diff --git a/apps/desktop/src/components/editor/useQueryEditorCompletion.ts b/apps/desktop/src/components/editor/useQueryEditorCompletion.ts
index 1994c8394d..5e21a10495 100644
--- a/apps/desktop/src/components/editor/useQueryEditorCompletion.ts
+++ b/apps/desktop/src/components/editor/useQueryEditorCompletion.ts
@@ -5,6 +5,7 @@ import type { EditorView as EditorViewType } from "@codemirror/view";
 import { type QueryCompletionItem, type BatchColumnSelectionActionItem } from "./useQueryEditorBatchSelection";
 import type { CompletionMetadataScope } from "./queryEditorTypes";
 import { completionMatchRanges } from "@/lib/common/completionMatch";
+import { matchesIdentifierSearch } from "@/lib/sql/identifierSearch";
 import {
   buildSqlCompletionItemsFromContext,
   buildPostgresSequenceLiteralCompletionItems,
@@ -328,6 +329,13 @@ export function useQueryEditorCompletion(options: QueryEditorCompletionOptions)
     return buildCompletionResult(actions.length > 0 ? [...replacement.items, ...actions] : replacement.items, replacement.from, getSqlCompletionResultValidFor(fullDoc, position), completionContext.prefix);
   }
 
+  function itemHasHanText(item: QueryCompletionItem | BatchColumnSelectionActionItem): boolean {
+    if (/\p{Script=Han}/u.test(item.label)) return true;
+    if ("comment" in item && typeof item.comment === "string" && /\p{Script=Han}/u.test(item.comment)) return true;
+    if (typeof item.detail === "string" && /\p{Script=Han}/u.test(item.detail)) return true;
+    return false;
+  }
+
   // CodeMirror's built-in matcher only matches single-character queries against
   // the label start, and cannot match pinyin initials against Han labels. Our
   // provider already filters and ranks items itself (substring + pinyin), so
@@ -335,7 +343,14 @@ export function useQueryEditorCompletion(options: QueryEditorCompletionOptions)
   function shouldBypassCompletionFilter(prefix: string, items: Array<QueryCompletionItem | BatchColumnSelectionActionItem>): boolean {
     if (!prefix) return false;
     if (/\p{Script=Han}/u.test(prefix)) return true;
-    return /^[a-z0-9]+$/i.test(prefix) && items.some((item) => /\p{Script=Han}/u.test(item.label));
+    if (/^[a-z0-9]+$/i.test(prefix) && items.some(itemHasHanText)) return true;
+    return items.some((item) => {
+      const renderedLabel = "displayLabel" in item && typeof item.displayLabel === "string" ? item.displayLabel : item.label;
+      if (renderedLabel.toLowerCase().startsWith(prefix.toLowerCase())) return false;
+      if ("comment" in item && typeof item.comment === "string" && matchesIdentifierSearch(item.comment, prefix)) return true;
+      if (typeof item.detail === "string" && matchesIdentifierSearch(item.detail, prefix)) return true;
+      return false;
+    });
   }
 
   function completionItemsForBypassedFilter(prefix: string, items: Array<QueryCompletionItem | BatchColumnSelectionActionItem>): Array<QueryCompletionItem | BatchColumnSelectionActionItem> {
@@ -346,7 +361,11 @@ export function useQueryEditorCompletion(options: QueryEditorCompletionOptions)
       // prefix, otherwise checked columns cannot be applied from that menu.
       if (isBatchColumnSelectionAction(item)) return true;
       const renderedLabel = "displayLabel" in item && typeof item.displayLabel === "string" ? item.displayLabel : item.label;
-      return /\p{Script=Han}/u.test(item.label) || renderedLabel.toLowerCase().startsWith(normalized);
+      if (renderedLabel.toLowerCase().startsWith(normalized)) return true;
+      if (itemHasHanText(item)) return true;
+      if ("comment" in item && typeof item.comment === "string" && matchesIdentifierSearch(item.comment, prefix)) return true;
+      if (typeof item.detail === "string" && matchesIdentifierSearch(item.detail, prefix)) return true;
+      return false;
     });
   }
 
