勿持续重试；Scopes 未授予的原因是多样的，如 scope 被禁用；具体原因已通过授权页提示用户。可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
+	GrantedScopes:    "本次已成功授权：",
+	NotGrantedScopes: "以下是本次未授予的权限：",
+	AuthDetails:      "本次授权结果详情：",
+	ScopeSeparator:   "、",
+	NoScopes:         "（空）",
 }
 
 var loginMsgEn = &loginMsg{
-	SelectDomains:   "Select domains to authorize",
-	DomainHint:      "Space=toggle, Enter=confirm",
-	PermLevel:       "Permission level",
-	PermCommon:      "Common scopes",
-	PermAll:         "All scopes",
-	Summary:         "\nSummary:\n",
-	SummaryDomains:  "  Domains:  %s\n",
-	SummaryPerm:     "  Level:    %s\n",
-	SummaryScopes:   "  Scopes (%d): %s\n\n",
-	PermAllLabel:    "All scopes",
-	PermCommonLabel: "Common scopes",
-	ErrNoDomain:     "please select at least one domain",
-	ConfirmAuth:     "Confirm authorization?",
-
-	OpenURL:            "Open this URL in your browser to authenticate:\n\n",
-	WaitingAuth:        "Waiting for user authorization...",
-	AgentTimeoutHint:   "[AI agent] This command blocks for up to ~10 minutes while waiting for the user to authorize in their browser. Make sure your runner's timeout is >= 600s. If your harness or agent tool only delivers final turn messages, use \"lark-cli auth login --no-wait --json\" to get device_code and verification_url, present verification_url to the user exactly as the final message of this turn, then end the turn; after the user replies that they authorized, run \"lark-cli auth login --device-code <code>\" in a later step to resume polling. **Do NOT show the URL and then immediately block on --device-code in the same turn**, and do not retry with a short timeout; each restart invalidates the previous device code and makes the earlier authorization URL useless.**MUST generate QR code AND display it:** You MUST call lark-cli auth qrcode to convert verification_url into a QR code. This is a required step, do NOT skip it. Prefer PNG QR code (--output); use ASCII (--ascii) only when the user explicitly requests it.**CRITICAL: You MUST include the QR image in your response.** Generating the file alone is NOT enough—use image tags, inline images, or file attachments to display it.**Display order:** Output the URL first, then place the QR code image below the URL.**URL Output Rules:** Treat verification_url as an opaque string that cannot be modified. Do NOT URL-encode/decode or add spaces/punctuation.",
-	AuthSuccess:        "Authorization confirmed, fetching user info and validating granted scopes...",
-	LoginSuccess:       "Authorization successful! User: %s (%s)",
-	AuthorizedUser:     "Authorized account: %s (%s)",
-	ScopeMismatch:      "authorization result is abnormal: these requested scopes were not granted: %s",
-	ScopeHint:          "The result above is the user's final confirmation for this authorization request. Do not retry continuously. Scopes may be not granted for various reasons, such as a scope being disabled. The specific reason has already been shown to the user on the authorization page. Run `lark-cli auth status` to inspect all scopes currently granted to the account.",
-	RequestedScopes:    "  Requested scopes: %s\n",
-	NewlyGrantedScopes: "  Newly granted scopes: %s\n",
-	NoScopes:           "(none)",
-	StatusHint:         "Run `lark-cli auth status` to inspect all scopes currently granted to the account.",
-
-	HintHeader:  "Please specify the scopes to authorize:\n",
-	HintCommon1: "  --recommend                     authorize recommended scopes",
-	HintCommon2: "  --domain all                    authorize all known domain scopes",
-	HintCommon3: "  --domain calendar,task          authorize calendar and task scopes",
-	HintCommon4: "  --domain calendar --recommend   authorize calendar recommended scopes",
-	HintFooter:  "  lark-cli auth login --help",
+	OpenURL:          "Open this URL in your browser to authenticate:\n\n",
+	WaitingAuth:      "Waiting for user authorization...",
+	AgentTimeoutHint: "[AI agent] This command blocks for up to ~10 minutes while waiting for the user to authorize in their browser. Make sure your runner's timeout is >= 600s. If your harness or agent tool only delivers final turn messages, use \"lark-cli auth login --no-wait --json\" to get device_code and verification_url, present verification_url to the user exactly as the final message of this turn, then end the turn; after the user replies that they authorized, run \"lark-cli auth login --device-code <code>\" in a later step to resume polling. **Do NOT show the URL and then immediately block on --device-code in the same turn**, and do not retry with a short timeout; each restart invalidates the previous device code and makes the earlier authorization URL useless.**MUST generate QR code AND display it:** You MUST call lark-cli auth qrcode to convert verification_url into a QR code. This is a required step, do NOT skip it. Prefer PNG QR code (--output); use ASCII (--ascii) only when the user explicitly requests it.**CRITICAL: You MUST include the QR image in your response.** Generating the file alone is NOT enough—use image tags, inline images, or file attachments to display it.**Display order:** Output the URL first, then place the QR code image below the URL.**URL Output Rules:** Treat verification_url as an opaque string that cannot be modified. Do NOT URL-encode/decode or add spaces/punctuation.",
+	AuthSuccess:      "Authorization confirmed, fetching user info and validating granted scopes...",
+	LoginSuccess:     "Authorization successful! User: %s (%s)",
+	ScopeMismatch:    "authorization result is abnormal: these requested scopes were not granted: %s",
+	ScopeHint:        "The result above is the user's final confirmation for this authorization request. Do not retry continuously. Scopes may be not granted for various reasons, such as a scope being disabled. The specific reason has already been shown to the user on the authorization page. Run `lark-cli auth status` to inspect all scopes currently granted to the account.",
+	GrantedScopes:    "- Successfully authorized in this request:",
+	NotGrantedScopes: "- Scopes not granted in this request:",
+	AuthDetails:      "- Authorization details:",
+	ScopeSeparator:   ", ",
+	NoScopes:         "(none)",
 }
 
 // getLoginMsg returns the login message bundle for the given language.
@@ -123,10 +58,3 @@ func getLoginMsg(lang i18n.Lang) *loginMsg {
 	}
 	return loginMsgZh
 }
-
-// getShortcutOnlyDomainNames returns domain names that exist only as shortcuts
-// (not backed by from_meta service specs). Descriptions are now centralized in
-// service_descriptions.json.
-func getShortcutOnlyDomainNames() []string {
-	return []string{"application", "base", "contact", "docs", "markdown", "apps", "note"}
-}
diff --git a/cmd/auth/login_messages_test.go b/cmd/auth/login_messages_test.go
index a5c7f936ca..45b121b424 100644
--- a/cmd/auth/login_messages_test.go
+++ b/cmd/auth/login_messages_test.go
@@ -17,8 +17,11 @@ func TestGetLoginMsg_Zh(t *testing.T) {
 	if msg != loginMsgZh {
 		t.Error("expected zh message set")
 	}
-	if msg.SelectDomains != "选择要授权的业务域" {
-		t.Errorf("unexpected SelectDomains: %s", msg.SelectDomains)
+	if msg.OpenURL != "在浏览器中打开以下链接进行认证:\n\n" {
+		t.Errorf("unexpected OpenURL: %s", msg.OpenURL)
+	}
+	if msg.LoginSuccess != "登录成功! 用户: %s (%s)" {
+		t.Errorf("unexpected LoginSuccess: %s", msg.LoginSuccess)
 	}
 }
 
@@ -27,8 +30,8 @@ func TestGetLoginMsg_En(t *testing.T) {
 	if msg != loginMsgEn {
 		t.Error("expected en message set")
 	}
-	if msg.SelectDomains != "Select domains to authorize" {
-		t.Errorf("unexpected SelectDomains: %s", msg.SelectDomains)
+	if msg.OpenURL != "Open this URL in your browser to authenticate:\n\n" {
+		t.Errorf("unexpected OpenURL: %s", msg.OpenURL)
 	}
 }
 
@@ -72,29 +75,6 @@ func TestLoginMsg_FormatStrings(t *testing.T) {
 			t.Errorf("%s LoginSuccess has no format verb", lang)
 		}
 
-		// AuthorizedUser should contain two %s placeholders (userName, openId)
-		got = fmt.Sprintf(msg.AuthorizedUser, "testuser", "ou_123")
-		if got == msg.AuthorizedUser {
-			t.Errorf("%s AuthorizedUser has no format verb", lang)
-		}
-
-		// SummaryDomains should contain %s
-		got = fmt.Sprintf(msg.SummaryDomains, "calendar, task")
-		if got == msg.SummaryDomains {
-			t.Errorf("%s SummaryDomains has no format verb", lang)
-		}
-
-		// SummaryPerm should contain %s
-		got = fmt.Sprintf(msg.SummaryPerm, "all")
-		if got == msg.SummaryPerm {
-			t.Errorf("%s SummaryPerm has no format verb", lang)
-		}
-
-		// SummaryScopes should contain %d and %s
-		got = fmt.Sprintf(msg.SummaryScopes, 5, "a, b, c")
-		if got == msg.SummaryScopes {
-			t.Errorf("%s SummaryScopes has no format verb", lang)
-		}
 	}
 }
 
diff --git a/cmd/auth/login_result.go b/cmd/auth/login_result.go
index 84eccc97d0..860be5fe4d 100644
--- a/cmd/auth/login_result.go
+++ b/cmd/auth/login_result.go
@@ -20,6 +20,7 @@ type loginScopeSummary struct {
 	AlreadyGranted []string
 	Granted        []string
 	Missing        []string
+	StatusMessage  string
 }
 
 type loginScopeIssue struct {
@@ -114,11 +115,27 @@ func uniqueScopeList(scope string) []string {
 
