diff --git a/package-lock.json b/package-lock.json
index d961e8500b..eff18f4475 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -27343,6 +27343,7 @@
         "@codemirror/view": "^6.35.0",
         "@tanstack/react-virtual": "^3.13.26",
         "codemirror": "^6.0.0",
+        "fzf": "^0.5.2",
         "katex": "^0.16.47",
         "mermaid": "^11.15.0",
         "react-markdown": "^9.0.0",
diff --git a/packages/web-shell/client/completions/slashCompletion.test.ts b/packages/web-shell/client/completions/slashCompletion.test.ts
index d26c4d9e76..afd733962b 100644
--- a/packages/web-shell/client/completions/slashCompletion.test.ts
+++ b/packages/web-shell/client/completions/slashCompletion.test.ts
@@ -178,6 +178,97 @@ describe('getSlashCommandCompletionResult', () => {
     ]);
   });
 
+  it('fuzzy-ranks top-level commands for an abbreviated query', () => {
+    const commands: CommandInfo[] = [
+      { name: 'model', description: 'Switch model', source: 'builtin-command' },
+      {
+        name: 'memory',
+        description: 'Manage memory',
+        source: 'builtin-command',
+      },
+      {
+        name: 'agent-reproduce-feature',
+        description: 'Reproduce a feature',
+        source: 'skill-dir-command',
+      },
+    ];
+
+    const mdl = getSlashCommandCompletionResult(
+      '/mdl',
+      4,
+      commands,
+      [],
+      'en',
+      getTranslator('en'),
+    );
+    expect(mdl?.items[0]?.label).toBe('/model');
+
+    const arf = getSlashCommandCompletionResult(
+      '/arf',
+      4,
+      commands,
+      [],
+      'en',
+      getTranslator('en'),
+    );
+    expect(arf?.items.map((item) => item.label)).toContain(
+      '/agent-reproduce-feature',
+    );
+  });
+
+  it('drops section headers while searching but keeps them while browsing', () => {
+    const commands: CommandInfo[] = [
+      {
+        name: 'clear',
+        description: 'Clear the screen',
+        source: 'builtin-command',
+      },
+      {
+        name: 'demo:ping',
+        description: 'Project command',
+        source: 'skill-dir-command',
+      },
+    ];
+
+    const browsing = getSlashCommandCompletionResult(
+      '/',
+      1,
+      commands,
+      [],
+      'en',
+      getTranslator('en'),
+    );
+    expect(browsing?.items.every((item) => Boolean(item.section))).toBe(true);
+
+    const searching = getSlashCommandCompletionResult(
+      '/c',
+      2,
+      commands,
+      [],
+      'en',
+      getTranslator('en'),
+    );
+    expect(searching?.items.map((item) => item.label)).toEqual(['/clear']);
+    expect(searching?.items.every((item) => item.section === undefined)).toBe(
+      true,
+    );
+  });
+
+  it('returns null when fuzzy search matches nothing', () => {
+    const commands: CommandInfo[] = [
+      { name: 'clear', description: 'Clear', source: 'builtin-command' },
+    ];
+    const result = getSlashCommandCompletionResult(
+      '/zzzzzzz',
+      8,
+      commands,
+      [],
+      'en',
+      getTranslator('en'),
+    );
+    expect(result).toBeNull();
+  });
+
   it('honors panel category order and filtered commands', () => {
     const commands: CommandInfo[] = [
       {
diff --git a/packages/web-shell/client/completions/slashCompletion.ts b/packages/web-shell/client/completions/slashCompletion.ts
index fbf3977016..c0419a36e3 100644
--- a/packages/web-shell/client/completions/slashCompletion.ts
+++ b/packages/web-shell/client/completions/slashCompletion.ts
@@ -4,6 +4,7 @@ import type {
   CompletionResult,
   CompletionSection,
 } from '@codemirror/autocomplete';
+import { Fzf } from 'fzf';
 import type { CommandInfo } from '../adapters/types';
 import type { WebShellLanguage } from '../i18n';
 import {
@@ -332,6 +333,62 @@ function getLineBounds(text: string, cursor: number) {
   };
 }
 