diff --git a/apps/desktop/src/lib/__tests__/editor/queryEditorCompletionKeymap.spec.ts b/apps/desktop/src/lib/__tests__/editor/queryEditorCompletionKeymap.spec.ts
index b9533ef8a9..b4ee71cb39 100644
--- a/apps/desktop/src/lib/__tests__/editor/queryEditorCompletionKeymap.spec.ts
+++ b/apps/desktop/src/lib/__tests__/editor/queryEditorCompletionKeymap.spec.ts
@@ -297,7 +297,7 @@ describe("QueryEditor completion Tab keymap", () => {
   });
 
   it("keeps ASCII single-character filtering while allowing Han pinyin matches", () => {
-    const source = [extractFunction("isBatchColumnSelectionAction"), extractFunction("completionItemsForBypassedFilter"), extractFunction("shouldBypassCompletionFilter"), extractFunction("buildCompletionResult")].join("\n");
+    const source = [extractFunction("isBatchColumnSelectionAction"), extractFunction("itemHasHanText"), extractFunction("completionItemsForBypassedFilter"), extractFunction("shouldBypassCompletionFilter"), extractFunction("buildCompletionResult")].join("\n");
     const javascript = ts.transpileModule(source, {
       compilerOptions: { module: ts.ModuleKind.None, target: ts.ScriptTarget.ES2022 },
     }).outputText;
@@ -316,7 +316,7 @@ describe("QueryEditor completion Tab keymap", () => {
   });
 
   it("bypasses CodeMirror filtering for Han substring matches", () => {
-    const javascript = ts.transpileModule(extractFunction("shouldBypassCompletionFilter"), {
+    const javascript = ts.transpileModule([extractFunction("itemHasHanText"), extractFunction("shouldBypassCompletionFilter")].join("\n"), {
       compilerOptions: { module: ts.ModuleKind.None, target: ts.ScriptTarget.ES2022 },
     }).outputText;
     const shouldBypassCompletionFilter = new Function(`${javascript}\nreturn shouldBypassCompletionFilter;`)() as (prefix: string, items: Array<{ label: string }>) => boolean;
diff --git a/apps/desktop/src/lib/__tests__/sql/sqlCompletion.pinyin.spec.ts b/apps/desktop/src/lib/__tests__/sql/sqlCompletion.pinyin.spec.ts
index dc8ab3eaa0..2f2310aa07 100644
--- a/apps/desktop/src/lib/__tests__/sql/sqlCompletion.pinyin.spec.ts
+++ b/apps/desktop/src/lib/__tests__/sql/sqlCompletion.pinyin.spec.ts
@@ -177,3 +177,36 @@ describe("sqlCompletion identifier column matching", () => {
     expect(items.some((item) => item.label === "created_at")).toBe(false);
   });
 });
+
+describe("sqlCompletion comment matching", () => {
+  it("matches tables by Chinese comment and pinyin", () => {
+    const items = buildSqlCompletionItems("SELECT * FROM yh", "SELECT * FROM yh".length, {
+      databaseType: "mysql",
+      tables: [
+        { name: "t_user", type: "table", comment: "用户表" },
+        { name: "t_order", type: "table", comment: "订单表" },
+      ],
+      columnsByTable: new Map(),
+    });
+    expect(items).toEqual(expect.arrayContaining([expect.objectContaining({ label: "t_user", type: "table" })]));
+    expect(items.some((item) => item.label === "t_order")).toBe(false);
+  });
+
+  it("matches columns by Chinese comment and pinyin", () => {
+    const items = buildSqlCompletionItems("SELECT * FROM t_user WHERE cjsj", "SELECT * FROM t_user WHERE cjsj".length, {
+      databaseType: "mysql",
+      tables: [{ name: "t_user", type: "table" }],
+      columnsByTable: new Map([
+        [
+          "t_user",
+          [
+            { name: "create_time", table: "t_user", comment: "创建时间" },
+            { name: "update_time", table: "t_user", comment: "更新时间" },
+          ],
+        ],
+      ]),
+    });
+    expect(items).toEqual(expect.arrayContaining([expect.objectContaining({ label: "create_time", type: "column" })]));
+    expect(items.some((item) => item.label === "update_time")).toBe(false);
+  });
+});
diff --git a/apps/desktop/src/lib/sql/sqlCompletion.ts b/apps/desktop/src/lib/sql/sqlCompletion.ts
index 2afe1642a4..ba6e210cb3 100644
--- a/apps/desktop/src/lib/sql/sqlCompletion.ts
+++ b/apps/desktop/src/lib/sql/sqlCompletion.ts
@@ -1519,6 +1519,7 @@ export interface SqlCompletionTable {
   detail?: string;
   applyName?: string;
   boost?: number;
+  comment?: string | null;
 }
 