 // formatScopeList joins scopes for display and falls back to the provided empty
 // label when the input slice is empty.
-func formatScopeList(scopes []string, empty string) string {
+func formatScopeList(scopes []string, empty, separator string) string {
 	if len(scopes) == 0 {
 		return empty
 	}
-	return strings.Join(scopes, " ")
+	return strings.Join(scopes, separator)
+}
+
+// grantedRequestedScopes returns requested scopes that are not in the missing
+// set, preserving the order of the authorization request.
+func grantedRequestedScopes(summary *loginScopeSummary) []string {
+	missing := make(map[string]bool, len(summary.Missing))
+	for _, scope := range summary.Missing {
+		missing[scope] = true
+	}
+	granted := make([]string, 0, len(summary.Requested))
+	for _, scope := range summary.Requested {
+		if !missing[scope] {
+			granted = append(granted, scope)
+		}
+	}
+	return granted
 }
 
 // emptyIfNil normalizes nil slices to empty slices for stable JSON output.
@@ -129,14 +146,47 @@ func emptyIfNil(s []string) []string {
 	return s
 }
 
-// writeLoginScopeBreakdown renders the requested/newly granted scope
-// breakdown to stderr.
+// writeLoginScopeBreakdown renders the compact granted/not-granted result.
 func writeLoginScopeBreakdown(errOut *cmdutil.IOStreams, msg *loginMsg, summary *loginScopeSummary) {
 	if summary == nil {
 		summary = &loginScopeSummary{}
 	}
-	fmt.Fprintf(errOut.ErrOut, msg.RequestedScopes, formatScopeList(summary.Requested, msg.NoScopes))
-	fmt.Fprintf(errOut.ErrOut, msg.NewlyGrantedScopes, formatScopeList(summary.NewlyGranted, msg.NoScopes))
+	fmt.Fprintln(errOut.ErrOut)
+	fmt.Fprintln(errOut.ErrOut, msg.GrantedScopes)
+	fmt.Fprintf(errOut.ErrOut, "  %s\n", formatScopeList(grantedRequestedScopes(summary), msg.NoScopes, msg.ScopeSeparator))
+	if summary.StatusMessage != "" {
+		fmt.Fprintln(errOut.ErrOut)
+		heading := msg.NotGrantedScopes
+		if len(summary.Missing) == 0 {
+			heading = msg.AuthDetails
+		}
+		fmt.Fprintln(errOut.ErrOut, heading)
+		writeLoginStatusMessage(errOut, summary.StatusMessage)
+		return
+	}
+	if len(summary.Missing) == 0 {
+		return
+	}
+	fmt.Fprintln(errOut.ErrOut)
+	fmt.Fprintln(errOut.ErrOut, msg.NotGrantedScopes)
+	fmt.Fprintf(errOut.ErrOut, "  %s\n", formatScopeList(summary.Missing, msg.NoScopes, msg.ScopeSeparator))
+}
+
+// writeLoginStatusMessage appends the server-rendered authorization result
+// without interpreting or rewriting its contents.
+func writeLoginStatusMessage(errOut *cmdutil.IOStreams, statusMessage string) {
+	if statusMessage == "" {
+		return
+	}
+	for _, line := range strings.SplitAfter(statusMessage, "\n") {
+		if line == "" {
+			continue
+		}
+		fmt.Fprint(errOut.ErrOut, "  ", line)
+	}
+	if !strings.HasSuffix(statusMessage, "\n") {
+		fmt.Fprintln(errOut.ErrOut)
+	}
 }
 
 // writeLoginSuccess emits the successful login payload in either JSON or text
@@ -154,9 +204,6 @@ func writeLoginSuccess(opts *LoginOptions, msg *loginMsg, f *cmdutil.Factory, op
 	fmt.Fprintln(f.IOStreams.ErrOut)
 	output.PrintSuccess(f.IOStreams.ErrOut, fmt.Sprintf(msg.LoginSuccess, userName, openId))
 	writeLoginScopeBreakdown(f.IOStreams, msg, summary)
-	if len(summary.Missing) == 0 && msg.StatusHint != "" {
-		fmt.Fprintln(f.IOStreams.ErrOut, msg.StatusHint)
-	}
 }
 
 // handleLoginScopeIssue prints or returns a structured missing-scope result
@@ -182,15 +229,12 @@ func handleLoginScopeIssue(opts *LoginOptions, msg *loginMsg, f *cmdutil.Factory
 
 	fmt.Fprintln(f.IOStreams.ErrOut)
 	if loginSucceeded {
-		fmt.Fprintln(f.IOStreams.ErrOut, issue.Message)
-		if msg.AuthorizedUser != "" {
-			fmt.Fprintf(f.IOStreams.ErrOut, "%s\n", fmt.Sprintf(msg.AuthorizedUser, userName, openId))
-		}
+		output.PrintSuccess(f.IOStreams.ErrOut, fmt.Sprintf(msg.LoginSuccess, userName, openId))
 	} else {
 		fmt.Fprintln(f.IOStreams.ErrOut, issue.Message)
 	}
 	writeLoginScopeBreakdown(f.IOStreams, msg, issue.Summary)
-	if issue.Hint != "" {
+	if !loginSucceeded && issue.Hint != "" {
 		fmt.Fprintln(f.IOStreams.ErrOut, issue.Hint)
 	}
 	return output.ErrBare(output.ExitAuth)
@@ -214,10 +258,13 @@ func authorizationCompletePayload(openId, userName string, summary *loginScopeSu
 		"granted":         emptyIfNil(summary.Granted),
 	}
 	if issue != nil {
+		hint := summary.StatusMessage
+		if hint == "" {
+			hint = issue.Message
+		}
 		payload["warning"] = map[string]interface{}{
-			"type":    "missing_scope",
-			"message": issue.Message,
-			"hint":    issue.Hint,
+			"type": "missing_scope",
+			"hint": hint,
 		}
 	}
 	return payload
diff --git a/cmd/auth/login_test.go b/cmd/auth/login_test.go
index f2aa3389a9..1cc44a7131 100644
--- a/cmd/auth/login_test.go
+++ b/cmd/auth/login_test.go
@@ -9,7 +9,7 @@ import (
 	"errors"
 	"io"
 	"net/http"
-	"slices"
+	"reflect"
 	"sort"
 	"strings"
 	"testing"
@@ -202,25 +202,6 @@ func TestSortedKnownDomains(t *testing.T) {
 	}
 }
 
-func TestGetShortcutOnlyDomainNames_HaveDescriptions(t *testing.T) {
-	for _, name := range getShortcutOnlyDomainNames() {
-		zhDesc := registry.GetServiceDescription(name, "zh")
-		enDesc := registry.GetServiceDescription(name, "en")
-		if zhDesc == "" {
-			t.Errorf("missing zh description for shortcut-only domain %q", name)
-		}
-		if enDesc == "" {
-			t.Errorf("missing en description for shortcut-only domain %q", name)
-		}
-	}
-}
-
-func TestGetShortcutOnlyDomainNames_IncludesNote(t *testing.T) {
-	if !slices.Contains(getShortcutOnlyDomainNames(), "note") {
-		t.Fatal("shortcut-only domains must include note so auth login can select vc:note:read")
-	}
-}
-
 func TestCollectScopesForDomains(t *testing.T) {
 	projects := registry.ListFromMetaProjects()
 	if len(projects) == 0 {
@@ -260,75 +241,82 @@ func TestCollectScopesForDomains_NonexistentDomain(t *testing.T) {
 	}
 }
 
-func TestGetDomainMetadata_IncludesFromMeta(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	nameSet := make(map[string]bool)
-	for _, dm := range domains {
-		nameSet[dm.Name] = true
+func TestResolveScopesForDomains_RemoteUsed(t *testing.T) {
+	remote := map[string][]string{
+		"im":   {"im:message:send", "im:chat:read"},
+		"docs": {"docs:doc:read"},
 	}
-
-	// from_meta projects must be present
-	for _, p := range registry.ListFromMetaProjects() {
-		if !nameSet[p] {
-			t.Errorf("from_meta project %q missing from getDomainMetadata", p)
-		}
+	got := resolveScopesForDomains([]string{"im"}, remote, true, core.BrandFeishu)
+	want := []string{"im:chat:read", "im:message:send"} // deduped, ascending by sort.Strings
+	if !reflect.DeepEqual(got, want) {
+		t.Fatalf("got %v, want %v", got, want)
 	}
 }
 