+// The visible slash menu (React SlashCommandPanel) drives its top-level command
+// list through getSlashCommandCompletionResult. For a non-empty query we rank
+// with fzf — the same fuzzy engine the TUI uses — so abbreviated input like
+// "mdl" surfaces "model" and "arf" surfaces "agent-reproduce-feature". Building
+// the index is keyed on the commands array identity, so it happens once per
+// command set rather than on every keystroke. (slashCompletionSource, the
+// CodeMirror source below, is not wired into the live editor and still does
+// substring filtering.)
+const commandFzfCache = new WeakMap<
+  readonly CommandInfo[],
+  { fzf: Fzf<readonly string[]>; byName: Map<string, CommandInfo> }
+>();
+
+function getCommandFzf(commands: CommandInfo[]) {
+  let entry = commandFzfCache.get(commands);
+  if (!entry) {
+    const names: string[] = [];
+    const byName = new Map<string, CommandInfo>();
+    for (const command of commands) {
+      if (byName.has(command.name)) continue;
+      names.push(command.name);
+      byName.set(command.name, command);
+    }
+    entry = {
+      fzf: new Fzf(names, { fuzzy: 'v2', casing: 'case-insensitive' }),
+      byName,
+    };
+    commandFzfCache.set(commands, entry);
+  }
+  return entry;
+}
+
+function fuzzyRankCommands(
+  commands: CommandInfo[],
+  query: string,
+): CommandInfo[] {
+  try {
+    const { fzf, byName } = getCommandFzf(commands);
+    const matches: CommandInfo[] = [];
+    for (const result of fzf.find(query)) {
+      const command = byName.get(result.item);
+      if (command) matches.push(command);
+    }
+    return matches;
+  } catch (error) {
+    console.warn(
+      '[web-shell] slash fuzzy search failed, falling back to substring match:',
+      error,
+    );
+    const lp = query.toLowerCase();
+    return commands.filter((command) =>
+      command.name.toLowerCase().includes(lp),
+    );
+  }
+}
+
 export function getSlashCommandCompletionResult(
   text: string,
   cursor: number,
@@ -423,13 +480,15 @@ export function getSlashCommandCompletionResult(
   if (!match) return null;
 
   const prefix = match[1];
-  const lp = prefix.toLowerCase();
-  const filteredCommands = commands
-    .filter((command) => {
-      if (!prefix) return true;
-      return command.name.toLowerCase().includes(lp);
-    })
-    .sort((a, b) => compareSlashCommands(a, b, lp, categoryOrder));
+  // Empty query: browse the full list grouped and ordered by category.
+  // Non-empty query: fuzzy-rank by relevance (best match first), matching the
+  // TUI, so partial or abbreviated input surfaces the command the user means.
+  const isBrowsing = prefix.length === 0;
+  const filteredCommands = isBrowsing
+    ? [...commands].sort((a, b) =>
+        compareSlashCommands(a, b, '', categoryOrder),
+      )
+    : fuzzyRankCommands(commands, prefix);
 
   const items = filteredCommands.map((command): SlashCommandCompletionItem => {
     const apply = `/${command.name} `;
@@ -441,7 +500,12 @@ export function getSlashCommandCompletionResult(
       detail: command.description || undefined,
       apply,
       category,
-      section: translate(COMMAND_SECTION_KEYS[category]),
+      // Section headers only make sense while browsing the category-ordered
+      // list; a relevance-ranked result set interleaves categories, so headers
+      // would appear before nearly every row. Drop them during search.
+      ...(isBrowsing
+        ? { section: translate(COMMAND_SECTION_KEYS[category]) }
+        : {}),
       ...(showCommandInfo && command.description
         ? { type: 'command-info' as const }
         : {}),
diff --git a/packages/web-shell/client/components/ChatEditor.module.css b/packages/web-shell/client/components/ChatEditor.module.css
index 0891125d39..7e87343ab6 100644
--- a/packages/web-shell/client/components/ChatEditor.module.css
+++ b/packages/web-shell/client/components/ChatEditor.module.css
@@ -181,12 +181,9 @@
 .slashPanel {
   position: fixed;
   z-index: var(--web-shell-popover-z-index, 1000);
-  --slash-panel-max-height: min(
-    calc(
-      (22px + 10px) + (22px + 10px) + (22px + 10px) + (22px + 10px) + 6px + 12px
-    ),
-    50vh
-  );
+  /* Round cap sized for ~12 command rows plus their section headers/dividers,
+     bounded by 45vh so it stays proportional on short viewports. */
+  --slash-panel-max-height: min(460px, 45vh);
   --slash-anchor-width: 620px;
   --slash-command-col: 20ch;
   --slash-desc-col: 32ch;
@@ -262,6 +259,27 @@
   background: var(--chat-editor-border-color);
 }
 
