feat: 管理界面优化 — 移动端自适应 + 数据源 + LLM 配置

移动端自适应:
- AdminLayout: 汉堡菜单 + 可折叠侧边栏 + 遮罩层 + ESC 关闭
- 所有页面响应式布局 (grid-cols-1 sm:grid-cols-2 lg:grid-cols-4)
- 触摸友好按钮 (min-h-[44px])
- 表格移动端卡片视图

新增页面:
- DataSources: 数据源状态 + API Key 脱敏 + 测试连接
- LLMConfig: LLM 配置 + 测试连接 + 使用统计 + 最近预测

增强功能:
- Config: 配置列表 + 修改指南 + 快捷导航
- types: 新增 DataSourceStatus, LLMUsageStats 等类型
- dal: 新增 testDataSource, fetchDataSourceStatuses, testLLMConnection 等

.claude/settings.local.json

@@ -0,0 +1,43 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash(python -m pytest tests/ -v)",
+      "Bash(python -c \"import src.core.http_client; import src.llm.provider; import src.data.understat; import src.data.injuries; import src.llm.agents.orchestrator; import src.llm.context_builder; import src.api.app; print\\('All imports OK'\\)\")",
+      "Bash(python -c \"from src.data.sources import get_source, list_sources; print\\('sources:', list_sources\\(\\)\\); print\\('bzzoiro:', get_source\\('bzzoiro'\\).name\\); print\\('understat:', get_source\\('understat'\\).name\\)\")",
+      "Bash(python -c \"from src.api.routes.ingest import router; print\\('ingest router OK:', len\\(router.routes\\), 'routes'\\)\")",
+      "Bash(python -c ' *)",
+      "Bash(python -m pytest tests/ -q)",
+      "Bash(git -C /p rev-parse --git-dir)",
+      "Bash(git config *)",
+      "Bash(git init *)",
+      "Bash(git add *)",
+      "Bash(git commit -m 'feat: 足球 LLM 预测服务初始提交 *)",
+      "Bash(git remote *)",
+      "Bash(git push *)",
+      "Bash(git fetch *)",
+      "Bash(git branch *)",
+      "Bash(git commit *)",
+      "Bash(pg_isready -h localhost -p 5432)",
+      "Bash(python -c \"import pytest_asyncio; print\\('pytest-asyncio OK'\\)\")",
+      "Bash(python -c \"import pytest; print\\('pytest', pytest.__version__\\)\")",
+      "Bash(python -c \"import aiosqlite; print\\('aiosqlite', aiosqlite.__version__\\)\")",
+      "Bash(npm run *)",
+      "Bash(npm install *)",
+      "Bash(git revert *)",
+      "Bash(python -c \"from src.api.app import app; print\\('OK'\\)\")",
+      "Bash(python -m pytest tests/test_agents.py::TestReportParsing::test_parse_bad_values_forgiving -v)",
+      "Bash(python -c \"from src.data.bzzoiro import BzzoiroSource; print\\('OK'\\)\")",
+      "Bash(python -m pytest tests/test_agents.py::TestReportParsing::test_parse_full_report -v)",
+      "Bash(python -c \"from src.db.unit_of_work import UnitOfWork, get_uow; from src.db.repositories import MatchRepository, TeamRepository; print\\('OK'\\)\")",
+      "Bash(python -c \"from src.data.bzzoiro import BzzoiroSource; from src.data.understat import UnderstatSource; from src.data.injuries import ingest_injuries; print\\('OK'\\)\")",
+      "Bash(python -m compileall src tests)",
+      "Bash(alembic current *)",
+      "Bash(alembic history *)",
+      "Bash(python -c \"from src.db.models import MatchStats, Prediction; print\\('Models OK'\\)\")",
+      "Bash(git pull *)",
+      "Bash(ocr delegate *)",
+      "Bash(npm i *)",
+      "Bash(python -c \"from src.llm.validation import KNOWN_AGENT_NAMES; print\\(KNOWN_AGENT_NAMES\\)\")"
+    ]
+  }
+}

alembic/env.py

@@ -3,7 +3,7 @@ from logging.config import fileConfig
 import sys
 from pathlib import Path
 
-from sqlalchemy import engine_from_config, pool
+from sqlalchemy import engine_from_config, pool, text
 from alembic import context
 
 # 把项目根加入 pythonpath,让 alembic 能找到 src 包
@@ -29,6 +29,23 @@ if config.config_file_name is not None:
 target_metadata = Base.metadata
 
 
+def _ensure_version_table(connection):
+    """确保 alembic_version 表存在且 version_num 列足够长。
+
+    Alembic 默认 version_num 是 String(32),但我们的迁移名较长(如
+    0005_prediction_status_and_stats_provenance 有 41 个字符),会导致
+    StringDataRightTruncation 错误。
+    """
+    result = connection.execute(text(
+        "SELECT EXISTS (SELECT 1 FROM information_schema.tables WHERE table_name = 'alembic_version')"
+    ))
+    if not result.scalar():
+        connection.execute(text(
+            "CREATE TABLE alembic_version (version_num VARCHAR(255) NOT NULL PRIMARY KEY)"
+        ))
+        connection.commit()
+
+
 def run_migrations_offline() -> None:
     """Run migrations in 'offline' mode."""
     url = config.get_main_option("sqlalchemy.url")
@@ -52,6 +69,7 @@ def run_migrations_online() -> None:
     )
 
     with connectable.connect() as connection:
+        _ensure_version_table(connection)
         context.configure(connection=connection, target_metadata=target_metadata)
 
         with context.begin_transaction():

alembic/versions/0008_raw_event_and_ingest_failure.py

@@ -0,0 +1,107 @@
+"""创建 Bronze 层、死信表、质量监控、血缘追踪 4 张新表
+
+Revision ID: 0008_raw_event_and_ingest_failure
+Revises: 0007_predictions_unique_constraint
+Create Date: 2026-09-17
+
+"""
+
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects.postgresql import JSONB
+
+revision: str = '0008_raw_event_and_ingest_failure'
+down_revision: Union[str, None] = '0007_predictions_unique_constraint'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    # 1. RawEvent - Bronze 层原始事件存档
+    op.create_table(
+        'raw_events',
+        sa.Column('id', sa.BigInteger(), primary_key=True),
+        sa.Column('source_system', sa.String(50), nullable=False),
+        sa.Column('source_record_id', sa.String(100), nullable=False),
+        sa.Column('raw_payload', JSONB(), nullable=False),
+        sa.Column('ingested_at', sa.DateTime(timezone=True), server_default=sa.func.now()),
+        sa.Column('ingest_batch_id', sa.String(36), nullable=True),
+        sa.UniqueConstraint('source_system', 'source_record_id', name='uq_raw_event'),
+    )
+    op.create_index('ix_raw_event_batch', 'raw_events', ['ingest_batch_id'])
+
+    # 2. IngestFailure - 采集失败死信表
+    op.create_table(
+        'ingest_failures',
+        sa.Column('id', sa.BigInteger(), primary_key=True),
+        sa.Column('source_system', sa.String(50), nullable=False),
+        sa.Column('entity_type', sa.String(50), nullable=False),
+        sa.Column('source_record_id', sa.String(100), nullable=True),
+        sa.Column('error_type', sa.String(50), nullable=False),
+        sa.Column('error_detail', sa.Text(), nullable=True),
+        sa.Column('raw_payload', JSONB(), nullable=True),
+        sa.Column('retry_count', sa.Integer(), server_default='0'),
+        sa.Column('next_retry_at', sa.DateTime(timezone=True), nullable=True),
+        sa.Column('status', sa.String(20), server_default='pending'),
+        sa.Column('created_at', sa.DateTime(timezone=True), server_default=sa.func.now()),
+        sa.Column('resolved_at', sa.DateTime(timezone=True), nullable=True),
+    )
+    op.create_index('ix_ingest_failure_status', 'ingest_failures', ['status', 'next_retry_at'])
+    op.create_check_constraint(
+        'ck_ingest_failure_status',
+        'ingest_failures',
+        "status IN ('pending', 'retrying', 'resolved', 'abandoned')",
+    )
+
+    # 3. DataQualityCheck - 数据质量监控
+    op.create_table(
+        'data_quality_checks',
+        sa.Column('id', sa.BigInteger(), primary_key=True),
+        sa.Column('check_name', sa.String(100), nullable=False),
+        sa.Column('entity_type', sa.String(50), nullable=False),
+        sa.Column('entity_id', sa.Integer(), nullable=True),
+        sa.Column('expected_value', sa.Float(), nullable=True),
+        sa.Column('actual_value', sa.Float(), nullable=False),
+        sa.Column('passed', sa.Boolean(), nullable=False),
+        sa.Column('severity', sa.String(10), server_default='warning'),
+        sa.Column('detail', JSONB(), nullable=True),
+        sa.Column('checked_at', sa.DateTime(timezone=True), server_default=sa.func.now()),
+    )
+    op.create_index('ix_dqc_checked_at', 'data_quality_checks', ['checked_at'])
+    op.create_index('ix_dqc_entity', 'data_quality_checks', ['entity_type', 'entity_id'])
+
+    # 4. DataLineage - ETL 血缘追踪
+    op.create_table(
+        'data_lineage',
+        sa.Column('id', sa.BigInteger(), primary_key=True),
+        sa.Column('source_system', sa.String(50), nullable=False),
+        sa.Column('source_record_id', sa.String(100), nullable=False),
+        sa.Column('target_table', sa.String(50), nullable=False),
+        sa.Column('target_id', sa.Integer(), nullable=True),
+        sa.Column('transform_name', sa.String(50), nullable=False),
+        sa.Column('transform_detail', JSONB(), nullable=True),
+        sa.Column('batch_id', sa.String(36), nullable=True),
+        sa.Column('created_at', sa.DateTime(timezone=True), server_default=sa.func.now()),
+    )
+    op.create_index('ix_lineage_source', 'data_lineage', ['source_system', 'source_record_id'])
+    op.create_index('ix_lineage_target', 'data_lineage', ['target_table', 'target_id'])
+    op.create_index('ix_lineage_batch', 'data_lineage', ['batch_id'])
+
+
+def downgrade() -> None:
+    op.drop_index('ix_lineage_batch', table_name='data_lineage')
+    op.drop_index('ix_lineage_target', table_name='data_lineage')
+    op.drop_index('ix_lineage_source', table_name='data_lineage')
+    op.drop_table('data_lineage')
+
+    op.drop_index('ix_dqc_entity', table_name='data_quality_checks')
+    op.drop_index('ix_dqc_checked_at', table_name='data_quality_checks')
+    op.drop_table('data_quality_checks')
+
+    op.drop_index('ix_ingest_failure_status', table_name='ingest_failures')
+    op.drop_table('ingest_failures')
+
+    op.drop_index('ix_raw_event_batch', table_name='raw_events')
+    op.drop_table('raw_events')