-func TestGetDomainMetadata_IncludesShortcutOnlyDomains(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	nameSet := make(map[string]bool)
-	for _, dm := range domains {
-		nameSet[dm.Name] = true
+func TestResolveScopesForDomains_UnionAcrossDomains(t *testing.T) {
+	remote := map[string][]string{
+		"im":   {"im:message:send"},
+		"docs": {"docs:doc:read"},
 	}
-
-	for _, name := range getShortcutOnlyDomainNames() {
-		if !nameSet[name] {
-			t.Errorf("shortcut-only domain %q missing from getDomainMetadata", name)
-		}
+	got := resolveScopesForDomains([]string{"im", "docs"}, remote, true, core.BrandFeishu)
+	want := []string{"docs:doc:read", "im:message:send"}
+	if !reflect.DeepEqual(got, want) {
+		t.Fatalf("got %v, want %v", got, want)
 	}
 }
 
-func TestGetDomainMetadata_Sorted(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	for i := 1; i < len(domains); i++ {
-		if domains[i].Name < domains[i-1].Name {
-			t.Errorf("not sorted: %q before %q", domains[i-1].Name, domains[i].Name)
-		}
+func TestResolveScopesForDomains_FallbackToLocal(t *testing.T) {
+	// remoteOK=false -> falls back to local collectScopesForDomains; im must yield non-empty local scopes
+	got := resolveScopesForDomains([]string{"im"}, nil, false, core.BrandFeishu)
+	if len(got) == 0 {
+		t.Fatal("fallback should return non-empty local scopes for im")
 	}
 }
 
-func TestGetDomainMetadata_HasTitleAndDescription(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	for _, dm := range domains {
-		if dm.Title == "" {
-			t.Errorf("domain %q has empty Title", dm.Name)
+func TestLegalDomainsFor_RemoteUsed(t *testing.T) {
+	// includes "newbiz", a domain unknown to this CLI build, verifying a remote-listed domain is still legal
+	remote := map[string][]string{
+		"im":     {"im:message:send"},
+		"docs":   {"docs:doc:read"},
+		"newbiz": {"newbiz:thing:read"},
+	}
+	set, sorted := legalDomainsFor(remote, true, core.BrandFeishu)
+	wantSorted := []string{"docs", "im", "newbiz"} // remote keys, ascending by sort.Strings
+	if !reflect.DeepEqual(sorted, wantSorted) {
+		t.Fatalf("sorted = %v, want %v", sorted, wantSorted)
+	}
+	if len(set) != len(wantSorted) {
+		t.Fatalf("set size = %d, want %d", len(set), len(wantSorted))
+	}
+	for _, d := range wantSorted {
+		if !set[d] {
+			t.Errorf("set missing domain %q", d)
 		}
 	}
+	if !set["newbiz"] {
+		t.Error("remote-listed domain unknown to this build should still be legal")
+	}
 }
 
-func TestAuthLoginRun_NonTerminal_NoFlags_RejectsWithHint(t *testing.T) {
-	f, _, stderr, _ := cmdutil.TestFactory(t, &core.CliConfig{
-		AppID: "cli_test", AppSecret: "secret", Brand: core.BrandFeishu,
-	})
-	// TestFactory has IsTerminal=false by default
-	opts := &LoginOptions{Factory: f, Ctx: context.Background()}
-	err := authLoginRun(opts)
-	if err == nil {
-		t.Fatal("expected error for non-terminal without flags")
+func TestLegalDomainsFor_FallbackToLocal(t *testing.T) {
+	// remoteOK=false -> falls back to local allKnownDomains/sortedKnownDomains
+	set, sorted := legalDomainsFor(nil, false, core.BrandFeishu)
+	if len(sorted) == 0 {
+		t.Fatal("fallback should return non-empty local domain slice")
 	}
-	// Should mention specifying scopes
-	msg := err.Error()
-	if !strings.Contains(msg, "scopes") {
-		t.Errorf("expected error to mention scopes, got: %s", msg)
+	// set and sorted are two views of the same local domain set and must correspond
+	if len(set) != len(sorted) {
+		t.Fatalf("set size %d != sorted size %d", len(set), len(sorted))
 	}
-	// Stderr should explain the split-flow path for non-streaming agents.
-	stderrStr := stderr.String()
-	for _, want := range []string{"--no-wait --json", "final message of the turn", "--device-code"} {
-		if !strings.Contains(stderrStr, want) {
-			t.Errorf("expected stderr to mention %q, got: %s", want, stderrStr)
+	for _, d := range sorted {
+		if !set[d] {
+			t.Errorf("set missing local domain %q", d)
 		}
 	}
+	// fallback adopts the local sort order directly, which must equal sortedKnownDomains
+	if want := sortedKnownDomains(core.BrandFeishu); !reflect.DeepEqual(sorted, want) {
+		t.Fatalf("sorted = %v, want sortedKnownDomains %v", sorted, want)
+	}
 }
 
 func TestEnsureRequestedScopesGranted(t *testing.T) {
@@ -371,12 +359,15 @@ func TestBuildLoginScopeSummary(t *testing.T) {
 func TestWriteLoginSuccess_JSONIncludesScopeDiff(t *testing.T) {
 	f, stdout, _, _ := cmdutil.TestFactory(t, nil)
 
-	writeLoginSuccess(&LoginOptions{JSON: true}, getLoginMsg("en"), f, "ou_user", "tester", &loginScopeSummary{
+	summary := &loginScopeSummary{
 		Requested:      []string{"im:message:send", "im:message:reply"},
 		NewlyGranted:   []string{"im:message:send"},
 		AlreadyGranted: []string{"im:message:reply"},
 		Granted:        []string{"im:message:send", "im:message:reply"},
-	})
+		StatusMessage: "[用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+			"应用身份\n[待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message",
+	}
+	writeLoginSuccess(&LoginOptions{JSON: true}, getLoginMsg("en"), f, "ou_user", "tester", summary)
 
 	var data map[string]interface{}
 	if err := json.Unmarshal(stdout.Bytes(), &data); err != nil {
@@ -394,19 +385,25 @@ func TestWriteLoginSuccess_JSONIncludesScopeDiff(t *testing.T) {
 	if len(data["already_granted"].([]interface{})) != 1 {
 		t.Fatalf("already_granted = %#v", data["already_granted"])
 	}
+	if _, ok := data["status_message"]; ok {
+		t.Fatalf("status_message should not be exposed at the top level: %#v", data)
+	}
 }
 
 func TestHandleLoginScopeIssue_NonJSONAlignsWithLoginSuccess(t *testing.T) {
 	f, _, stderr, _ := cmdutil.TestFactory(t, nil)
-	err := handleLoginScopeIssue(&LoginOptions{}, getLoginMsg("zh"), f, &loginScopeIssue{
+	issue := &loginScopeIssue{
 		Message: "授权结果异常: 以下请求 scopes 未被授予: im:message:send",
 		Hint:    "以上结果是本次授权请求用户最终确认后的结果，请勿持续重试；Scopes 未授予的原因是多样的，如 scope 被禁用；具体原因已通过授权页提示用户。可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
 		Summary: &loginScopeSummary{
-			Requested: []string{"im:message:send"},
+			Requested: []string{"im:message:send", "im:message:reply"},
 			Missing:   []string{"im:message:send"},
-			Granted:   []string{"base:app:copy"},
+			Granted:   []string{"im:message:reply", "base:app:copy"},
+			StatusMessage: "[用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+				"应用身份\n[待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message",
 		},
-	}, "ou_user", "tester")
+	}
+	err := handleLoginScopeIssue(&LoginOptions{}, getLoginMsg("zh"), f, issue, "ou_user", "tester")
 	if err == nil {
 		t.Fatal("expected error, got nil")
 	}
@@ -415,40 +412,53 @@ func TestHandleLoginScopeIssue_NonJSONAlignsWithLoginSuccess(t *testing.T) {
 	}
 	got := stderr.String()
 	for _, want := range []string{
-		"授权结果异常: 以下请求 scopes 未被授予: im:message:send",
-		"当前授权账号: tester (ou_user)",
-		"本次请求 scopes: im:message:send",
-		"本次新授予 scopes: （空）",
-		"以上结果是本次授权请求用户最终确认后的结果，请勿持续重试",
-		"scope 被禁用",
-		"lark-cli auth status",
+		"OK: 登录成功! 用户: tester (ou_user)",
+		"OK: 登录成功! 用户: tester (ou_user)\n\n" +
+			"本次已成功授权：\n" +
+			"  im:message:reply\n\n" +
+			"以下是本次未授予的权限：\n" +
+			"  [用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+			"  应用身份\n" +
+			"  [待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message",
 	} {
 		if !strings.Contains(got, want) {
 			t.Fatalf("stderr missing %q, got:\n%s", want, got)
 		}
 	}
-	if strings.Contains(got, "最终已授权 scopes:") {
-		t.Fatalf("stderr should not contain final granted scopes, got:\n%s", got)
+	successPos := strings.Index(got, "OK: 登录成功! 用户: tester (ou_user)")
+	scopePos := strings.Index(got, "本次已成功授权：\n  im:message:reply")
+	missingPos := strings.Index(got, "以下是本次未授予的权限：")
+	statusPos := strings.Index(got, "  [用户跳过，可重试]")
+	if successPos < 0 || scopePos <= successPos || missingPos <= scopePos || statusPos <= missingPos {
+		t.Fatalf("login result placement is wrong, got:\n%s", got)
 	}
-	if strings.Contains(got, "授权成功") {
-		t.Fatalf("stderr should not contain success wording, got:\n%s", got)
-	}
-	if strings.Contains(got, "本次未授予 scopes:") {
-		t.Fatalf("stderr should not duplicate missing scopes, got:\n%s", got)
+	for _, unwanted := range []string{
+		issue.Message,
+		"本次请求 scopes:",
+		"本次新授予 scopes:",
+		issue.Hint,
+		"当前授权账号:",
+	} {
+		if strings.Contains(got, unwanted) {
+			t.Fatalf("stderr should not contain %q, got:\n%s", unwanted, got)
+		}
 	}
 }
 