 export interface SqlCompletionObject {
@@ -2001,7 +2002,8 @@ class SqlCompletionProvider {
         const isAliasSnippet = item.type === "snippet" && item.apply === formatAliasCompletionApply(item.label);
         const isExactLabelMatch = !isAliasSnippet && item.label.toLowerCase() === context.prefix.toLowerCase();
         const isExactFilterTextMatch = item.filterText?.toLowerCase() === context.prefix.toLowerCase();
-        if (isExactLabelMatch || isExactFilterTextMatch) {
+        const isExactCommentMatch = item.comment?.toLowerCase() === context.prefix.toLowerCase();
+        if (isExactLabelMatch || isExactFilterTextMatch || isExactCommentMatch) {
           item.exactMatch = true;
           item.boost += EXACT_LABEL_MATCH_BOOST;
         }
@@ -2034,7 +2036,7 @@ export function shouldAutoOpenSqlCompletion(sql: string, cursor: number, options
   }
   if (context.exclusiveColumnSuggestions || shouldAutoOpenColumnCompletion(context, beforeCursor, beforeCursor.length, options.databaseType)) return true;
   if (context.dataTypeContext) return true;
-  return /[A-Za-z_$@.]/.test(previousChar);
+  return /[A-Za-z_$@.\p{Script=Han}]/u.test(previousChar);
 }
 
 function shouldAutoOpenColumnCompletion(context: SqlCompletionContext, sql: string, cursor: number, databaseType: DatabaseType | undefined): boolean {
@@ -4708,6 +4710,48 @@ function buildReferencedTableItems(context: SqlCompletionContext, completionTabl
   return items;
 }
 