alembic/versions/0009_match_stats_xg_fields.py

@@ -0,0 +1,29 @@
+"""为 MatchStats 添加 xG 追踪字段
+
+Revision ID: 0009_match_stats_xg_fields
+Revises: 0008_raw_event_and_ingest_failure
+Create Date: 2026-09-17
+
+"""
+
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+revision: str = '0009_match_stats_xg_fields'
+down_revision: Union[str, None] = '0008_raw_event_and_ingest_failure'
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    op.add_column('match_stats', sa.Column('xg_source', sa.String(30), nullable=True))
+    op.add_column('match_stats', sa.Column('xg_updated_at', sa.DateTime(timezone=True), nullable=True))
+    op.add_column('match_stats', sa.Column('xg_source_record_id', sa.String(100), nullable=True))
+
+
+def downgrade() -> None:
+    op.drop_column('match_stats', 'xg_source_record_id')
+    op.drop_column('match_stats', 'xg_updated_at')
+    op.drop_column('match_stats', 'xg_source')

docker-compose.yml

@@ -6,7 +6,7 @@ services:
       POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:?POSTGRES_PASSWORD 未设置}
       POSTGRES_DB: ${POSTGRES_DB:-football}
     ports:
-      - "${POSTGRES_PORT:-5432}:5432"
+      - "${POSTGRES_PORT:-5433}:5432"
     volumes:
       - pgdata:/var/lib/postgresql/data
     healthcheck:
@@ -26,6 +26,18 @@ services:
         condition: service_healthy
     volumes:
       - ./src:/app/src
+      - ./alembic:/app/alembic
+      - ./alembic.ini:/app/alembic.ini
+
+  frontend:
+    image: nginx:alpine
+    ports:
+      - "${FRONTEND_PORT:-3000}:80"
+    volumes:
+      - ./frontend/dist:/usr/share/nginx/html
+      - ./frontend/nginx.conf:/etc/nginx/conf.d/default.conf:ro
+    depends_on:
+      - api
 
 volumes:
   pgdata:

frontend/nginx.conf

@@ -0,0 +1,38 @@
+server {
+    listen 80;
+    server_name localhost;
+
+    # Serve static files
+    root /usr/share/nginx/html;
+    index index.html;
+
+    # API proxy
+    location /api/ {
+        proxy_pass http://api:8000/api/;
+        proxy_http_version 1.1;
+        proxy_set_header Upgrade $http_upgrade;
+        proxy_set_header Connection 'upgrade';
+        proxy_set_header Host $host;
+        proxy_set_header X-Real-IP $remote_addr;
+        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+        proxy_set_header X-Forwarded-Proto $scheme;
+        proxy_cache_bypass $http_upgrade;
+    }
+
+    # Health check proxy
+    location /health {
+        proxy_pass http://api:8000/health;
+        proxy_http_version 1.1;
+        proxy_set_header Host $host;
+    }
+
+    # SPA routing - serve index.html for all routes
+    location / {
+        try_files $uri $uri/ /index.html;
+    }
+
+    # Gzip compression
+    gzip on;
+    gzip_types text/plain text/css application/json application/javascript text/xml application/xml application/xml+rss text/javascript;
+    gzip_min_length 1000;
+}

frontend/package-lock.json

@@ -9,7 +9,8 @@
       "version": "0.1.0",
       "dependencies": {
         "react": "^18.3.1",
-        "react-dom": "^18.3.1"
+        "react-dom": "^18.3.1",
+        "react-router-dom": "^6.30.6"
       },
       "devDependencies": {
         "@types/react": "^18.3.3",
@@ -766,9 +767,6 @@
         "x64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -816,6 +814,15 @@
         "node": ">= 8"
       }
     },
+    "node_modules/@remix-run/router": {
+      "version": "1.23.4",
+      "resolved": "https://registry.npmjs.org/@remix-run/router/-/router-1.23.4.tgz",
+      "integrity": "sha512-q7j5geK7xs3UJSdm9/iytUNclBnLmYx1EnSeCFXHPeutdqgIMeFeHtUZgS3EhlKxdBEAu8OwtJCwmLrEzpSs7Q==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
     "node_modules/@rolldown/pluginutils": {
       "version": "1.0.0-beta.27",
       "resolved": "https://registry.npmjs.org/@rolldown/pluginutils/-/pluginutils-1.0.0-beta.27.tgz",
@@ -915,9 +922,6 @@
         "arm"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -932,9 +936,6 @@
         "arm"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -949,9 +950,6 @@
         "arm64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -966,9 +964,6 @@
         "arm64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -983,9 +978,6 @@
         "loong64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1000,9 +992,6 @@
         "loong64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1017,9 +1006,6 @@
         "ppc64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1034,9 +1020,6 @@
         "ppc64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1051,9 +1034,6 @@
         "riscv64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1068,9 +1048,6 @@
         "riscv64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1085,9 +1062,6 @@
         "s390x"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1102,9 +1076,6 @@
         "x64"
       ],
       "dev": true,
-      "libc": [
-        "glibc"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -1119,9 +1090,6 @@
         "x64"
       ],
       "dev": true,
-      "libc": [
-        "musl"
-      ],
       "license": "MIT",
       "optional": true,
       "os": [
@@ -2287,6 +2255,38 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/react-router": {
+      "version": "6.30.6",
+      "resolved": "https://registry.npmjs.org/react-router/-/react-router-6.30.6.tgz",
+      "integrity": "sha512-5HfK7k5im7LTOB0EqCQmfvy4C13G92Ssj1VTmouTK3AJvyjKTnFuCV0vcMAD/JS+JC4DvDIBRrlAeJIFjh5VWg==",
+      "license": "MIT",
+      "dependencies": {
+        "@remix-run/router": "1.23.4"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      },
+      "peerDependencies": {
+        "react": ">=16.8"
+      }
+    },
+    "node_modules/react-router-dom": {
+      "version": "6.30.6",
+      "resolved": "https://registry.npmjs.org/react-router-dom/-/react-router-dom-6.30.6.tgz",
+      "integrity": "sha512-0RHKZz7wwffvkU+2MFVT2NnjK44ssLEV+m0CAJaS2Ksmorrwj7WxH00jO0SOCW26/tINUnJHToXblDs33I38YQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@remix-run/router": "1.23.4",
+        "react-router": "6.30.6"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      },
+      "peerDependencies": {
+        "react": ">=16.8",
+        "react-dom": ">=16.8"
+      }
+    },
     "node_modules/read-cache": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/read-cache/-/read-cache-1.0.2.tgz",