+.slashSectionHeader {
+  display: flex;
+  align-items: baseline;
+  justify-content: space-between;
+  gap: 8px;
+  padding: 4px 8px 2px;
+  color: var(--muted-foreground);
+  font-size: 11px;
+  font-weight: 500;
+  letter-spacing: 0.02em;
+  user-select: none;
+}
+
+.slashSectionCount {
+  flex: 0 0 auto;
+  color: var(--muted-foreground);
+  font-weight: 400;
+  font-variant-numeric: tabular-nums;
+  opacity: 0.7;
+}
+
 .slashItem {
   position: relative;
   display: grid;
diff --git a/packages/web-shell/client/components/ChatEditor.tsx b/packages/web-shell/client/components/ChatEditor.tsx
index 32f579e5dd..89c7bfd0cd 100644
--- a/packages/web-shell/client/components/ChatEditor.tsx
+++ b/packages/web-shell/client/components/ChatEditor.tsx
@@ -31,6 +31,7 @@ import {
   getComposerTagValue,
 } from '../hooks/useComposerCore';
 import { ModeIcon } from './ModeIcon';
+import { planSlashSectionRows } from '../utils/slashSectionPlan';
 import { getModelDisplayName } from '../utils/modelDisplay';
 import { VoiceButton } from '../voice/VoiceButton';
 import styles from './ChatEditor.module.css';
@@ -682,10 +683,10 @@ function SlashCommandPanel({
     '--slash-column-gap': hasDetailColumn ? '2ch' : '0px',
   } as CSSProperties;
 
-  let lastSection: string | undefined;
-
   if (!anchorRect) return null;
 