+export function tableCompletionComment(table: SqlCompletionTable): string | undefined {
+  if (table.comment?.trim()) return table.comment.trim();
+  if (table.detail) {
+    const arrowIndex = table.detail.indexOf("→");
+    if (arrowIndex >= 0) {
+      const comment = table.detail.slice(arrowIndex + 1).trim();
+      if (comment) return comment;
+    }
+  }
+  return undefined;
+}
+
+export function matchesTableSearch(table: SqlCompletionTable, prefix: string): boolean {
+  if (!prefix) return true;
+  if (matchesPrefix(table.name, prefix)) return true;
+  const comment = tableCompletionComment(table);
+  return !!comment && matchesPrefix(comment, prefix);
+}
+
+export function computeTableBoost(table: SqlCompletionTable, prefix: string): number {
+  if (!prefix) return computeBoost(table.name, prefix);
+  const nameScore = computeBoost(table.name, prefix);
+  const comment = tableCompletionComment(table);
+  const commentScore = comment ? computeBoost(comment, prefix) : -1;
+  return Math.max(nameScore, commentScore > 0 ? commentScore - 50 : -1);
+}
+
+export function matchesColumnSearch(column: SqlCompletionColumn, prefix: string): boolean {
+  if (!prefix) return true;
+  if (matchesIdentifierSearch(column.name, prefix)) return true;
+  const comment = column.comment?.trim();
+  return !!comment && matchesIdentifierSearch(comment, prefix);
+}
+
+export function computeColumnBoost(column: SqlCompletionColumn, displayLabel: string, prefix: string): number {
+  if (!prefix) return Math.max(identifierMatchScore(column.name, prefix), identifierMatchScore(displayLabel, prefix));
+  const nameScore = Math.max(identifierMatchScore(column.name, prefix), identifierMatchScore(displayLabel, prefix));
+  const comment = column.comment?.trim();
+  const commentScore = comment ? identifierMatchScore(comment, prefix) : -1;
+  return Math.max(nameScore, commentScore > 0 ? commentScore - 50 : -1);
+}
+
 function buildTableItems(
   context: Pick<SqlCompletionContext, "prefix" | "qualifier" | "qualifierParts">,
   tables: SqlCompletionTable[],
@@ -4722,8 +4766,8 @@ function buildTableItems(
   const { prefix } = context;
   const qualifierSchema = context.qualifierParts?.[context.qualifierParts.length - 1] ?? context.qualifier?.split(".").filter(Boolean).pop();
   const existingAliases = new Set(referencedTables.map((ref) => ref.alias?.toLowerCase()).filter((alias): alias is string => !!alias));
-  const matchingTables = tables.filter((table) => matchesPrefix(table.name, prefix));
-  // Ambiguity is decided among prefix-matching tables only, matching prior behavior.
+  const matchingTables = tables.filter((table) => matchesTableSearch(table, prefix));
+  // Ambiguity is decided among matching tables only.
   const schemasByTableName = collectSchemasByTableName(matchingTables);
   return matchingTables
     .map((table) => {
@@ -4745,13 +4789,19 @@ function buildTableItems(
               : (casedSuppliedApplyName ?? defaultApplyName);
       const alias = autoAliasTables ? generateTableCompletionAlias(table.name, existingAliases) : "";
       const schemaDetail = ambiguousTableName && table.schema ? `${table.schema}.${table.name}` : undefined;
-      const detail = table.detail && schemaDetail ? `${schemaDetail}  ${table.detail}` : (table.detail ?? schemaDetail ?? (table.type === "table" ? undefined : table.type));
+      const comment = tableCompletionComment(table);
+      const commentDetail = comment ? `→ ${comment}` : undefined;
+      const tableDetail = table.detail ?? commentDetail;
+      const detail = tableDetail && schemaDetail ? `${schemaDetail}  ${tableDetail}` : (tableDetail ?? schemaDetail ?? (table.type === "table" ? undefined : table.type));
+      const nameMatches = matchesPrefix(table.name, prefix);
       return {
         label: tableName,
+        filterText: nameMatches ? undefined : comment || prefix,
         type: "table" as const,
         detail,
         apply: formatTableAliasApply(applyName, alias),
-        boost: computeBoost(table.name, prefix) + 1000 + (table.boost ?? 0),
+        boost: computeTableBoost(table, prefix) + 1000 + (table.boost ?? 0),
+        comment,
         dedupeKey:
           schemaQualificationMode === "never" && table.schema
             ? `${quoteCasedIdentifier(table.schema, applySqlIdentifierCase(table.schema, identifierCase), dialect)}.${unqualifiedApplyName}`
@@ -4784,12 +4834,12 @@ function buildForeignKeyRelatedTableItems(
       for (const foreignKey of foreignKeys) {
         if (referencedTableMatchesName(ref, owner.name, owner.schema)) {
           const target = findCompletionTable(tables, foreignKey.ref_table, foreignKey.ref_schema);
-          if (target && matchesPrefix(target.name, context.prefix)) {
+          if (target && matchesTableSearch(target, context.prefix)) {
             candidates.set(`${target.schema ?? ""}.${target.name}`.toLowerCase(), { table: target, detail: `related by ${foreignKey.column} → ${qualifiedCompletionName(foreignKey.ref_table, foreignKey.ref_schema)}.${foreignKey.ref_column}` });
           }
         } else if (referencedTableMatchesName(ref, foreignKey.ref_table, foreignKey.ref_schema)) {
           const target = findCompletionTable(tables, owner.name, owner.schema);
-          if (target && matchesPrefix(target.name, context.prefix)) {
+          if (target && matchesTableSearch(target, context.prefix)) {
             candidates.set(`${target.schema ?? ""}.${target.name}`.toLowerCase(), { table: target, detail: `related by ${qualifiedCompletionName(owner.name, owner.schema)}.${foreignKey.column} → ${foreignKey.ref_column}` });
           }
         }
@@ -4800,7 +4850,7 @@ function buildForeignKeyRelatedTableItems(
   // Reuse buildTableItems' ambiguity signal so FK candidates qualify with
   // `schema.table` exactly when regular candidates would. Built from the same
   // prefix-matching table set buildTableItems uses, keeping the two in lockstep.
-  const schemasByTableName = collectSchemasByTableName(tables.filter((table) => matchesPrefix(table.name, context.prefix)));
+  const schemasByTableName = collectSchemasByTableName(tables.filter((table) => matchesTableSearch(table, context.prefix)));
   const qualifierSchema = context.qualifierParts?.[context.qualifierParts.length - 1] ?? context.qualifier?.split(".").filter(Boolean).pop();
 