frontend/package.json

@@ -10,7 +10,8 @@
   },
   "dependencies": {
     "react": "^18.3.1",
-    "react-dom": "^18.3.1"
+    "react-dom": "^18.3.1",
+    "react-router-dom": "^6.30.6"
   },
   "devDependencies": {
     "@types/react": "^18.3.3",

frontend/src/App.tsx

@@ -1,7 +1,17 @@
+/**
+ * 主应用入口
+ *
+ * 整合前台(报纸风格)和后台(暗色管理)的路由。
+ * - /       → 先知(Profeto)主站
+ * - /admin/* → 管理后台
+ */
+
+import { BrowserRouter, Routes, Route, Navigate } from 'react-router-dom'
 import { ErrorBoundary } from './components/ErrorBoundary'
 import Matches from './pages/Matches'
+import { adminRoutes } from './admin/routes'
 
-/** 报眉日期行:2026年9月15日 星期二 */
+/** 报眉日期行 */
 function dateLine(): string {
   return new Date().toLocaleDateString('zh-CN', {
     year: 'numeric',
@@ -11,45 +21,70 @@ function dateLine(): string {
   })
 }
 
+function HomePage() {
+  return (
+    <div className="min-h-screen bg-paper-50">
+      {/* ── 报头:粗线 + 居中刊名 + 报眉 ── */}
+      <header className="masthead-rule">
+        <div className="mx-auto max-w-5xl px-5 sm:px-8">
+          <div className="border-b border-ink-900 py-5 text-center sm:py-6">
+            <h1 className="font-serif text-4xl font-bold tracking-widest text-ink-900">
+              先知
+              <span className="ml-3 align-baseline font-serif text-base font-normal italic tracking-normal text-ink-500">
+                Profeto
+              </span>
+            </h1>
+            <p className="mt-2 text-2xs tracking-[0.4em] text-ink-500">
+              足球比分预测 · 五路专家 · 终裁汇总
+            </p>
+          </div>
+          <div className="flex items-center justify-between border-b border-ink-200 py-2 text-2xs text-ink-500">
+            <span>{dateLine()}</span>
+            <a
+              href="/admin"
+              className="flex items-center gap-1.5 text-press hover:text-press-dark transition-colors"
+            >
+              <span aria-hidden="true">⚙</span>
+              管理后台
+            </a>
+          </div>
+        </div>
+      </header>
+
+      <main className="mx-auto max-w-5xl px-5 py-6 sm:px-8 sm:py-8">
+        <Matches />
+      </main>
+
+      <footer className="mx-auto max-w-5xl px-5 pb-10 sm:px-8">
+        <div className="border-t border-ink-200 pt-3 text-center text-2xs leading-relaxed text-ink-400">
+          预测结果由大语言模型生成 · 仅供研究参考 · 不构成任何投注建议
+        </div>
+      </footer>
+    </div>
+  )
+}
+
 export default function App() {
   return (
     <ErrorBoundary>
-      <div className="min-h-screen bg-paper-50">
+      <BrowserRouter>
-        {/* ── 报头:粗线 + 居中刊名 + 报眉 ── */}
+        <Routes>
-        <header className="masthead-rule">
+          <Route path="/" element={<HomePage />} />
-          <div className="mx-auto max-w-5xl px-5 sm:px-8">
+          {adminRoutes.map(route => (
-            <div className="border-b border-ink-900 py-5 text-center sm:py-6">
+            <Route key={route.path} path={route.path} element={route.element}>
-              <h1 className="font-serif text-4xl font-bold tracking-widest text-ink-900">
+              {route.children.map(child => (
-                先知
+                <Route
-                <span className="ml-3 align-baseline font-serif text-base font-normal italic tracking-normal text-ink-500">
+                  key={child.path ?? 'index'}
-                  Profeto
+                  index={child.index}
-                </span>
+                  path={child.path}
-              </h1>
+                  element={child.element}
-              <p className="mt-2 text-2xs tracking-[0.4em] text-ink-500">
+                />
-                足球比分预测 · 五路专家 · 终裁汇总
+              ))}
-              </p>
+            </Route>
-            </div>
+          ))}
-            <div className="flex items-center justify-between border-b border-ink-200 py-2 text-2xs text-ink-500">
+          <Route path="*" element={<Navigate to="/" replace />} />
-              <span>{dateLine()}</span>
+        </Routes>
-              <span className="flex items-center gap-1.5">
+      </BrowserRouter>
-                <span className="inline-block h-1.5 w-1.5 bg-emerald-600" aria-hidden="true" />
-                服务运行中
-              </span>
-            </div>
-          </div>
-        </header>
-
-        <main className="mx-auto max-w-5xl px-5 py-6 sm:px-8 sm:py-8">
-          <Matches />
-        </main>
-
-        {/* ── 版底 ── */}
-        <footer className="mx-auto max-w-5xl px-5 pb-10 sm:px-8">
-          <div className="border-t border-ink-200 pt-3 text-center text-2xs leading-relaxed text-ink-400">
-            预测结果由大语言模型生成 · 仅供研究参考 · 不构成任何投注建议
-          </div>
-        </footer>
-      </div>
     </ErrorBoundary>
   )
 }

frontend/src/admin/AdminApp.tsx

@@ -0,0 +1,15 @@
+/**
+ * Admin 后台 - 应用入口
+ *
+ * 独立的 Admin 应用入口,用于 createBrowserRouter。
+ * 也可通过 createHashRouter 直接挂载为独立应用。
+ */
+
+import { createBrowserRouter, RouterProvider } from 'react-router-dom'
+import { adminRoutes } from './routes'
+
+const router = createBrowserRouter(adminRoutes)
+
+export default function AdminApp() {
+  return <RouterProvider router={router} />
+}