 func TestHandleLoginScopeIssue_JSONAlignsWithLoginSuccess(t *testing.T) {
 	f, stdout, _, _ := cmdutil.TestFactory(t, nil)
-	err := handleLoginScopeIssue(&LoginOptions{JSON: true}, getLoginMsg("en"), f, &loginScopeIssue{
+	issue := &loginScopeIssue{
 		Message: "authorization result is abnormal: these requested scopes were not granted: im:message:send",
 		Hint:    "Granted scopes: base:app:copy. Check app scopes.",
 		Summary: &loginScopeSummary{
 			Requested: []string{"im:message:send"},
 			Missing:   []string{"im:message:send"},
 			Granted:   []string{"base:app:copy"},
+			StatusMessage: "[用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+				"应用身份\n[待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message",
 		},
-	}, "ou_user", "tester")
+	}
+	err := handleLoginScopeIssue(&LoginOptions{JSON: true}, getLoginMsg("en"), f, issue, "ou_user", "tester")
 	if err == nil {
 		t.Fatal("expected error, got nil")
 	}
@@ -473,6 +483,36 @@ func TestHandleLoginScopeIssue_JSONAlignsWithLoginSuccess(t *testing.T) {
 	if warning["type"] != "missing_scope" {
 		t.Fatalf("warning.type = %v", warning["type"])
 	}
+	if _, ok := warning["message"]; ok {
+		t.Fatalf("warning.message should not be exposed: %#v", warning)
+	}
+	if warning["hint"] != issue.Summary.StatusMessage {
+		t.Fatalf("warning.hint = %v, want %q", warning["hint"], issue.Summary.StatusMessage)
+	}
+	if _, ok := data["status_message"]; ok {
+		t.Fatalf("status_message should not be exposed at the top level: %#v", data)
+	}
+}
+
+func TestAuthorizationCompletePayload_EmptyStatusMessageFallsBackToIssueMessage(t *testing.T) {
+	issue := &loginScopeIssue{
+		Message: "authorization result is abnormal: these requested scopes were not granted: im:message:send",
+		Summary: &loginScopeSummary{
+			Missing: []string{"im:message:send"},
+		},
+	}
+
+	payload := authorizationCompletePayload("ou_user", "tester", issue.Summary, issue)
+	warning, ok := payload["warning"].(map[string]interface{})
+	if !ok {
+		t.Fatalf("warning = %#v", payload["warning"])
+	}
+	if warning["hint"] != issue.Message {
+		t.Fatalf("warning.hint = %v, want %q", warning["hint"], issue.Message)
+	}
+	if _, ok := warning["message"]; ok {
+		t.Fatalf("warning.message should not be exposed: %#v", warning)
+	}
 }
 
 func TestWriteLoginSuccess_JSONEmptySlicesNotNull(t *testing.T) {
@@ -495,6 +535,63 @@ func TestWriteLoginSuccess_JSONEmptySlicesNotNull(t *testing.T) {
 			t.Fatalf("%s = %#v, want JSON array", k, v)
 		}
 	}
+	if _, ok := data["status_message"]; ok {
+		t.Fatalf("status_message should not be exposed at the top level: %#v", data)
+	}
+}
+
+func TestWriteLoginSuccess_TextStatusMessageWithoutMissingScopesUsesDetailsHeading(t *testing.T) {
+	f, _, stderr, _ := cmdutil.TestFactory(t, nil)
+	statusMessage := "[用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+		"应用身份\n[待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message"
+
+	writeLoginSuccess(&LoginOptions{}, getLoginMsg("zh"), f, "ou_user", "tester", &loginScopeSummary{
+		Requested:     []string{"im:message:send"},
+		NewlyGranted:  []string{"im:message:send"},
+		Granted:       []string{"im:message:send"},
+		StatusMessage: statusMessage,
+	})
+
+	got := stderr.String()
+	wantBlock := "本次已成功授权：\n" +
+		"  im:message:send\n\n" +
+		"本次授权结果详情：\n" +
+		"  [用户跳过，可重试] 用户未勾选：calendar:calendar:update\n" +
+		"  应用身份\n" +
+		"  [待审核，通过后自动生效] 以下权限正在等待管理员审核：im:message"
+	if !strings.Contains(got, wantBlock) {
+		t.Fatalf("stderr missing formatted authorization block %q, got:\n%s", wantBlock, got)
+	}
+	scopePos := strings.Index(got, "本次已成功授权：\n  im:message:send")
+	detailsPos := strings.Index(got, "本次授权结果详情：")
+	statusPos := strings.Index(got, "  [用户跳过，可重试]")
+	if scopePos < 0 || detailsPos <= scopePos || statusPos <= detailsPos {
+		t.Fatalf("status_message placement is wrong, got:\n%s", got)
+	}
+	if strings.Contains(got, "以下是本次未授予的权限：") {
+		t.Fatalf("stderr should not label status_message as not granted when no scopes are missing, got:\n%s", got)
+	}
+	if strings.Contains(got, "可执行 `lark-cli auth status`") {
+		t.Fatalf("stderr should not contain the hidden status hint, got:\n%s", got)
+	}
+}
+
+func TestWriteLoginSuccess_TextStatusMessageWithoutMissingScopesUsesEnglishDetailsHeading(t *testing.T) {
+	f, _, stderr, _ := cmdutil.TestFactory(t, nil)
+
+	writeLoginSuccess(&LoginOptions{}, getLoginMsg("en"), f, "ou_user", "tester", &loginScopeSummary{
+		Requested:     []string{"im:message:send"},
+		Granted:       []string{"im:message:send"},
+		StatusMessage: "Authorization status details",
+	})
+
+	got := stderr.String()
+	if !strings.Contains(got, "- Authorization details:\n  Authorization status details") {
+		t.Fatalf("stderr missing neutral authorization details heading, got:\n%s", got)
+	}
+	if strings.Contains(got, "- Scopes not granted in this request:") {
+		t.Fatalf("stderr should not label status_message as not granted when no scopes are missing, got:\n%s", got)
+	}
 }
 
 func TestWriteLoginSuccess_TextOutputScenarios(t *testing.T) {
@@ -513,15 +610,14 @@ func TestWriteLoginSuccess_TextOutputScenarios(t *testing.T) {
 				Granted:        []string{"im:message:send", "im:message:reply"},
 			},
 			expectedPresent: []string{
-				"授权成功! 用户: tester (ou_user)",
-				"本次请求 scopes: im:message:send im:message:reply",
-				"本次新授予 scopes: im:message:send",
-				"可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
+				"登录成功! 用户: tester (ou_user)",
+				"登录成功! 用户: tester (ou_user)\n\n本次已成功授权：\n  im:message:send、im:message:reply",
 			},
 			expectedAbsent: []string{
-				"本次未授予 scopes:",
-				"最终已授权 scopes:",
-				"已有 scopes:",
+				"以下是本次未授予的权限",
+				"本次请求 scopes:",
+				"本次新授予 scopes:",
+				"lark-cli auth status",
 			},
 		},
 		{
@@ -532,14 +628,13 @@ func TestWriteLoginSuccess_TextOutputScenarios(t *testing.T) {
 				Granted:        []string{"im:message:send", "contact:user.base:readonly"},
 			},
 			expectedPresent: []string{
-				"本次请求 scopes: im:message:send",
-				"本次新授予 scopes: （空）",
-				"可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
+				"本次已成功授权：\n  im:message:send",
 			},
 			expectedAbsent: []string{
-				"本次未授予 scopes:",
-				"最终已授权 scopes:",
-				"已有 scopes:",
+				"以下是本次未授予的权限",
+				"本次请求 scopes:",
+				"本次新授予 scopes:",
+				"lark-cli auth status",
 			},
 		},
 		{
@@ -550,14 +645,12 @@ func TestWriteLoginSuccess_TextOutputScenarios(t *testing.T) {
 				Granted:   []string{"im:message:reply"},
 			},
 			expectedPresent: []string{
-				"本次请求 scopes: im:message:send im:message:reply",
-				"本次新授予 scopes: （空）",
+				"本次已成功授权：\n  im:message:reply\n\n以下是本次未授予的权限：\n  im:message:send",
 			},
 			expectedAbsent: []string{
-				"本次未授予 scopes:",
-				"已有 scopes:",
-				"最终已授权 scopes:",
-				"可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
+				"本次请求 scopes:",
+				"本次新授予 scopes:",
+				"lark-cli auth status",
 			},
 		},
 	}
@@ -599,6 +692,7 @@ func TestAuthLoginRun_MissingRequestedScopeAlignsWithLoginSuccess(t *testing.T)
 	keyring.MockInit()
 	setupLoginConfigDir(t)
 	t.Setenv("HOME", t.TempDir())
+	const statusMessage = "[待审核，通过后用户需重新授权] 以下权限正在等待管理员审核：offline_access"
 