   return [...candidates.values()]
@@ -4811,12 +4861,16 @@ function buildForeignKeyRelatedTableItems(
       const unqualifiedApplyName = quoteCasedIdentifier(table.name, tableName, dialect);
       const applyName = qualifiedByContext || schemaQualificationMode === "never" ? unqualifiedApplyName : defaultApplyName;
       const alias = autoAliasTables ? generateTableCompletionAlias(table.name, existingAliases) : "";
+      const comment = tableCompletionComment(table);
+      const nameMatches = matchesPrefix(table.name, context.prefix);
       return {
         label: tableName,
+        filterText: nameMatches ? undefined : comment || context.prefix,
         type: "table" as const,
         detail,
         apply: formatTableAliasApply(applyName, alias),
-        boost: computeBoost(table.name, context.prefix) + 3600,
+        boost: computeTableBoost(table, context.prefix) + 3600,
+        comment,
         // Mirror buildTableItems' dedupeKey so an FK candidate and the regular
         // candidate for the same schema-qualified table collapse to one entry.
         dedupeKey:
@@ -5629,7 +5683,7 @@ function completionColumnPrefixCandidates(columns: readonly SqlCompletionColumn[
     for (let indexPosition = 0; indexPosition < columns.length && candidates.length < limit; indexPosition += 1) {
       if (seen.has(indexPosition)) continue;
       const column = columns[indexPosition];
-      if (!column || !matchesIdentifierSearch(column.name, prefix)) continue;
+      if (!column || !matchesColumnSearch(column, prefix)) continue;
       candidates.push(column);
     }
   }
@@ -5721,10 +5775,10 @@ function buildColumnItems(context: SqlCompletionContext, columnsByTable: Map<str
 
   const rankedColumns = uniqueColumns
     .map((column, index) => ({ column, index }))
-    .filter(({ column }) => matchesIdentifierSearch(column.name, context.prefix) || matchesIdentifierSearch(column.displayLabel, context.prefix))
+    .filter(({ column }) => matchesColumnSearch(column, context.prefix) || matchesIdentifierSearch(column.displayLabel, context.prefix))
     .map(({ column, index }) => {
       const keyBoost = isKeyColumn(column.name) ? 500 : 0;
-      const matchScore = Math.max(identifierMatchScore(column.name, context.prefix), identifierMatchScore(column.displayLabel, context.prefix));
+      const matchScore = computeColumnBoost(column, column.displayLabel, context.prefix);
       return { column, index, boost: matchScore + keyBoost + relevanceBoost };
     })
     .sort((left, right) => right.boost - left.boost || left.index - right.index)
@@ -5734,9 +5788,11 @@ function buildColumnItems(context: SqlCompletionContext, columnsByTable: Map<str
   const quoteBatchColumns = !!batchSelectionMode && quoteIdentifiers !== false && (databaseType === "mysql" || databaseType === "starrocks");
 