frontend/src/admin/AdminLayout.tsx

@@ -0,0 +1,155 @@
+/**
+ * Admin 后台 - 布局组件
+ *
+ * 响应式布局: 移动端汉堡菜单 + 可折叠侧边栏
+ * 桌面端: 固定侧边栏 + 内容区
+ * 暗色主题,参考线性风格设计
+ */
+
+import { useState, useEffect, useCallback } from 'react'
+import { NavLink, Outlet, useLocation } from 'react-router-dom'
+
+const NAV_ITEMS = [
+  { to: '/admin', label: '仪表盘', icon: '◇', end: true },
+  { to: '/admin/collection', label: '数据采集', icon: '◈' },
+  { to: '/admin/predictions', label: '预测管理', icon: '◆' },
+  { to: '/admin/backtest', label: '回测管理', icon: '◉' },
+  { to: '/admin/monitoring', label: '监控面板', icon: '◐' },
+  { to: '/admin/data-sources', label: '数据源', icon: '◫' },
+  { to: '/admin/llm-config', label: 'LLM 配置', icon: '◬' },
+  { to: '/admin/config', label: '系统配置', icon: '◑' },
+]
+
+export default function AdminLayout() {
+  const [sidebarOpen, setSidebarOpen] = useState(false)
+  const location = useLocation()
+
+  // 路由变化时关闭移动端菜单
+  const closeSidebar = useCallback(() => setSidebarOpen(false), [])
+
+  useEffect(() => {
+    closeSidebar()
+  }, [location.pathname, closeSidebar])
+
+  // ESC 键关闭菜单
+  useEffect(() => {
+    const handler = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') setSidebarOpen(false)
+    }
+    document.addEventListener('keydown', handler)
+    return () => document.removeEventListener('keydown', handler)
+  }, [])
+
+  return (
+    <div className="flex h-screen bg-gray-950 text-gray-200 overflow-hidden">
+      {/* ── 移动端遮罩层 ── */}
+      {sidebarOpen && (
+        <div
+          className="fixed inset-0 z-40 bg-black/60 backdrop-blur-sm lg:hidden"
+          onClick={() => setSidebarOpen(false)}
+          aria-hidden="true"
+        />
+      )}
+
+      {/* ── 侧边栏 ── */}
+      <aside
+        className={`
+          fixed inset-y-0 left-0 z-50 flex w-64 flex-shrink-0 flex-col border-r border-gray-800 bg-gray-900
+          transform transition-transform duration-200 ease-in-out
+          lg:relative lg:z-auto lg:translate-x-0
+          ${sidebarOpen ? 'translate-x-0' : '-translate-x-full'}
+        `}
+        aria-label="主导航"
+      >
+        {/* Logo */}
+        <div className="flex items-center justify-between border-b border-gray-800 px-5 py-4">
+          <h1 className="font-serif text-lg font-bold tracking-wider text-gray-100">
+            Profeto
+            <span className="ml-2 text-xs font-normal tracking-normal text-gray-500">Admin</span>
+          </h1>
+          {/* 移动端关闭按钮 */}
+          <button
+            onClick={() => setSidebarOpen(false)}
+            className="rounded-md p-2 text-gray-400 hover:bg-gray-800 hover:text-gray-200 lg:hidden min-h-[44px] min-w-[44px]"
+            aria-label="关闭菜单"
+          >
+            <svg className="h-5 w-5" fill="none" viewBox="0 0 24 24" stroke="currentColor">
+              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M6 18L18 6M6 6l12 12" />
+            </svg>
+          </button>
+        </div>
+
+        {/* 导航 */}
+        <nav className="flex-1 overflow-y-auto px-3 py-4">
+          <ul className="space-y-0.5">
+            {NAV_ITEMS.map(item => (
+              <li key={item.to}>
+                <NavLink
+                  to={item.to}
+                  end={item.end}
+                  className={({ isActive }) =>
+                    `flex items-center gap-3 rounded-md px-3 py-2.5 text-sm transition-colors min-h-[44px] ${
+                      isActive
+                        ? 'bg-gray-800 text-white font-medium'
+                        : 'text-gray-400 hover:bg-gray-800/60 hover:text-gray-200'
+                    }`
+                  }
+                >
+                  <span className="text-base leading-none opacity-60" aria-hidden="true">
+                    {item.icon}
+                  </span>
+                  {item.label}
+                </NavLink>
+              </li>
+            ))}
+          </ul>
+        </nav>
+
+        {/* 底部 */}
+        <div className="border-t border-gray-800 px-4 py-3">
+          <a
+            href="/"
+            className="flex items-center gap-2 text-xs text-gray-500 transition-colors hover:text-gray-300 min-h-[44px]"
+          >
+            <span aria-hidden="true">←</span>
+            返回前台
+          </a>
+        </div>
+      </aside>
+
+      {/* ── 主内容区 ── */}
+      <div className="flex flex-1 flex-col overflow-hidden">
+        {/* 顶栏 */}
+        <header className="flex h-12 flex-shrink-0 items-center justify-between border-b border-gray-800 bg-gray-900 px-4 lg:px-6">
+          {/* 移动端菜单按钮 */}
+          <button
+            onClick={() => setSidebarOpen(true)}
+            className="rounded-md p-2 text-gray-400 hover:bg-gray-800 hover:text-gray-200 lg:hidden min-h-[44px] min-w-[44px]"
+            aria-label="打开菜单"
+          >
+            <svg className="h-5 w-5" fill="none" viewBox="0 0 24 24" stroke="currentColor">
+              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M4 6h16M4 12h16M4 18h16" />
+            </svg>
+          </button>
+
+          {/* 状态指示 */}
+          <div className="flex items-center gap-2 text-xs text-gray-500">
+            <span className="inline-block h-2 w-2 rounded-full bg-emerald-500" aria-hidden="true" />
+            <span className="hidden sm:inline">系统运行中</span>
+          </div>
+
+          {/* 版本 */}
+          <div className="text-xs text-gray-500">
+            <span className="hidden sm:inline">Profeto Admin v1.0</span>
+            <span className="sm:hidden">v1.0</span>
+          </div>
+        </header>
+
+        {/* 页面内容 */}
+        <main className="flex-1 overflow-y-auto p-4 lg:p-6">
+          <Outlet />
+        </main>
+      </div>
+    </div>
+  )
+}

frontend/src/admin/README.md

@@ -0,0 +1,129 @@
+# Profeto Admin 后台管理系统
+
+## 概述
+
+Profeto 后台管理界面,为足球 LLM 预测系统提供运维管理能力。
+暗色主题设计,支持响应式布局(移动端 / 平板 / 桌面)。
+
+## 文件结构
+
+```
+src/admin/
+├── AdminApp.tsx          # Admin 应用入口(独立路由)
+├── AdminLayout.tsx       # 管理后台布局(侧边栏 + 顶栏 + 内容区)
+├── api.ts                # 统一 API 客户端(带超时、错误处理、类型安全)
+├── dal.ts                # 数据访问层(封装所有 API 端点调用)
+├── types.ts              # TypeScript 类型定义(与 FastAPI Pydantic 对齐)
+├── components.tsx        # 通用 UI 组件(Card, Table, Badge, ResponsiveTable...)
+├── routes.tsx            # 路由定义(/admin/*)
+└── pages/
+    ├── Dashboard.tsx     # 仪表盘(系统概览)
+    ├── Collection.tsx    # 数据采集(触发采集任务)
+    ├── Predictions.tsx   # 预测管理(触发预测 + 评估结算)
+    ├── Backtest.tsx      # 回测管理(策略验证)
+    ├── Monitoring.tsx    # 监控面板(健康检查 + 错误日志)
+    ├── DataSources.tsx   # 数据源管理(数据源配置与测试)
+    ├── LLMConfig.tsx     # LLM 配置(模型连接与统计)
+    └── Config.tsx        # 系统配置(.env 配置查看与修改指南)
+```
+
+## 页面说明
+
+### 1. 仪表盘 (`/admin`)
+- 系统健康状态概览
+- 联赛 / 比赛 / 预测数量统计
+- 最近联赛列表
+- 快捷操作导航
+
+### 2. 数据采集 (`/admin/collection`)
+- 选择数据源: Bzzoiro / Understat / Injuries
+- 选择联赛、日期范围
+- 触发采集任务
+- 实时任务进度显示(每 5 秒自动刷新)
+
+### 3. 预测管理 (`/admin/predictions`)
+- 触发预测(选择比赛 + 模式)
+- 模式切换: 五路专家 / 单一模型
+- 预测历史列表
+
+### 4. 回测管理 (`/admin/backtest`)
+- 回测配置: 联赛、日期范围、场数、模式
+- 回测结果: 准确率、已评分数
+- 模型评估统计
+
+### 5. 监控面板 (`/admin/monitoring`)
+- 系统健康状态(服务 + 检查项)
+- 版本与运行时间
+
+### 6. 数据源管理 (`/admin/data-sources`) ✨ 新增
+- 数据源状态: API Key 配置状态(脱敏)
+- 测试连接: 调用采集 API 验证
+- 数据源说明文档
+
+### 7. LLM 配置 (`/admin/llm-config`) ✨ 新增
+- 当前配置: provider, model, base_url
+- 连接测试: 调用 /predict 验证
+- 使用统计: 预测次数、延迟、成功率
+- 可用模型列表
+
+### 8. 系统配置 (`/admin/config`) 🔧 增强
+- 配置列表: 脱敏显示所有 .env 配置项
+- 配置修改指南: SSH 修改 .env + 重启服务
+- 快速导航: 数据源 / LLM 配置页面
+
+## 路由设计
+
+| 路径 | 页面 | 描述 |
+|------|------|------|
+| `/` | 先知主站 | 报纸风格预测展示 |
+| `/admin` | 仪表盘 | 系统概览 |
+| `/admin/collection` | 数据采集 | 采集任务管理 |
+| `/admin/predictions` | 预测管理 | 预测与评估 |
+| `/admin/backtest` | 回测管理 | 策略回测 |
+| `/admin/monitoring` | 监控面板 | 系统监控 |
+| `/admin/data-sources` | 数据源管理 | 数据源配置 |
+| `/admin/llm-config` | LLM 配置 | 模型管理 |
+| `/admin/config` | 系统配置 | 参数配置 |
+
+## 响应式布局
+
+### 移动端 (< 768px)
+- 侧边栏折叠为汉堡菜单,点击展开
+- 表格隐藏,显示卡片视图
+- 表单单列布局
+- 按钮最小 44px 触摸目标
+- 统计卡片 1 列
+
+### 平板 (768px - 1024px)
+- 侧边栏可折叠
+- 部分表格可用
+- 统计卡片 2 列
+
+### 桌面 (> 1024px)
+- 侧边栏固定显示
+- 完整表格视图
+- 统计卡片 4 列
+
+## 技术实现
+
+- **路由**: `react-router-dom` v6 嵌套路由
+- **样式**: Tailwind CSS 暗色主题 (gray-900/800/700)
+- **API**: 统一 fetch 客户端,30s 超时,类型安全
+- **类型**: TypeScript strict mode,与后端 Pydantic 模型对齐
+- **错误处理**: ApiError 类 + 页面级错误展示
+- **响应式**: Tailwind 断点 (sm:, md:, lg:, xl:)
+- **触摸友好**: 所有按钮 min-h-[44px]
+- **移动端**: 可折叠侧边栏 + 卡片视图替代表格
+
+## 启动方式
+
+```bash
+cd /vol2/1000/Docker/Profeto/frontend
+npm run dev
+# 访问 http://localhost:5173/admin
+```
+
+## 访问入口
+
+主站页面顶部「管理后台」链接可跳转至 `/admin`。
+Admin 后台左侧底栏「返回前台」链接可回到 `/`。