 	multi := &core.MultiAppConfig{
 		CurrentApp: "default",
@@ -638,6 +732,7 @@ func TestAuthLoginRun_MissingRequestedScopeAlignsWithLoginSuccess(t *testing.T)
 			"expires_in":               7200,
 			"refresh_token_expires_in": 604800,
 			"scope":                    "offline_access",
+			"status_message":           statusMessage,
 		},
 	})
 	reg.Register(&httpmock.Stub{
@@ -666,25 +761,24 @@ func TestAuthLoginRun_MissingRequestedScopeAlignsWithLoginSuccess(t *testing.T)
 	}
 	got := stderr.String()
 	for _, want := range []string{
-		"授权结果异常: 以下请求 scopes 未被授予: im:message:send",
-		"当前授权账号: tester (ou_user)",
-		"本次请求 scopes: im:message:send",
-		"以上结果是本次授权请求用户最终确认后的结果，请勿持续重试",
-		"scope 被禁用",
-		"lark-cli auth status",
+		"OK: 登录成功! 用户: tester (ou_user)",
+		"本次已成功授权：\n  （空）\n\n以下是本次未授予的权限：\n  " + statusMessage,
 	} {
 		if !strings.Contains(got, want) {
 			t.Fatalf("stderr missing %q, got:\n%s", want, got)
 		}
 	}
-	if strings.Contains(got, "最终已授权 scopes:") {
-		t.Fatalf("stderr should not contain final granted scopes, got:\n%s", got)
-	}
-	if strings.Contains(got, "OK: 授权成功") {
-		t.Fatalf("stderr should not contain success prefix when scopes are missing, got:\n%s", got)
-	}
-	if strings.Contains(got, "本次未授予 scopes:") {
-		t.Fatalf("stderr should not duplicate missing scopes, got:\n%s", got)
+	for _, unwanted := range []string{
+		"授权结果异常:",
+		"本次请求 scopes:",
+		"本次新授予 scopes:",
+		"以上结果是本次授权请求用户最终确认后的结果",
+		"lark-cli auth status",
+		"当前授权账号:",
+	} {
+		if strings.Contains(got, unwanted) {
+			t.Fatalf("stderr should not contain %q, got:\n%s", unwanted, got)
+		}
 	}
 	if strings.Contains(got, "ERROR:") {
 		t.Fatalf("stderr should not contain error prefix, got:\n%s", got)
@@ -715,6 +809,7 @@ func TestAuthLoginRun_DeviceCodeUsesCachedRequestedScopes(t *testing.T) {
 	keyring.MockInit()
 	setupLoginConfigDir(t)
 	t.Setenv("HOME", t.TempDir())
+	const statusMessage = "[待审核，通过后用户需重新授权] 以下权限正在等待管理员审核：offline_access"
 
 	multi := &core.MultiAppConfig{
 		CurrentApp: "default",
@@ -754,6 +849,7 @@ func TestAuthLoginRun_DeviceCodeUsesCachedRequestedScopes(t *testing.T) {
 			"expires_in":               7200,
 			"refresh_token_expires_in": 604800,
 			"scope":                    "im:message:send offline_access",
+			"status_message":           statusMessage,
 		},
 	})
 	reg.Register(&httpmock.Stub{
@@ -795,24 +891,24 @@ func TestAuthLoginRun_DeviceCodeUsesCachedRequestedScopes(t *testing.T) {
 	}
 	got := stderr.String()
 	for _, want := range []string{
-		"OK: 授权成功! 用户: tester (ou_user)",
-		"本次请求 scopes: im:message:send",
-		"本次新授予 scopes: im:message:send",
-		"可执行 `lark-cli auth status` 查看账号当前已授予的全部 scopes；",
+		"OK: 登录成功! 用户: tester (ou_user)",
+		"本次已成功授权：\n  im:message:send\n\n本次授权结果详情：\n  " + statusMessage,
 	} {
 		if !strings.Contains(got, want) {
 			t.Fatalf("stderr missing %q, got:\n%s", want, got)
 		}
 	}
-	if strings.Contains(got, "最终已授权 scopes:") {
-		t.Fatalf("stderr should not contain final granted scopes, got:\n%s", got)
+	for _, unwanted := range []string{"本次请求 scopes:", "本次新授予 scopes:", "lark-cli auth status"} {
+		if strings.Contains(got, unwanted) {
+			t.Fatalf("stderr should not contain %q, got:\n%s", unwanted, got)
+		}
 	}
 	if got, err := loadLoginRequestedScope("device-code"); err != nil || got != "" {
 		t.Fatalf("loadLoginRequestedScope() after cleanup = (%q, %v), want empty", got, err)
 	}
 }
 
-func TestWriteLoginSuccess_TextOutputEnglishIncludesStatusHintWhenNoMissingScopes(t *testing.T) {
+func TestWriteLoginSuccess_TextOutputEnglishUsesCompactScopeSummary(t *testing.T) {
 	f, _, stderr, _ := cmdutil.TestFactory(t, nil)
 
 	writeLoginSuccess(&LoginOptions{}, getLoginMsg("en"), f, "ou_user", "tester", &loginScopeSummary{
@@ -824,16 +920,18 @@ func TestWriteLoginSuccess_TextOutputEnglishIncludesStatusHintWhenNoMissingScope
 	got := stderr.String()
 	for _, want := range []string{
 		"Authorization successful! User: tester (ou_user)",
-		"Requested scopes: im:message:send",
-		"Newly granted scopes: im:message:send",
-		"Run `lark-cli auth status` to inspect all scopes currently granted to the account.",
+		"Authorization successful! User: tester (ou_user)\n\n" +
+			"- Successfully authorized in this request:\n" +
+			"  im:message:send",
 	} {
 		if !strings.Contains(got, want) {
 			t.Fatalf("stderr missing %q, got:\n%s", want, got)
 		}
 	}
-	if strings.Contains(got, "Not granted scopes:") {
-		t.Fatalf("stderr should not contain not granted scopes, got:\n%s", got)
+	for _, unwanted := range []string{"Scopes not granted in this request", "Requested scopes:", "Newly granted scopes:", "lark-cli auth status"} {
+		if strings.Contains(got, unwanted) {
+			t.Fatalf("stderr should not contain %q, got:\n%s", unwanted, got)
+		}
 	}
 }
 
@@ -1167,15 +1265,6 @@ func TestAuthLoginRun_JSONDeviceAuthorizationAgentHintIncludesRawURLGuidance(t *
 	}
 }
 
-func TestGetDomainMetadata_ExcludesEvent(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	for _, dm := range domains {
-		if dm.Name == "event" {
-			t.Error("event should not appear in interactive domain list")
-		}
-	}
-}
-
 func TestAllKnownDomains_ExcludesAuthDomainChildren(t *testing.T) {
 	domains := allKnownDomains("")
 	if domains["whiteboard"] {
@@ -1200,12 +1289,3 @@ func TestCollectScopesForDomains_ExpandsAuthDomainChildren(t *testing.T) {
 		t.Error("collectScopesForDomains([docs]) should include whiteboard scopes (board:whiteboard:*)")
 	}
 }
-
-func TestGetDomainMetadata_ExcludesAuthDomainChildren(t *testing.T) {
-	domains := getDomainMetadata("zh")
-	for _, dm := range domains {
-		if dm.Name == "whiteboard" {
-			t.Error("whiteboard should not appear in interactive domain list (has auth_domain=docs)")
-		}
-	}
-}
diff --git a/cmd/diagnose_scope_test.go b/cmd/diagnose_scope_test.go
index 6be3edbf6d..27a780a28b 100644
--- a/cmd/diagnose_scope_test.go
+++ b/cmd/diagnose_scope_test.go
@@ -28,7 +28,6 @@ type diagMethodEntry struct {
 
 type diagScopeInfo struct {
 	Scope      string `json:"scope"`
-	Recommend  bool   `json:"recommend"`
 	InPriority bool   `json:"in_priority"`
 }
 