+  const rowPlans = planSlashSectionRows(menu.items, menu.kind);
+
   const positionedPanelStyle = {
     ...panelStyle,
     ...themeVars,
@@ -718,16 +719,24 @@ function SlashCommandPanel({
             onScroll={() => setHoverDetail(null)}
           >
             {menu.items.map((item, index) => {
-              const section = item.section;
-              const showSection =
-                menu.kind === 'command' &&
-                index > 0 &&
-                section !== undefined &&
-                section !== lastSection;
-              lastSection = section ?? lastSection;
+              const plan = rowPlans[index];
               return (
                 <div key={`${item.id}:${index}`} className={styles.slashEntry}>
-                  {showSection && <div className={styles.slashSection} />}
+                  {plan.showHeader && (
+                    <>
+                      {plan.showDivider && (
+                        <div className={styles.slashSection} />
+                      )}
+                      <div className={styles.slashSectionHeader}>
+                        <span>{item.section}</span>
+                        {plan.count > 0 ? (
+                          <span className={styles.slashSectionCount}>
+                            {plan.count}
+                          </span>
+                        ) : null}
+                      </div>
+                    </>
+                  )}
                   <button
                     ref={(node) => {
                       itemRefs.current[index] = node;
diff --git a/packages/web-shell/client/utils/slashSectionPlan.test.ts b/packages/web-shell/client/utils/slashSectionPlan.test.ts
new file mode 100644
index 0000000000..9447e7c317
--- /dev/null
+++ b/packages/web-shell/client/utils/slashSectionPlan.test.ts
@@ -0,0 +1,74 @@
+/**
+ * @license
+ * Copyright 2025 Qwen Team
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+import { describe, expect, it } from 'vitest';
+import { planSlashSectionRows } from './slashSectionPlan';
+
+describe('planSlashSectionRows', () => {
+  it('shows a header at each group boundary', () => {
+    const plans = planSlashSectionRows(
+      [
+        { section: 'Custom commands' },
+        { section: 'Custom commands' },
+        { section: 'Skill commands' },
+        { section: 'System commands' },
+      ],
+      'command',
+    );
+    expect(plans.map((p) => p.showHeader)).toEqual([true, false, true, true]);
+  });
+
+  it('shows a header but no divider on the first row', () => {
+    const plans = planSlashSectionRows(
+      [{ section: 'Skill commands' }, { section: 'System commands' }],
+      'command',
+    );
+    expect(plans[0]).toMatchObject({ showHeader: true, showDivider: false });
+    expect(plans[1]).toMatchObject({ showHeader: true, showDivider: true });
+  });
+
+  it('does not repeat headers for adjacent duplicate sections', () => {
+    const plans = planSlashSectionRows(
+      [
+        { section: 'System commands' },
+        { section: 'System commands' },
+        { section: 'System commands' },
+      ],
+      'command',
+    );
+    expect(plans.filter((p) => p.showHeader)).toHaveLength(1);
+  });
+
+  it('reports the number of rows in each section on the header row', () => {
+    const plans = planSlashSectionRows(
+      [
+        { section: 'Skill commands' },
+        { section: 'Skill commands' },
+        { section: 'System commands' },
+      ],
+      'command',
+    );
+    expect(plans[0].count).toBe(2);
+    expect(plans[1].count).toBe(0);
+    expect(plans[2].count).toBe(1);
+  });
+
+  it('never groups subcommand menus', () => {
+    const plans = planSlashSectionRows(
+      [{ section: 'Skill commands' }, { section: 'System commands' }],
+      'subcommand',
+    );
+    expect(plans.every((p) => !p.showHeader && p.count === 0)).toBe(true);
+  });
+
+  it('shows no headers when items carry no section (search results)', () => {
+    const plans = planSlashSectionRows(
+      [{ section: undefined }, { section: undefined }],
+      'command',
+    );
+    expect(plans.every((p) => !p.showHeader)).toBe(true);
+  });
+});
diff --git a/packages/web-shell/client/utils/slashSectionPlan.ts b/packages/web-shell/client/utils/slashSectionPlan.ts
new file mode 100644
index 0000000000..57d58eb761
--- /dev/null
+++ b/packages/web-shell/client/utils/slashSectionPlan.ts
@@ -0,0 +1,52 @@
+/**
+ * @license
+ * Copyright 2025 Qwen Team
+ * SPDX-License-Identifier: Apache-2.0
+ */
+
+/** Per-row rendering plan for the slash command panel's section grouping. */
+export interface SlashSectionRowPlan {
+  /** Render the category header above this row (group boundary). */
+  showHeader: boolean;
+  /** Render the divider above the header (every boundary except the first row). */
+  showDivider: boolean;
+  /** Number of rows in this row's section; 0 when no header is shown. */
+  count: number;
+}
+
+/**
+ * Decide, for each item, whether it starts a new section (and so needs a header,
+ * a divider, and the group count). Extracted as a pure function so the section
+ * boundary logic — headers at group boundaries, a header but no divider on the
+ * first row, and no redundant headers for adjacent duplicate sections — is unit
+ * testable without rendering the panel.
+ *
+ * Only 'command' menus are grouped; subcommand menus render flat (no headers).
+ */
+export function planSlashSectionRows(
+  items: ReadonlyArray<{ section?: string }>,
+  kind: 'command' | 'subcommand',
+): SlashSectionRowPlan[] {
+  const counts = new Map<string, number>();
+  if (kind === 'command') {
+    for (const item of items) {
+      if (item.section) {
+        counts.set(item.section, (counts.get(item.section) ?? 0) + 1);
+      }
+    }
+  }
+
+  let lastSection: string | undefined;
+  return items.map((item, index) => {
+    const section = item.section;
+    const showHeader =
+      kind === 'command' && section !== undefined && section !== lastSection;
+    const showDivider = showHeader && index > 0;
+    lastSection = section ?? lastSection;
+    return {
+      showHeader,
+      showDivider,
+      count: showHeader && section ? (counts.get(section) ?? 0) : 0,
+    };
+  });
+}
diff --git a/packages/web-shell/package.json b/packages/web-shell/package.json
index 54e856d475..a3db05b736 100644
--- a/packages/web-shell/package.json
+++ b/packages/web-shell/package.json
@@ -29,6 +29,7 @@
     "@codemirror/view": "^6.35.0",
     "@tanstack/react-virtual": "^3.13.26",
     "codemirror": "^6.0.0",
+    "fzf": "^0.5.2",
     "katex": "^0.16.47",
     "mermaid": "^11.15.0",
     "react-markdown": "^9.0.0",