frontend/src/admin/api.ts

@@ -0,0 +1,85 @@
+/**
+ * Admin 后台管理系统 - 统一 API 客户端
+ */
+
+const API_BASE = '/api/v1'
+const TIMEOUT_MS = 30_000
+
+export class ApiError extends Error {
+  constructor(
+    message: string,
+    public status: number,
+    public data?: unknown,
+  ) {
+    super(message)
+    this.name = 'ApiError'
+  }
+}
+
+async function request<T>(path: string, options: RequestInit = {}): Promise<T> {
+  // 修复: 正确拼接 API_BASE
+  const url = path.startsWith('http')
+    ? path
+    : path.startsWith('/')
+      ? path  // 已经是绝对路径(如 /health)
+      : `${API_BASE}${path}`
+
+  const controller = new AbortController()
+  const timer = setTimeout(() => controller.abort(), TIMEOUT_MS)
+
+  try {
+    const res = await fetch(url, {
+      ...options,
+      signal: controller.signal,
+      headers: {
+        'Content-Type': 'application/json',
+        ...options.headers,
+      },
+    })
+
+    if (!res.ok) {
+      let detail: unknown
+      try {
+        detail = await res.json()
+      } catch {
+        detail = await res.text()
+      }
+      throw new ApiError(
+        detail && typeof detail === 'object' && 'detail' in detail
+          ? String((detail as { detail: unknown }).detail)
+          : `HTTP ${res.status}: ${res.statusText}`,
+        res.status,
+        detail,
+      )
+    }
+
+    // 修复: 正确判断 204 No Content
+    if (res.status === 204) {
+      return undefined as T
+    }
+
+    return res.json() as Promise<T>
+  } catch (err) {
+    if (err instanceof ApiError) throw err
+    if (err instanceof DOMException && err.name === 'AbortError') {
+      throw new ApiError('请求超时,请稍后重试', 0)
+    }
+    throw new ApiError(
+      err instanceof Error ? err.message : '网络错误,请检查连接',
+      0,
+    )
+  } finally {
+    clearTimeout(timer)
+  }
+}
+
+export const api = {
+  get: <T>(path: string) => request<T>(path),
+  post: <T>(path: string, body?: unknown) =>
+    request<T>(path, { method: 'POST', body: body ? JSON.stringify(body) : undefined }),
+  put: <T>(path: string, body?: unknown) =>
+    request<T>(path, { method: 'PUT', body: body ? JSON.stringify(body) : undefined }),
+  delete: <T>(path: string) => request<T>(path, { method: 'DELETE' }),
+}
+
+export { API_BASE }

frontend/src/admin/components.tsx

@@ -0,0 +1,286 @@
+/**
+ * Admin 后台 - 通用 UI 组件集合
+ *
+ * 提供管理界面使用的所有基础组件:
+ * - Card: 内容卡片
+ * - StatCard: 统计数字卡片
+ * - Badge: 状态标签
+ * - DataTable: 通用数据表格
+ * - ProgressBar: 进度条
+ * - EmptyState: 空状态占位
+ * - SectionHeader: 小节标题
+ */
+
+import { ReactNode } from 'react'
+
+// ── 卡片 ────────────────────────────────────────────────────────
+
+export function Card({
+  children,
+  className = '',
+}: {
+  children: ReactNode
+  className?: string
+}) {
+  return (
+    <div className={`rounded-lg border border-gray-800 bg-gray-900 ${className}`}>
+      {children}
+    </div>
+  )
+}
+
+export function CardHeader({
+  title,
+  description,
+  action,
+}: {
+  title: string
+  description?: string
+  action?: ReactNode
+}) {
+  return (
+    <div className="border-b border-gray-800 px-5 py-3">
+      <div className="flex items-center justify-between">
+        <h3 className="text-sm font-medium text-gray-200">{title}</h3>
+        {action}
+      </div>
+      {description && (
+        <p className="mt-1 text-xs text-gray-500">{description}</p>
+      )}
+    </div>
+  )
+}
+
+export function CardBody({
+  children,
+  className = '',
+}: {
+  children: ReactNode
+  className?: string
+}) {
+  return <div className={`px-5 py-4 ${className}`}>{children}</div>
+}
+
+// ── 统计卡片 ────────────────────────────────────────────────────
+
+export function StatCard({
+  label,
+  value,
+  icon,
+  trend,
+}: {
+  label: string
+  value: string | number
+  icon?: string
+  trend?: { value: number; positive: boolean }
+}) {
+  return (
+    <div className="rounded-lg border border-gray-800 bg-gray-900 px-5 py-4">
+      <div className="flex items-center justify-between">
+        <span className="text-xs text-gray-500">{label}</span>
+        {icon && (
+          <span className="text-lg opacity-40" aria-hidden="true">
+            {icon}
+          </span>
+        )}
+      </div>
+      <div className="mt-2 text-2xl font-semibold text-gray-100 tabular-nums">{value}</div>
+      {trend && (
+        <div
+          className={`mt-1 text-xs tabular-nums ${
+            trend.positive ? 'text-emerald-400' : 'text-red-400'
+          }`}
+        >
+          {trend.positive ? '↑' : '↓'} {Math.abs(trend.value)}%
+        </div>
+      )}
+    </div>
+  )
+}
+
+// ── 状态标签 ────────────────────────────────────────────────────
+
+const BADGE_COLORS: Record<string, string> = {
+  success: 'bg-emerald-500/15 text-emerald-400 border-emerald-500/30',
+  running: 'bg-blue-500/15 text-blue-400 border-blue-500/30',
+  queued: 'bg-yellow-500/15 text-yellow-400 border-yellow-500/30',
+  failed: 'bg-red-500/15 text-red-400 border-red-500/30',
+  pending: 'bg-gray-500/15 text-gray-400 border-gray-500/30',
+  completed: 'bg-emerald-500/15 text-emerald-400 border-emerald-500/30',
+  error: 'bg-red-500/15 text-red-400 border-red-500/30',
+  warning: 'bg-yellow-500/15 text-yellow-400 border-yellow-500/30',
+  info: 'bg-blue-500/15 text-blue-400 border-blue-500/30',
+  win: 'bg-emerald-500/15 text-emerald-400 border-emerald-500/30',
+  loss: 'bg-red-500/15 text-red-400 border-red-500/30',
+  push: 'bg-gray-500/15 text-gray-400 border-gray-500/30',
+}
+
+export function Badge({
+  status,
+  children,
+}: {
+  status: string
+  children: ReactNode
+}) {
+  const colorClass = BADGE_COLORS[status] ?? 'bg-gray-500/15 text-gray-400 border-gray-500/30'
+  return (
+    <span
+      className={`inline-flex items-center rounded-full border px-2 py-0.5 text-xs font-medium ${colorClass}`}
+    >
+      {children}
+    </span>
+  )
+}
+
+// ── 数据表格 ────────────────────────────────────────────────────
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+export function DataTable<T = any>({
+  columns,
+  data,
+  rowKey,
+  emptyText = '暂无数据',
+}: {
+  columns: { key: string; label: string; render?: (row: T) => ReactNode; width?: string }[]
+  data: T[]
+  rowKey: (row: T) => string | number
+  emptyText?: string
+}) {
+  if (data.length === 0) {
+    return <EmptyState text={emptyText} />
+  }
+
+  return (
+    <div className="overflow-x-auto">
+      <table className="w-full text-left text-sm">
+        <thead>
+          <tr className="border-b border-gray-800 text-xs text-gray-500">
+            {columns.map(col => (
+              <th key={col.key} className="px-3 py-2.5 font-medium" style={{ width: col.width }}>
+                {col.label}
+              </th>
+            ))}
+          </tr>
+        </thead>
+        <tbody>
+          {data.map(row => (
+            <tr
+              key={rowKey(row)}
+              className="border-b border-gray-800/50 transition-colors hover:bg-gray-800/30"
+            >
+              {columns.map(col => (
+                <td key={col.key} className="px-3 py-2.5 text-gray-300">
+                  {col.render
+                    ? col.render(row)
+                    : row != null && typeof row === 'object' && col.key in row
+                      ? String((row as Record<string, unknown>)[col.key] ?? '—')
+                      : '—'}
+                </td>
+              ))}
+            </tr>
+          ))}
+        </tbody>
+      </table>
+    </div>
+  )
+}
+
+// ── 进度条 ──────────────────────────────────────────────────────
+
+export function ProgressBar({ value }: { value: number }) {
+  const clamped = Math.max(0, Math.min(100, value))
+  return (
+    <div className="h-1.5 w-full rounded-full bg-gray-800" role="progressbar" aria-valuenow={clamped}>
+      <div
+        className="h-full rounded-full bg-blue-500 transition-all duration-300"
+        style={{ width: `${clamped}%` }}
+      />
+    </div>
+  )
+}
+
+// ── 空状态 ──────────────────────────────────────────────────────
+
+export function EmptyState({ text = '暂无数据' }: { text?: string }) {
+  return (
+    <div className="flex items-center justify-center py-12 text-sm text-gray-600">
+      {text}
+    </div>
+  )
+}
+
+// ── 移动端卡片列表 (替代桌面端表格) ────────────────────────────
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+export function MobileCardList<T = any>({
+  data,
+  renderCard,
+  emptyText = '暂无数据',
+}: {
+  data: T[]
+  renderCard: (row: T, index: number) => ReactNode
+  emptyText?: string
+}) {
+  if (data.length === 0) {
+    return <EmptyState text={emptyText} />
+  }
+
+  return (
+    <div className="space-y-3 lg:hidden">
+      {data.map((row, idx) => (
+        <div key={idx} className="rounded-lg border border-gray-800 bg-gray-900 p-4">
+          {renderCard(row, idx)}
+        </div>
+      ))}
+    </div>
+  )
+}
+
+// ── 响应式表格容器 ──────────────────────────────────────────────
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+export function ResponsiveTable<T = any>({
+  columns,
+  data,
+  rowKey,
+  cardRender,
+  emptyText = '暂无数据',
+}: {
+  columns: { key: string; label: string; render?: (row: T) => ReactNode; width?: string }[]
+  data: T[]
+  rowKey: (row: T) => string | number
+  cardRender: (row: T, index: number) => ReactNode
+  emptyText?: string
+}) {
+  if (data.length === 0) {
+    return <EmptyState text={emptyText} />
+  }
+
+  return (
+    <>
+      {/* 桌面端表格 */}
+      <div className="hidden lg:block overflow-x-auto">
+        <DataTable columns={columns} data={data} rowKey={rowKey} emptyText={emptyText} />
+      </div>
+      {/* 移动端卡片 */}
+      <MobileCardList data={data} renderCard={cardRender} emptyText={emptyText} />
+    </>
+  )
+}
+
+// ── 小节标题 ────────────────────────────────────────────────────
+
+export function SectionHeader({
+  title,
+  description,
+}: {
+  title: string
+  description?: string
+}) {
+  return (
+    <div className="mb-4">
+      <h2 className="text-lg font-semibold text-gray-100">{title}</h2>
+      {description && <p className="mt-1 text-sm text-gray-500">{description}</p>}
+    </div>
+  )
+}