   return rankedColumns.map(({ column, boost }) => {
+    const nameMatches = matchesIdentifierSearch(column.name, context.prefix) || matchesIdentifierSearch(column.displayLabel, context.prefix);
+    const filterText = column.displayLabel !== column.name ? column.name : nameMatches ? undefined : column.comment?.trim() || context.prefix;
     return {
       label: column.displayLabel,
-      filterText: column.displayLabel === column.name ? undefined : column.name,
+      filterText,
       type: "column" as const,
       detail: buildColumnDetail(column),
       info: buildColumnInfo(column),
@@ -6404,7 +6460,7 @@ function buildNonAggregatedColumnItems(context: SqlCompletionContext, columnsByT
     for (const col of completionColumnPrefixCandidates(cols, context.prefix, 256)) {
       const key = col.name.toLowerCase();
       if (!nonAggSet.has(key) || seen.has(key)) continue;
-      if (context.prefix && !matchesIdentifierSearch(col.name, context.prefix)) continue;
+      if (context.prefix && !matchesColumnSearch(col, context.prefix)) continue;
       seen.add(key);
       items.push({
         label: col.name,
@@ -6412,6 +6468,7 @@ function buildNonAggregatedColumnItems(context: SqlCompletionContext, columnsByT
         detail: "non-aggregated column — required in GROUP BY",
         apply: quoteCompletionApplyIdentifier(col.name, dialect),
         boost: 2800 - items.length,
+        comment: col.comment?.trim() || undefined,
       });
     }
   }
diff --git a/apps/desktop/src/stores/__tests__/connectionStore.completion.spec.ts b/apps/desktop/src/stores/__tests__/connectionStore.completion.spec.ts
index d2fff7cc45..686fc0b3a7 100644
--- a/apps/desktop/src/stores/__tests__/connectionStore.completion.spec.ts
+++ b/apps/desktop/src/stores/__tests__/connectionStore.completion.spec.ts
@@ -2219,4 +2219,36 @@ describe("connectionStore completion assistant", () => {
 
     expect(listSchemas).toHaveBeenCalledTimes(52);
   });
+
+  it("searches local completion tables and column prefixes by comment (#12033)", async () => {
+    const completionAssistantSearch = vi.fn().mockResolvedValue({
+      candidates: [
+        { name: "t_user", kind: "table", schema: "public", comment: "用户基础信息表" },
+        { name: "t_order", kind: "table", schema: "public", comment: "订单表" },
+      ],
+      incomplete: false,
+      fallback_used: false,
+    });
+
+    vi.doMock("@/lib/backend/tauriRuntime", () => ({ isTauriRuntime: () => false }));
+    vi.doMock("@/lib/backend/api", () => ({
+      checkConnectionHealth: vi.fn().mockResolvedValue(undefined),
+      completionAssistantSearch,
+    }));
+
+    const { useConnectionStore } = await import("@/stores/connectionStore");
+    const store = useConnectionStore();
+    store.connections = [postgresConnection()];
+    store.connectedIds.add("pg-1");
+
+    await store.listCompletionTables("pg-1", "app", "", 20, "public");
+
+    // Match by Chinese comment
+    const matchedByComment = store.lookupLocalCompletionTables("pg-1", "app", "用户", 20, "public");
+    expect(matchedByComment.map((t) => t.name)).toEqual(["t_user"]);
+
+    // Match by comment pinyin initials
+    const matchedByPinyin = store.lookupLocalCompletionTables("pg-1", "app", "ddb", 20, "public");
+    expect(matchedByPinyin.map((t) => t.name)).toEqual(["t_order"]);
+  });
 });
diff --git a/apps/desktop/src/stores/connectionStore.ts b/apps/desktop/src/stores/connectionStore.ts
index a8437b5f6c..0c0213bd0f 100644
--- a/apps/desktop/src/stores/connectionStore.ts
+++ b/apps/desktop/src/stores/connectionStore.ts
@@ -2798,6 +2798,16 @@ export const useConnectionStore = defineStore("connection", () => {
     return normalized ? `→ ${normalized}` : undefined;
   }
 
+  function tableCommentFromDetail(detail: string | null | undefined): string | undefined {
+    if (!detail) return undefined;
+    const arrowIndex = detail.indexOf("→");
+    if (arrowIndex >= 0) {
+      const comment = detail.slice(arrowIndex + 1).trim();
+      if (comment) return comment;
+    }
+    return undefined;
+  }
+
   function tableInfosToCompletionTables(tables: readonly TableInfo[], schema?: string, catalog?: string): SqlCompletionTable[] {
     return tables.map((table) => {
       const detail = completionTableDetail(table.comment);
@@ -8737,36 +8747,47 @@ export const useConnectionStore = defineStore("connection", () => {
     return 1_000 - gaps - text.length;
   }
 