@@ -69,7 +68,6 @@ type methodKey struct {
 
 // diagBuild builds the full output: flat methods list (merged identities) + scopes.
 func diagBuild(domains []string) diagOutput {
-	recommend := registry.LoadAutoApproveSet()
 	identities := []string{"user", "bot"}
 
 	merged := make(map[methodKey]*diagMethodEntry)
@@ -142,7 +140,7 @@ func diagBuild(domains []string) diagOutput {
 	scopes := make([]diagScopeInfo, len(scopeList))
 	for i, s := range scopeList {
 		_, inPri := priorities[s]
-		scopes[i] = diagScopeInfo{Scope: s, Recommend: recommend[s], InPriority: inPri}
+		scopes[i] = diagScopeInfo{Scope: s, InPriority: inPri}
 	}
 
 	return diagOutput{Methods: methods, Scopes: scopes}
diff --git a/internal/auth/device_flow.go b/internal/auth/device_flow.go
index 7acdad859c..292c5b3a86 100644
--- a/internal/auth/device_flow.go
+++ b/internal/auth/device_flow.go
@@ -34,6 +34,7 @@ type DeviceFlowTokenData struct {
 	ExpiresIn        int
 	RefreshExpiresIn int
 	Scope            string
+	StatusMessage    string
 }
 
 // DeviceFlowResult is the result of polling the token endpoint.
@@ -222,6 +223,7 @@ func PollDeviceToken(ctx context.Context, httpClient *http.Client, appId, appSec
 					ExpiresIn:        tokenExpiresIn,
 					RefreshExpiresIn: refreshExpiresIn,
 					Scope:            getStr(data, "scope"),
+					StatusMessage:    getStr(data, "status_message"),
 				},
 			}
 		}
diff --git a/internal/auth/device_flow_test.go b/internal/auth/device_flow_test.go
index 397098cc18..a28fc83420 100644
--- a/internal/auth/device_flow_test.go
+++ b/internal/auth/device_flow_test.go
@@ -7,6 +7,7 @@ import (
 	"bytes"
 	"context"
 	"fmt"
+	"io"
 	"log"
 	"net/http"
 	"strings"
@@ -216,3 +217,60 @@ func TestPollDeviceToken_DefaultsZeroIntervalToFiveSeconds(t *testing.T) {
 		t.Fatalf("PollDeviceToken() sent %d requests before context cancellation, want 0", got)
 	}
 }
+
+func TestPollDeviceToken_PreservesStatusMessage(t *testing.T) {
+	t.Parallel()
+
+	const statusMessage = "[不可申请，勿重试] 企业管理员禁止申请的权限：mail:user_mailbox.message:send\n" +
+		"[待审核，通过后用户需重新授权] 以下权限正在等待管理员审核：offline_access"
+	client := &http.Client{
+		Transport: roundTripFunc(func(req *http.Request) (*http.Response, error) {
+			return &http.Response{
+				StatusCode: http.StatusOK,
+				Header:     make(http.Header),
+				Body: io.NopCloser(strings.NewReader(`{
+					"code": 0,
+					"access_token": "access-token",
+					"expires_in": 7200,
+					"scope": "approval:task:read",
+					"status_message": "[不可申请，勿重试] 企业管理员禁止申请的权限：mail:user_mailbox.message:send\n[待审核，通过后用户需重新授权] 以下权限正在等待管理员审核：offline_access"
+				}`)),
+			}, nil
+		}),
+	}
+
+	result := PollDeviceToken(context.Background(), client, "cli_a", "secret_b", core.BrandFeishu, "device-code", 1, 3, nil)
+	if result == nil || !result.OK || result.Token == nil {
+		t.Fatalf("PollDeviceToken() = %#v, want successful token result", result)
+	}
+	if result.Token.StatusMessage != statusMessage {
+		t.Fatalf("StatusMessage = %q, want %q", result.Token.StatusMessage, statusMessage)
+	}
+}
+
+func TestPollDeviceToken_MissingStatusMessageIsEmpty(t *testing.T) {
+	t.Parallel()
+
+	client := &http.Client{
+		Transport: roundTripFunc(func(req *http.Request) (*http.Response, error) {
+			return &http.Response{
+				StatusCode: http.StatusOK,
+				Header:     make(http.Header),
+				Body: io.NopCloser(strings.NewReader(`{
+					"code": 0,
+					"access_token": "access-token",
+					"expires_in": 7200,
+					"scope": "approval:task:read"
+				}`)),
+			}, nil
+		}),
+	}
+
+	result := PollDeviceToken(context.Background(), client, "cli_a", "secret_b", core.BrandFeishu, "device-code", 1, 3, nil)
+	if result == nil || !result.OK || result.Token == nil {
+		t.Fatalf("PollDeviceToken() = %#v, want successful token result", result)
+	}
+	if result.Token.StatusMessage != "" {
+		t.Fatalf("StatusMessage = %q, want empty string", result.Token.StatusMessage)
+	}
+}
diff --git a/internal/auth/remote_scopes.go b/internal/auth/remote_scopes.go
new file mode 100644
index 0000000000..6be2f18bbb
--- /dev/null
+++ b/internal/auth/remote_scopes.go
@@ -0,0 +1,124 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package auth
+
+import (
+	"encoding/json"
+	"io"
+	"net/http"
+	"strings"
+	"time"
+
+	"github.com/larksuite/cli/internal/core"
+	"github.com/larksuite/cli/internal/transport"
+)
+
+const (
+	remoteScopesPath    = "/lark-cli/apis/scopes.json"
+	remoteScopesTimeout = 1 * time.Second
+	maxRemoteScopesSize = 10 * 1024 * 1024 // 10MB, aligned with internal/registry/remote.go
+)
+
+// remoteScopesURLForTest is the injection seam for unit tests to point at an
+// httptest server. It is empty at runtime, where the brand-hardcoded production
+// URL is used, and must never carry an internal / non-production domain.
+var remoteScopesURLForTest string
+
+type remoteScopesFile struct {
+	Scopes map[string]remoteDomainScopes `json:"scopes"`
+}
+
+type remoteDomainScopes struct {
+	UserScopes   []string `json:"user_scopes"`
+	TenantScopes []string `json:"tenant_scopes"`
+}
+
+func remoteScopesURL(brand core.LarkBrand) string {
+	if remoteScopesURLForTest != "" {
+		return remoteScopesURLForTest
+	}
+	return core.ResolveOpenBaseURL(brand) + remoteScopesPath
+}
+
+// FetchRemoteScopes fetches and binary-validates the remote scopes.json.
+// It returns (domain -> user_scopes, true) when the whole file is usable, or
+// (nil, false) when the caller should fall back to the local set. Any failure
+// (network / timeout / non-2xx / empty / bad JSON / structure mismatch /
+// malformed scope) returns (nil, false) silently — no warning, no telemetry.
+func FetchRemoteScopes(brand core.LarkBrand) (map[string][]string, bool) {
+	client := transport.NewHTTPClient(remoteScopesTimeout)
+	req, err := http.NewRequest(http.MethodGet, remoteScopesURL(brand), nil)
+	if err != nil {
+		return nil, false
+	}
+	resp, err := client.Do(req)
+	if err != nil {
+		return nil, false
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode < 200 || resp.StatusCode >= 300 {
+		return nil, false
+	}
+	body, err := io.ReadAll(io.LimitReader(resp.Body, maxRemoteScopesSize))
+	if err != nil || len(body) == 0 {
+		return nil, false
+	}
+	var file remoteScopesFile
+	if err := json.Unmarshal(body, &file); err != nil {
+		return nil, false
+	}
+	return validateRemoteScopes(file)
+}
+
+func validateRemoteScopes(file remoteScopesFile) (map[string][]string, bool) {
+	if len(file.Scopes) == 0 {
+		return nil, false