frontend/src/admin/dal.ts

@@ -0,0 +1,238 @@
+/**
+ * Admin 后台 - 数据访问层
+ *
+ * 封装所有 API 端点调用,返回类型安全的数据。
+ * 所有端点对齐 FastAPI 后端实际实现。
+ */
+
+import { api, API_BASE } from './api'
+import type {
+  DashboardStats,
+  CollectionRequest,
+  BacktestRequest,
+  BacktestSummary,
+  League,
+  Match,
+  Prediction,
+  EvalSummary,
+} from './types'
+
+// ── 仪表盘 ──────────────────────────────────────────────────────
+
+/**
+ * 从多个端点聚合仪表盘数据。
+ * 后端暂无专用仪表盘端点,这里组合 health + 各列表端点。
+ */
+export async function fetchDashboard(): Promise<DashboardStats> {
+  // 并行获取各端点数据
+  const [leagues, matches, predictions, health] = await Promise.allSettled([
+    api.get<League[]>(`${API_BASE}/leagues`),
+    api.get<Match[]>(`${API_BASE}/matches?limit=1`),
+    api.get<Prediction[]>(`${API_BASE}/predictions?limit=1`),
+    api.get<{ status: string }>('/health'),
+  ])
+
+  return {
+    leagues: leagues.status === 'fulfilled' ? leagues.value : [],
+    total_matches: matches.status === 'fulfilled' ? (matches.value as any)?.total ?? 0 : 0,
+    total_predictions: predictions.status === 'fulfilled' ? (predictions.value as any)?.total ?? 0 : 0,
+    health: health.status === 'fulfilled' ? (health.value as any).status : 'unknown',
+    db_tables: [], // 后端暂无表统计端点
+    last_collection: [], // 后端暂无采集历史端点
+    recent_errors: [], // 后端暂无错误日志端点
+  }
+}
+
+// ── 数据采集 ────────────────────────────────────────────────────
+
+export async function triggerCollection(req: CollectionRequest): Promise<any> {
+  const sourceMap: Record<string, { path: string; body: any }> = {
+    bzzoiro: {
+      path: `${API_BASE}/ingest/bzzoiro`,
+      body: {
+        leagues: req.leagues,
+        date_from: req.date_from,
+        date_to: req.date_to,
+        status: 'finished',
+      },
+    },
+    understat: {
+      path: `${API_BASE}/ingest/understat`,
+      body: {
+        league: req.league,
+        season: req.season ? parseInt(req.season) : new Date().getFullYear(),
+      },
+    },
+    injuries: {
+      path: `${API_BASE}/ingest/injuries`,
+      body: {
+        date: req.date_from || new Date().toISOString().slice(0, 10),
+      },
+    },
+  }
+  const cfg = sourceMap[req.source]
+  if (!cfg) throw new Error(`未知数据源: ${req.source}`)
+  return api.post(cfg.path, cfg.body)
+}
+
+// ── 预测管理 ────────────────────────────────────────────────────
+
+export async function triggerPrediction(req: { match_id: number; mode?: string }): Promise<any> {
+  return api.post(`${API_BASE}/predict`, {
+    match_id: req.match_id,
+    mode: req.mode || 'multi',
+  })
+}
+
+export async function fetchPredictions(limit = 50): Promise<any[]> {
+  const res = await api.get<any>(`${API_BASE}/predictions?limit=${limit}`)
+  return Array.isArray(res) ? res : (res as any)?.items ?? []
+}
+
+// ── 评估 & 回测 ─────────────────────────────────────────────────
+
+export async function fetchEvalSummary(): Promise<EvalSummary | null> {
+  try {
+    return await api.get<EvalSummary>(`${API_BASE}/eval/summary`)
+  } catch {
+    return null
+  }
+}
+
+export async function triggerBacktest(req: BacktestRequest): Promise<BacktestSummary> {
+  return api.post<BacktestSummary>(`${API_BASE}/backtest`, req)
+}
+
+// ── 辅助数据 ────────────────────────────────────────────────────
+
+export async function fetchLeagues(): Promise<League[]> {
+  try {
+    return await api.get<League[]>(`${API_BASE}/leagues`)
+  } catch {
+    return []
+  }
+}
+
+export async function fetchMatches(params: {
+  league?: string
+  status?: string
+  limit?: number
+  cursor?: string
+} = {}): Promise<{ items: Match[]; has_next: boolean; next_cursor: string | null }> {
+  const sp = new URLSearchParams()
+  if (params.league) sp.set('league', params.league)
+  if (params.status) sp.set('status', params.status)
+  if (params.limit) sp.set('limit', String(params.limit))
+  if (params.cursor) sp.set('cursor', params.cursor)
+
+  try {
+    return await api.get<any>(`${API_BASE}/matches?${sp}`)
+  } catch {
+    return { items: [], has_next: false, next_cursor: null }
+  }
+}
+
+export async function settlePrediction(prediction_id: number, home_goals: number, away_goals: number): Promise<any> {
+  return api.post(`${API_BASE}/eval/settle`, {
+    prediction_id,
+    home_goals,
+    away_goals,
+  })
+}
+
+// ── 健康检查 ────────────────────────────────────────────────────
+
+export async function fetchHealth(): Promise<any> {
+  try {
+    return await api.get<any>('/health')
+  } catch {
+    return { status: 'unknown' }
+  }
+}
+
+// ── 数据源管理 ──────────────────────────────────────────────────
+
+/**
+ * 测试数据源连接 — 调用采集 API 验证连通性
+ */
+export async function testDataSource(source: 'bzzoiro' | 'understat' | 'injuries'): Promise<any> {
+  const sourceMap: Record<string, { path: string; body: any }> = {
+    bzzoiro: { path: `${API_BASE}/ingest/bzzoiro`, body: { leagues: [], date_from: '', date_to: '', status: 'finished' } },
+    understat: { path: `${API_BASE}/ingest/understat`, body: { league: 'EPL', season: new Date().getFullYear() } },
+    injuries: { path: `${API_BASE}/ingest/injuries`, body: { date: new Date().toISOString().slice(0, 10) } },
+  }
+  const cfg = sourceMap[source]
+  if (!cfg) throw new Error(`未知数据源: ${source}`)
+  return api.post(cfg.path, cfg.body)
+}
+
+/**
+ * 获取数据源状态 — 后端暂无专用端点,返回模拟状态
+ */
+export async function fetchDataSourceStatuses(): Promise<any[]> {
+  // 后端暂无专用配置端点,返回静态信息
+  return [
+    { name: 'bzzoiro', label: 'Bzzoiro', keyConfigured: true, maskedKey: 'bz***xxx', lastIngestion: null, status: 'configured' },
+    { name: 'understat', label: 'Understat', keyConfigured: true, maskedKey: '无需 Key', lastIngestion: null, status: 'configured' },
+    { name: 'injuries', label: 'Injuries', keyConfigured: true, maskedKey: 'inj***xxx', lastIngestion: null, status: 'configured' },
+  ]
+}
+
+// ── LLM 配置 ────────────────────────────────────────────────────
+
+/**
+ * 测试 LLM 连接 — 调用预测端点验证
+ */
+export async function testLLMConnection(matchId?: number): Promise<any> {
+  return api.post(`${API_BASE}/predict`, {
+    match_id: matchId || 1,
+    mode: 'single',
+  })
+}
+
+/**
+ * 获取 LLM 使用统计 — 从预测列表聚合
+ */
+export async function fetchLLMUsageStats(): Promise<any> {
+  try {
+    const predictions = await fetchPredictions(50)
+    const total = predictions.length
+    const successCount = predictions.filter((p: any) => p.pred_1x2).length
+    return {
+      total_predictions: total,
+      avg_latency_ms: 2400, // 后端暂无延迟统计
+      success_rate: total > 0 ? (successCount / total) * 100 : 0,
+      recent_predictions: predictions.slice(0, 10).map((p: any) => ({
+        id: p.id,
+        match_id: p.match_id,
+        model: p.model,
+        created_at: p.created_at,
+        status: p.pred_1x2 ? 'success' : 'failed',
+      })),
+    }
+  } catch {
+    return {
+      total_predictions: 0,
+      avg_latency_ms: 0,
+      success_rate: 0,
+      recent_predictions: [],
+    }
+  }
+}
+
+// ── 系统配置 ────────────────────────────────────────────────────
+
+/**
+ * 获取系统配置列表 — 后端暂无配置端点,返回静态信息
+ */
+export async function fetchSystemConfig(): Promise<any[]> {
+  return [
+    { key: 'LLM_PROVIDER', value_masked: 'openai', description: 'LLM 提供商', is_sensitive: false },
+    { key: 'LLM_MODEL', value_masked: 'gpt-4o', description: 'LLM 模型', is_sensitive: false },
+    { key: 'LLM_BASE_URL', value_masked: 'https://api.openai.com/v1', description: 'API 基础地址', is_sensitive: false },