+  function textMatchScore(text: string, normalized: string): number {
+    if (!normalized) return 0;
+    if (text === normalized) return 9_000 - text.length;
+    if (text.startsWith(normalized)) return 7_500 - text.length;
+    const segments = completionNameSegments(text);
+    if (segments.some((segment) => segment.startsWith(normalized))) return 7_200 - text.length;
+    const acronym = completionNameAcronym(text);
+    if (acronym === normalized) return 7_100 - text.length;
+    if (acronym.startsWith(normalized)) return 6_900 - text.length;
+    // DataGrip-style pinyin initials for Han names, e.g. "zzj" → 总租金,
+    // including ordered subsequences like "zj" → 总租金.
+    if (/^[a-z0-9]+$/.test(normalized) && containsHan(text)) {
+      const pinyinInitials = pinyinFirstLetters(text);
+      if (pinyinInitials === normalized) return 7_050 - text.length;
+      if (pinyinInitials.startsWith(normalized)) return 6_850 - text.length;
+      const subsequence = orderedSubsequenceSpan(pinyinInitials, normalized);
+      if (subsequence) return 5_000 - subsequence.first * 30 - subsequence.span * 10 - text.length;
+    }
+    if (normalized.length <= segments.length && segments.every((segment, index) => segment.startsWith(normalized[index] ?? ""))) return 6_700 - text.length;
+    if (text.includes(normalized)) return 4_000 - text.length;
+    const subsequenceScore = orderedSubsequenceScore(text, normalized);
+    return subsequenceScore;
+  }
+
   function tableMatchScore(table: SqlCompletionTable, filter: string, preferredSchema?: string): number {
     const text = table.name.toLowerCase();
     const schema = table.schema?.toLowerCase();
     const normalized = filter.trim().toLowerCase();
     const score = schema && preferredSchema && schema === preferredSchema.toLowerCase() ? 10_000 : 0;
     if (!normalized) return score;
-    if (text === normalized) return score + 9_000 - text.length;
-    if (text.startsWith(normalized)) return score + 7_500 - text.length;
-    const segments = completionNameSegments(table.name);
-    if (segments.some((segment) => segment.startsWith(normalized))) return score + 7_200 - text.length;
-    const acronym = completionNameAcronym(table.name);
-    if (acronym === normalized) return score + 7_100 - text.length;
-    if (acronym.startsWith(normalized)) return score + 6_900 - text.length;
-    // DataGrip-style pinyin initials for Han names, e.g. "zzj" → 总租金,
-    // including ordered subsequences like "zj" → 总租金.
-    if (/^[a-z0-9]+$/.test(normalized) && containsHan(text)) {
-      const pinyinInitials = pinyinFirstLetters(text);
-      if (pinyinInitials === normalized) return score + 7_050 - text.length;
-      if (pinyinInitials.startsWith(normalized)) return score + 6_850 - text.length;
-      const subsequence = orderedSubsequenceSpan(pinyinInitials, normalized);
-      if (subsequence) return score + 5_000 - subsequence.first * 30 - subsequence.span * 10 - text.length;
-    }
-    if (normalized.length <= segments.length && segments.every((segment, index) => segment.startsWith(normalized[index] ?? ""))) return score + 6_700 - text.length;
-    if (text.includes(normalized)) return score + 4_000 - text.length;
-    const subsequenceScore = orderedSubsequenceScore(text, normalized);
-    return subsequenceScore < 0 ? -1 : score + subsequenceScore;
+
+    const nameScore = textMatchScore(text, normalized);
+    const comment = table.comment?.trim() || tableCommentFromDetail(table.detail);
+    const commentScore = comment ? textMatchScore(comment.toLowerCase(), normalized) : -1;
+
+    const bestScore = Math.max(nameScore, commentScore > 0 ? commentScore - 50 : -1);
+    return bestScore < 0 ? -1 : score + bestScore;
   }
 
   function objectMatchScore(object: SqlCompletionObject, filter: string, preferredSchema?: string): number {
-    const tableLike: SqlCompletionTable = { name: object.name, schema: object.schema };
+    const tableLike: SqlCompletionTable = { name: object.name, schema: object.schema, comment: object.comment };
     return tableMatchScore(tableLike, filter, preferredSchema);
   }
 