+	}
+	result := make(map[string][]string, len(file.Scopes))
+	for domain, ds := range file.Scopes {
+		if ds.UserScopes == nil { // missing user_scopes field / null → whole file untrusted
+			return nil, false
+		}
+		for _, s := range ds.UserScopes {
+			if !isValidScopeFormat(s) {
+				return nil, false
+			}
+		}
+		result[domain] = ds.UserScopes
+	}
+	return result, true
+}
+
+// isValidScopeFormat does a light corruption check on a scope string. Lark
+// scopes are ":"-separated but the segment count is NOT fixed: real scopes
+// range from two segments ("im:message", "mail:event") through three
+// ("base:app:copy") to four ("board:whiteboard:node:read",
+// "drive:file:view_record:readonly"), and a "." may appear in any segment
+// ("im:message.send_as_user", "vc:meeting.meetingevent:read"). We therefore
+// only require at least two segments, each non-empty and built from the
+// characters Lark uses (lowercase letters, digits, "_", "."). This still
+// rejects empty segments and whitespace — a whitespace character would corrupt
+// the space-joined OAuth scope string on the wire — as well as other garbage;
+// under the binary model any such scope discards the whole remote file. The
+// real defence against a tampered file is the trusted HTTPS source plus the
+// IAM authorization page, not this shape check, so it is deliberately lenient
+// on segment count to avoid falsely rejecting a valid published file.
+// i18n / tenant / version are not checked.
+func isValidScopeFormat(s string) bool {
+	parts := strings.Split(s, ":")
+	if len(parts) < 2 {
+		return false
+	}
+	for _, p := range parts {
+		if p == "" {
+			return false
+		}
+		for _, c := range p {
+			if !((c >= 'a' && c <= 'z') || (c >= '0' && c <= '9') || c == '_' || c == '.') {
+				return false
+			}
+		}
+	}
+	return true
+}
diff --git a/internal/auth/remote_scopes_test.go b/internal/auth/remote_scopes_test.go
new file mode 100644
index 0000000000..f51f4b3894
--- /dev/null
+++ b/internal/auth/remote_scopes_test.go
@@ -0,0 +1,103 @@
+// Copyright (c) 2026 Lark Technologies Pte. Ltd.
+// SPDX-License-Identifier: MIT
+
+package auth
+
+import (
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+	"time"
+
+	"github.com/larksuite/cli/internal/core"
+)
+
+func withRemoteScopesURL(t *testing.T, url string) {
+	t.Helper()
+	prev := remoteScopesURLForTest
+	remoteScopesURLForTest = url
+	t.Cleanup(func() { remoteScopesURLForTest = prev })
+}
+
+func TestFetchRemoteScopes(t *testing.T) {
+	cases := []struct {
+		name    string
+		status  int
+		body    string
+		wantOK  bool
+		wantDom string
+		wantLen int
+	}{
+		{
+			name:    "whole usable returns all user_scopes incl unknown domain",
+			status:  200,
+			body:    `{"version":"1.5.3","scopes":{"bitable":{"i18n_name":{"zh_cn":"多维表格"},"user_scopes":["base:app:copy","base:app:create"],"tenant_scopes":["base:app:copy"]},"brandnewdomain":{"user_scopes":["newsvc:res:read"]}}}`,
+			wantOK:  true,
+			wantDom: "brandnewdomain",
+			wantLen: 1,
+		},
+		{name: "missing scopes key falls back", status: 200, body: `{"version":"1"}`, wantOK: false},
+		{name: "empty scopes falls back", status: 200, body: `{"scopes":{}}`, wantOK: false},
+		{name: "domain missing user_scopes falls back", status: 200, body: `{"scopes":{"im":{"i18n_name":{"zh_cn":"消息"}}}}`, wantOK: false},
+		{name: "empty-segment scope falls back", status: 200, body: `{"scopes":{"im":{"user_scopes":["im::message"]}}}`, wantOK: false},
+		{name: "single-segment scope falls back", status: 200, body: `{"scopes":{"im":{"user_scopes":["nocolon"]}}}`, wantOK: false},
+		{name: "scope with whitespace falls back", status: 200, body: `{"scopes":{"im":{"user_scopes":["im message:chat:read"]}}}`, wantOK: false},
+		{name: "variable-segment scopes usable (2/3/4 seg incl dot)", status: 200, body: `{"scopes":{"im":{"user_scopes":["im:message","im:message.send_as_user","base:app:copy","board:whiteboard:node:read"]}}}`, wantOK: true, wantDom: "im", wantLen: 4},
+		{name: "non-2xx falls back", status: 500, body: `{"scopes":{"im":{"user_scopes":["im:message:send"]}}}`, wantOK: false},
+		{name: "empty body falls back", status: 200, body: ``, wantOK: false},
+		{name: "bad json falls back", status: 200, body: `{not json`, wantOK: false},
+		{name: "i18n/tenant missing still usable", status: 200, body: `{"scopes":{"im":{"user_scopes":["im:message:send_as_bot","vc:meeting.meetingevent:read"]}}}`, wantOK: true, wantDom: "im", wantLen: 2},
+		{name: "empty user_scopes array is usable", status: 200, body: `{"scopes":{"im":{"user_scopes":[]}}}`, wantOK: true, wantDom: "im", wantLen: 0},
+	}
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+				w.WriteHeader(tc.status)
+				_, _ = w.Write([]byte(tc.body))
+			}))
+			t.Cleanup(srv.Close)
+			withRemoteScopesURL(t, srv.URL)
+
+			got, ok := FetchRemoteScopes(core.BrandFeishu)
+			if ok != tc.wantOK {
+				t.Fatalf("ok = %v, want %v", ok, tc.wantOK)
+			}
+			if tc.wantOK {
+				if _, exists := got[tc.wantDom]; !exists {
+					t.Fatalf("domain %q missing in result %v", tc.wantDom, got)
+				}
+				if len(got[tc.wantDom]) != tc.wantLen {
+					t.Fatalf("len(%s) = %d, want %d", tc.wantDom, len(got[tc.wantDom]), tc.wantLen)
+				}
+			}
+		})
+	}
+}
+
+func TestFetchRemoteScopesTimeoutFallsBack(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		time.Sleep(remoteScopesTimeout + 500*time.Millisecond)
+		_, _ = w.Write([]byte(`{"scopes":{"im":{"user_scopes":["im:message:send"]}}}`))
+	}))
+	t.Cleanup(srv.Close)
+	withRemoteScopesURL(t, srv.URL)
+
+	_, ok := FetchRemoteScopes(core.BrandFeishu)
+	if ok {
+		t.Fatal("expected fallback (ok=false) on timeout")
+	}
+}
+
+func TestRemoteScopesURLByBrand(t *testing.T) {
+	// With an empty seam the production URL is used: core.ResolveOpenBaseURL(brand) + path
+	remoteScopesURLForTest = ""
+	feishu := remoteScopesURL(core.BrandFeishu)
+	lark := remoteScopesURL(core.BrandLark)
+	if !strings.HasSuffix(feishu, "/lark-cli/apis/scopes.json") || !strings.Contains(feishu, "open.feishu.cn") {
+		t.Fatalf("feishu url unexpected: %s", feishu)
+	}
+	if !strings.Contains(lark, "open.larksuite.com") {
+		t.Fatalf("lark url unexpected: %s", lark)
+	}
+}
diff --git a/internal/registry/loader.go b/internal/registry/loader.go
index ab2bbaba16..9eb7ef56d9 100644
--- a/internal/registry/loader.go
+++ b/internal/registry/loader.go
@@ -170,16 +170,11 @@ func ListFromMetaProjects() []string {
 const DefaultScopeScore = 0
 