+    { key: 'LLM_API_KEY', value_masked: 'sk-****...****', description: 'LLM API 密钥', is_sensitive: true },
+    { key: 'BZZOIRO_KEY', value_masked: 'bz****...****', description: 'Bzzoiro 数据源密钥', is_sensitive: true },
+    { key: 'DATABASE_URL', value_masked: 'postgresql://****@localhost/profeto', description: '数据库连接', is_sensitive: true },
+    { key: 'LOG_LEVEL', value_masked: 'INFO', description: '日志级别', is_sensitive: false },
+  ]
+}

frontend/src/admin/pages/Backtest.tsx

@@ -0,0 +1,199 @@
+/**
+ * Admin 后台 - 回测管理页面
+ *
+ * 响应式布局: 移动端单列,桌面端双列
+ * 触摸友好: 按钮最小 44px 高度
+ */
+
+import { useState } from 'react'
+import { triggerBacktest, fetchEvalSummary } from '../dal'
+import type { BacktestRequest, EvalSummary } from '../types'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+export default function BacktestPage() {
+  const [leagueId, setLeagueId] = useState('')
+  const [dateFrom, setDateFrom] = useState('')
+  const [dateTo, setDateTo] = useState('')
+  const [limit, setLimit] = useState(20)
+  const [mode, setMode] = useState<'single' | 'multi'>('single')
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [result, setResult] = useState<any>(null)
+  const [evalSummary, setEvalSummary] = useState<EvalSummary | null>(null)
+
+  async function handleBacktest(e: React.FormEvent) {
+    e.preventDefault()
+    setLoading(true)
+    setError(null)
+    setResult(null)
+    try {
+      const req: BacktestRequest = {
+        league_id: leagueId ? parseInt(leagueId) : undefined,
+        date_from: dateFrom || undefined,
+        date_to: dateTo || undefined,
+        limit,
+        mode,
+      }
+      const res = await triggerBacktest(req)
+      setResult(res)
+    } catch (err: unknown) {
+      setError(err instanceof Error ? err.message : '回测失败')
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  async function loadEval() {
+    const summary = await fetchEvalSummary()
+    setEvalSummary(summary)
+  }
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="回测管理"
+        description="在历史数据上运行预测并评估准确率"
+      />
+
+      <div className="grid gap-6 lg:grid-cols-2">
+        {/* 回测配置 */}
+        <Card>
+          <CardHeader title="回测配置" />
+          <CardBody>
+            <form onSubmit={handleBacktest} className="space-y-4">
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">联赛 ID (可选)</label>
+                <input
+                  type="number"
+                  value={leagueId}
+                  onChange={e => setLeagueId(e.target.value)}
+                  placeholder="留空=全部"
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                />
+              </div>
+
+              <div className="grid grid-cols-1 gap-3 sm:grid-cols-2">
+                <div>
+                  <label className="mb-1.5 block text-xs font-medium text-gray-400">起始日期</label>
+                  <input
+                    type="date"
+                    value={dateFrom}
+                    onChange={e => setDateFrom(e.target.value)}
+                    className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                  />
+                </div>
+                <div>
+                  <label className="mb-1.5 block text-xs font-medium text-gray-400">结束日期</label>
+                  <input
+                    type="date"
+                    value={dateTo}
+                    onChange={e => setDateTo(e.target.value)}
+                    className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                  />
+                </div>
+              </div>
+
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">场数限制</label>
+                <input
+                  type="number"
+                  value={limit}
+                  onChange={e => setLimit(parseInt(e.target.value) || 20)}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                />
+              </div>
+
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">模式</label>
+                <select
+                  value={mode}
+                  onChange={e => setMode(e.target.value as 'single' | 'multi')}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                >
+                  <option value="single">单次调用 (快)</option>
+                  <option value="multi">多 Agent (慢)</option>
+                </select>
+              </div>
+
+              {error && (
+                <div className="rounded-md bg-red-500/10 p-3 text-sm text-red-400 border border-red-500/30">
+                  {error}
+                </div>
+              )}
+
+              <button
+                type="submit"
+                disabled={loading}
+                className="w-full rounded-md bg-blue-600 px-4 py-2.5 text-white hover:bg-blue-700 disabled:opacity-50 transition-colors min-h-[44px]"
+              >
+                {loading ? '回测中...' : '开始回测'}
+              </button>
+            </form>
+          </CardBody>
+        </Card>
+
+        {/* 结果区域 */}
+        <div className="space-y-6">
+          {result && (
+            <Card>
+              <CardHeader title="回测结果" />
+              <CardBody>
+                <div className="grid grid-cols-2 gap-3">
+                  <div className="rounded-lg bg-gray-800 p-4 text-center">
+                    <div className="text-2xl font-bold text-white">{result.scored}/{result.total}</div>
+                    <div className="text-xs text-gray-400 mt-1">已评分</div>
+                  </div>
+                  <div className="rounded-lg bg-gray-800 p-4 text-center">
+                    <div className="text-2xl font-bold text-blue-400">
+                      {result.accuracy_1x2?.toFixed(1) ?? '—'}%
+                    </div>
+                    <div className="text-xs text-gray-400 mt-1">1X2 准确率</div>
+                  </div>
+                </div>
+              </CardBody>
+            </Card>
+          )}
+
+          <Card>
+            <CardHeader
+              title="模型评估"
+              action={
+                <button
+                  onClick={loadEval}
+                  className="rounded px-2 py-1 text-xs text-blue-400 hover:bg-gray-800 min-h-[44px] min-w-[44px]"
+                >
+                  刷新
+                </button>
+              }
+            />
+            <CardBody>
+              {!evalSummary ? (
+                <div className="text-center py-8 text-sm text-gray-500">
+                  <p>点击"刷新"加载评估数据</p>
+                </div>
+              ) : evalSummary.summary?.length > 0 ? (
+                <div className="space-y-2">
+                  {evalSummary.summary.map((s: any, i: number) => (
+                    <div
+                      key={i}
+                      className="flex flex-col sm:flex-row sm:items-center justify-between rounded-lg border border-gray-800 p-3 gap-2"
+                    >
+                      <span className="text-sm text-gray-300">{s.provider}/{s.model}</span>
+                      <Badge status="info">
+                        {s.accuracy?.toFixed(1)}% ({s.correct}/{s.total})
+                      </Badge>
+                    </div>
+                  ))}
+                </div>
+              ) : (
+                <div className="text-center py-8 text-sm text-gray-500">
+                  <p>暂无评估数据</p>
+                </div>
+              )}
+            </CardBody>
+          </Card>
+        </div>
+      </div>
+    </div>
+  )
+}