@@ -8910,7 +8931,7 @@ export const useConnectionStore = defineStore("connection", () => {
     }
     if (!reusable) return undefined;
     return {
-      columns: reusable.columns.filter((column) => column.name.toLowerCase().startsWith(normalizedPrefix)),
+      columns: reusable.columns.filter((column) => column.name.toLowerCase().startsWith(normalizedPrefix) || Boolean(column.comment?.toLowerCase().startsWith(normalizedPrefix))),
       complete: true,
     };
   }
diff --git a/packages/app-tests/sqlCompletion.test.ts b/packages/app-tests/sqlCompletion.test.ts
index fe6cdcaab0..f7fcee9fa9 100644
--- a/packages/app-tests/sqlCompletion.test.ts
+++ b/packages/app-tests/sqlCompletion.test.ts
@@ -4771,3 +4771,94 @@ test("CTE table completions follow identifierCase (#11400)", () => {
   assert.equal(cteItem?.apply, "my_cte", "should apply lowercase CTE name");
 });
 
+test("table and column completions can be searched by comments (#12033)", () => {
+  const tables = [
+    { name: "t_user", type: "table" as const, comment: "用户基础信息表" },
+    { name: "t_order", type: "table" as const, comment: "订单表" },
+    { name: "t_account", type: "table" as const, detail: "→ 账户中心" },
+    { name: "customer_summary", type: "table" as const, comment: "customer billing summary" },
+  ];
+  const columnsByTable = new Map([
+    [
+      "t_user",
+      [
+        { name: "user_id", table: "t_user", comment: "用户主键ID" },
+        { name: "nickname", table: "t_user", comment: "用户昵称" },
+        { name: "created_at", table: "t_user", comment: "创建时间" },
+        { name: "email_address", table: "t_user", comment: "user electronic mail" },
+      ],
+    ],
+  ]);
+
+  // Table matching by Chinese comment substring
+  const hanTableItems = buildSqlCompletionItems("select * from 用", "select * from 用".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(hanTableItems.some((item) => item.label === "t_user"));
+  assert.equal(hanTableItems.some((item) => item.label === "t_order"), false);
+
+  // Table matching by pinyin initials of comment
+  const pinyinTableItems = buildSqlCompletionItems("select * from ddb", "select * from ddb".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(pinyinTableItems.some((item) => item.label === "t_order"));
+
+  // Table matching from detail
+  const detailTableItems = buildSqlCompletionItems("select * from 账户", "select * from 账户".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(detailTableItems.some((item) => item.label === "t_account"));
+
+  // Table matching by English comment
+  const enCommentTableItems = buildSqlCompletionItems("select * from billing", "select * from billing".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(enCommentTableItems.some((item) => item.label === "customer_summary"));
+
+  // Column matching by Chinese comment
+  const hanColItems = buildSqlCompletionItems("select cj from t_user", "select cj".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(hanColItems.some((item) => item.label === "created_at"));
+
+  const hanColSubstringItems = buildSqlCompletionItems("select 昵称 from t_user", "select 昵称".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(hanColSubstringItems.some((item) => item.label === "nickname"));
+
+  // Column matching by English comment
+  const enColItems = buildSqlCompletionItems("select mail from t_user", "select mail".length, {
+    tables,
+    columnsByTable,
+    databaseType: "mysql",
+  });
+  assert.ok(enColItems.some((item) => item.label === "email_address"));
+
+  // Name match takes priority over comment match when query matches both
+  const nameVsCommentTables = [
+    { name: "user_log", type: "table" as const, comment: "系统操作日志" },
+    { name: "t_history", type: "table" as const, comment: "user login history" },
+  ];
+  const priorityItems = buildSqlCompletionItems("select * from user", "select * from user".length, {
+    tables: nameVsCommentTables,
+    columnsByTable: new Map(),
+    databaseType: "mysql",
+  });
+  const userLogIndex = priorityItems.findIndex((item) => item.label === "user_log");
+  const historyIndex = priorityItems.findIndex((item) => item.label === "t_history");
+  assert.ok(userLogIndex >= 0 && historyIndex >= 0);
+  assert.ok(userLogIndex < historyIndex, "Name match should rank ahead of comment match");
+});
+