 var cachedScopePriorities map[string]int
-var cachedAutoApproveSet map[string]bool
-var cachedPlatformAutoApprove map[string]bool // from scope_priorities.json only
-var cachedOverrideAutoAllow map[string]bool   // from scope_overrides.json allow only
-var cachedOverrideAutoDeny map[string]bool    // from scope_overrides.json deny only
 
 // scopePriorityEntry is used to parse scope_priorities.json entries.
 type scopePriorityEntry struct {
 	ScopeName  string `json:"scope_name"`
 	FinalScore string `json:"final_score"`
-	Recommend  string `json:"recommend"`
 }
 
 // LoadScopePriorities loads the scope priorities map from scope_priorities.json.
@@ -226,134 +221,6 @@ func LoadScopePriorities() map[string]int {
 	return cachedScopePriorities
 }
 
-// LoadAutoApproveSet returns the set of auto-approve scope names.
-// Sources (merged): recommend=="true" in scope_priorities.json
-// + explicit allow/deny in scope_overrides.json.
-func LoadAutoApproveSet() map[string]bool {
-	if cachedAutoApproveSet != nil {
-		return cachedAutoApproveSet
-	}
-
-	m := make(map[string]bool)
-
-	// 1. From scope_priorities.json (Recommend == "true")
-	if data, err := registryFS.ReadFile("scope_priorities.json"); err == nil {
-		var entries []scopePriorityEntry
-		if json.Unmarshal(data, &entries) == nil {
-			for _, entry := range entries {
-				if entry.Recommend == "true" {
-					m[entry.ScopeName] = true
-				}
-			}
-		}
-	}
-
-	// 2. From scope_overrides.json (recommend.allow/deny lists)
-	if data, err := registryFS.ReadFile("scope_overrides.json"); err == nil {
-		var wrapper struct {
-			AutoApprove struct {
-				Allow []string `json:"allow"`
-				Deny  []string `json:"deny"`
-			} `json:"recommend"`
-		}
-		if json.Unmarshal(data, &wrapper) == nil {
-			for _, s := range wrapper.AutoApprove.Allow {
-				m[s] = true
-			}
-			for _, s := range wrapper.AutoApprove.Deny {
-				delete(m, s)
-			}
-		}
-	}
-
-	cachedAutoApproveSet = m
-	return cachedAutoApproveSet
-}
-
-// LoadPlatformAutoApproveSet returns scopes with AutoApprove rule on the platform
-// (from scope_priorities.json only, before overrides).
-func LoadPlatformAutoApproveSet() map[string]bool {
-	if cachedPlatformAutoApprove != nil {
-		return cachedPlatformAutoApprove
-	}
-	m := make(map[string]bool)
-	if data, err := registryFS.ReadFile("scope_priorities.json"); err == nil {
-		var entries []scopePriorityEntry
-		if json.Unmarshal(data, &entries) == nil {
-			for _, entry := range entries {
-				if entry.Recommend == "true" {
-					m[entry.ScopeName] = true
-				}
-			}
-		}
-	}
-	cachedPlatformAutoApprove = m
-	return cachedPlatformAutoApprove
-}
-
-// LoadOverrideAutoApproveAllow returns scopes explicitly listed in
-// scope_overrides.json recommend.allow (our desired additions).
-func LoadOverrideAutoApproveAllow() map[string]bool {
-	if cachedOverrideAutoAllow != nil {
-		return cachedOverrideAutoAllow
-	}
-	m := make(map[string]bool)
-	if data, err := registryFS.ReadFile("scope_overrides.json"); err == nil {
-		var wrapper struct {
-			AutoApprove struct {
-				Allow []string `json:"allow"`
-			} `json:"recommend"`
-		}
-		if json.Unmarshal(data, &wrapper) == nil {
-			for _, s := range wrapper.AutoApprove.Allow {
-				m[s] = true
-			}
-		}
-	}
-	cachedOverrideAutoAllow = m
-	return cachedOverrideAutoAllow
-}
-
-// LoadOverrideAutoApproveDeny returns scopes explicitly listed in
-// scope_overrides.json recommend.deny
-func LoadOverrideAutoApproveDeny() map[string]bool {
-	if cachedOverrideAutoDeny != nil {
-		return cachedOverrideAutoDeny
-	}
-	m := make(map[string]bool)
-	if data, err := registryFS.ReadFile("scope_overrides.json"); err == nil {
-		var wrapper struct {
-			AutoApprove struct {
-				Deny []string `json:"deny"`
-			} `json:"recommend"`
-		}
-		if json.Unmarshal(data, &wrapper) == nil {
-			for _, s := range wrapper.AutoApprove.Deny {
-				m[s] = true
-			}
-		}
-	}
-	cachedOverrideAutoDeny = m
-	return cachedOverrideAutoDeny
-}
-
-// IsAutoApproveScope returns true if the scope has AutoApprove rule.
-func IsAutoApproveScope(scope string) bool {
-	return LoadAutoApproveSet()[scope]
-}
-
-// FilterAutoApproveScopes filters a scope list to only include auto-approve scopes.
-func FilterAutoApproveScopes(scopes []string) []string {
-	autoApprove := LoadAutoApproveSet()
-	var result []string
-	for _, s := range scopes {
-		if autoApprove[s] {
-			result = append(result, s)
-		}
-	}
-	return result
-}
-
 // GetScopeScore returns the priority score for a scope, or DefaultScopeScore if not found.
 func GetScopeScore(scope string) int {
 	priorities := LoadScopePriorities()
diff --git a/internal/registry/registry_test.go b/internal/registry/registry_test.go
index 8906e3f94e..010aac2446 100644
--- a/internal/registry/registry_test.go
+++ b/internal/registry/registry_test.go
@@ -219,107 +219,6 @@ func TestFilterScopes_TooFewParts(t *testing.T) {
 	}
 }
 
-// --- Auto-approve functions ---
-
-func TestLoadAutoApproveSet(t *testing.T) {
-	aaSet := LoadAutoApproveSet()
-	if len(aaSet) == 0 {
-		t.Fatal("expected non-empty auto-approve set")
-	}
-
-	// From scope_priorities.json recommend=="true"
-	if !aaSet["sheets:spreadsheet:read"] {
-		t.Error("expected sheets:spreadsheet:read in auto-approve set (recommend=true in priorities)")
-	}
-
-	t.Logf("Auto-approve set has %d scopes", len(aaSet))
-}
-
-func TestLoadPlatformAutoApproveSet(t *testing.T) {
-	paaSet := LoadPlatformAutoApproveSet()
-	// This should only include scopes from scope_priorities.json with AutoApprove rule.
-	// It does NOT apply deny overrides.
-	if len(paaSet) == 0 {
-		t.Fatal("expected non-empty platform auto-approve set")
-	}
-
-	t.Logf("Platform auto-approve set has %d scopes", len(paaSet))
-}
-
-func TestLoadOverrideAutoApproveAllow(t *testing.T) {
-	allowSet := LoadOverrideAutoApproveAllow()
-	// recommend.allow special-cases scopes absent from scope_priorities.json
-	// (application v7 is not in the platform catalog yet) so interactive
-	// login's "common scopes" tier still offers them. Only the read scope is
-	// admitted: write stays out of the recommended tier by design.
-	if !allowSet["application:app_slash_command:read"] {
-		t.Error("expected application:app_slash_command:read in override allow set")
-	}
-	if allowSet["application:app_slash_command:write"] {
-		t.Error("write scope must NOT be in the recommended tier")
-	}
-	if len(allowSet) != 1 {
-		t.Errorf("expected exactly 1 override allow entry, got %d", len(allowSet))
-	}
-}
-
-func TestLoadOverrideAutoApproveDeny(t *testing.T) {
-	denySet := LoadOverrideAutoApproveDeny()
-	// deny list may be empty if all entries are moved to _deny (commented out)
-	t.Logf("Override deny set has %d scopes", len(denySet))
-}
-
-func TestIsAutoApproveScope(t *testing.T) {
-	// Known auto-approve scope (recommend=true in scope_priorities.json)
-	if !IsAutoApproveScope("sheets:spreadsheet:read") {
-		t.Error("expected sheets:spreadsheet:read to be auto-approve")
-	}
-
-	// Completely unknown scope
-	if IsAutoApproveScope("zzz:unknown:scope") {
-		t.Error("expected unknown scope to NOT be auto-approve")
-	}
-}
-
-func TestFilterAutoApproveScopes(t *testing.T) {
-	scopes := []string{
-		"sheets:spreadsheet:read", // auto-approve (recommend=true in priorities)
-		"zzz:unknown:scope",       // not in auto-approve
-	}
-
-	result := FilterAutoApproveScopes(scopes)
-	if len(result) < 1 {
-		t.Fatal("expected at least 1 auto-approve scope in result")
-	}
-
-	// Check that sheets:spreadsheet:read is included
-	found := false
-	for _, s := range result {
-		if s == "sheets:spreadsheet:read" {
-			found = true
-		}
-		// Ensure unknown scopes are not included
-		if s == "zzz:unknown:scope" {
-			t.Error("unknown scope should not be in auto-approve result")
-		}
-	}
-	if !found {
-		t.Error("expected sheets:spreadsheet:read in result")
-	}
-}
-
-func TestFilterAutoApproveScopes_Empty(t *testing.T) {
-	result := FilterAutoApproveScopes(nil)
-	if result != nil {
-		t.Errorf("expected nil, got %v", result)
-	}
-
-	result = FilterAutoApproveScopes([]string{})
-	if result != nil {
-		t.Errorf("expected nil for empty input, got %v", result)
-	}
-}
-
 // --- Helper functions ---
 
 func TestGetRegistryDir(t *testing.T) {
diff --git a/internal/registry/remote_test.go b/internal/registry/remote_test.go
index 15c7281c7b..59cb7f57f1 100644
--- a/internal/registry/remote_test.go
+++ b/internal/registry/remote_test.go
@@ -39,10 +39,6 @@ func resetInit() {
 	embeddedVersion = ""
 	cachedAllScopes = nil
 	cachedScopePriorities = nil
-	cachedAutoApproveSet = nil
-	cachedPlatformAutoApprove = nil
-	cachedOverrideAutoAllow = nil
-	cachedOverrideAutoDeny = nil
 	refreshOnce = sync.Once{}
 	configuredBrand = ""
 	enableRemoteMeta = true // tests exercise remote logic
diff --git a/internal/registry/service_desc.go b/internal/registry/service_desc.go
index da2a6b5fc3..022f050815 100644
--- a/internal/registry/service_desc.go
+++ b/internal/registry/service_desc.go
@@ -58,26 +58,6 @@ func GetServiceDescription(name, lang string) string {
 	return loc.Description
 }
 
-// GetServiceTitle returns the localized title for a service domain.
-// Returns empty string if not found.
-func GetServiceTitle(name, lang string) string {
-	loc := getServiceLocale(name, lang)
-	if loc == nil {
-		return ""
-	}
-	return loc.Title
-}
-
-// GetServiceDetailDescription returns the localized detail description for a service domain.
-// Returns empty string if not found.
-func GetServiceDetailDescription(name, lang string) string {
-	loc := getServiceLocale(name, lang)
-	if loc == nil {
-		return ""
-	}
-	return loc.Description
-}
-
 // GetAuthDomain returns the auth_domain for a service, or "" if not set.
 // When auth_domain is set, the service's scopes are collected under the
 // parent domain during auth login.