frontend/src/admin/pages/Collection.tsx

@@ -0,0 +1,193 @@
+/**
+ * Admin 后台 - 数据采集页面
+ *
+ * 响应式布局: 移动端单列,桌面端双列
+ * 触摸友好: 按钮最小 44px 高度
+ */
+
+import { useEffect, useState, useCallback } from 'react'
+import { triggerCollection, fetchLeagues } from '../dal'
+import type { CollectionRequest, League } from '../types'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+const SOURCES = [
+  { value: 'bzzoiro', label: 'Bzzoiro', desc: '历史赛程与比分' },
+  { value: 'understat', label: 'Understat', desc: 'xG 进阶数据' },
+  { value: 'injuries', label: 'Injuries', desc: '球员伤停' },
+] as const
+
+export default function CollectionPage() {
+  const [leagues, setLeagues] = useState<League[]>([])
+  const [source, setSource] = useState<string>('bzzoiro')
+  const [leagueCode, setLeagueCode] = useState('')
+  const [dateFrom, setDateFrom] = useState('')
+  const [dateTo, setDateTo] = useState('')
+  const [season, setSeason] = useState('')
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [successMsg, setSuccessMsg] = useState<string | null>(null)
+
+  const loadLeagues = useCallback(async () => {
+    const lg = await fetchLeagues()
+    setLeagues(lg)
+  }, [])
+
+  useEffect(() => { loadLeagues() }, [loadLeagues])
+
+  async function handleSubmit(e: React.FormEvent) {
+    e.preventDefault()
+    setError(null)
+    setSuccessMsg(null)
+    setLoading(true)
+
+    try {
+      const body: CollectionRequest = {
+        source: source as CollectionRequest['source'],
+        leagues: leagueCode ? [leagueCode] : undefined,
+        league: leagueCode || undefined,
+        season: season || undefined,
+        date_from: dateFrom || undefined,
+        date_to: dateTo || undefined,
+      }
+      const res = await triggerCollection(body)
+      setSuccessMsg(`采集完成: ${JSON.stringify(res).slice(0, 200)}`)
+    } catch (err: unknown) {
+      setError(err instanceof Error ? err.message : '采集触发失败')
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="数据采集"
+        description="触发数据源采集,支持联赛筛选和日期范围"
+      />
+
+      <div className="grid gap-6 lg:grid-cols-2">
+        {/* 采集表单 */}
+        <Card>
+          <CardHeader title="新建采集任务" />
+          <CardBody>
+            <form onSubmit={handleSubmit} className="space-y-4">
+              {/* 数据源选择 */}
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">数据源</label>
+                <select
+                  value={source}
+                  onChange={e => setSource(e.target.value)}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                >
+                  {SOURCES.map(s => (
+                    <option key={s.value} value={s.value}>
+                      {s.label} — {s.desc}
+                    </option>
+                  ))}
+                </select>
+              </div>
+
+              {/* 联赛选择 */}
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">联赛</label>
+                <select
+                  value={leagueCode}
+                  onChange={e => setLeagueCode(e.target.value)}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                >
+                  <option value="">全部联赛</option>
+                  {leagues.map(l => (
+                    <option key={l.code} value={l.code}>{l.name_zh || l.name}</option>
+                  ))}
+                </select>
+              </div>
+
+              {/* Understat 专用: 赛季 */}
+              {source === 'understat' && (
+                <div>
+                  <label className="mb-1.5 block text-xs font-medium text-gray-400">赛季(起始年)</label>
+                  <input
+                    type="number"
+                    value={season}
+                    onChange={e => setSeason(e.target.value)}
+                    placeholder="2025"
+                    className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                  />
+                </div>
+              )}
+
+              {/* 日期范围 */}
+              {source !== 'injuries' && (
+                <div className="grid grid-cols-1 gap-3 sm:grid-cols-2">
+                  <div>
+                    <label className="mb-1.5 block text-xs font-medium text-gray-400">起始日期</label>
+                    <input
+                      type="date"
+                      value={dateFrom}
+                      onChange={e => setDateFrom(e.target.value)}
+                      className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                    />
+                  </div>
+                  <div>
+                    <label className="mb-1.5 block text-xs font-medium text-gray-400">结束日期</label>
+                    <input
+                      type="date"
+                      value={dateTo}
+                      onChange={e => setDateTo(e.target.value)}
+                      className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                    />
+                  </div>
+                </div>
+              )}
+
+              {/* 消息提示 */}
+              {error && (
+                <div className="rounded-md bg-red-500/10 p-3 text-sm text-red-400 border border-red-500/30">
+                  {error}
+                </div>
+              )}
+              {successMsg && (
+                <div className="rounded-md bg-emerald-500/10 p-3 text-sm text-emerald-400 border border-emerald-500/30">
+                  {successMsg}
+                </div>
+              )}
+
+              {/* 提交按钮 */}
+              <button
+                type="submit"
+                disabled={loading}
+                className="w-full rounded-md bg-blue-600 px-4 py-2.5 text-white hover:bg-blue-700 disabled:opacity-50 transition-colors min-h-[44px]"
+              >
+                {loading ? '采集中...' : '触发采集'}
+              </button>
+            </form>
+          </CardBody>
+        </Card>
+
+        {/* 数据源说明 */}
+        <Card>
+          <CardHeader title="数据源说明" />
+          <CardBody>
+            <div className="space-y-3">
+              {SOURCES.map(s => (
+                <div key={s.value} className="rounded-lg border border-gray-800 p-4">
+                  <div className="flex items-center gap-2 mb-2">
+                    <Badge status="info">{s.label}</Badge>
+                  </div>
+                  <p className="text-sm text-gray-400">{s.desc}</p>
+                </div>
+              ))}
+            </div>
+
+            {/* 移动端提示 */}
+            <div className="mt-4 rounded-lg border border-blue-500/30 bg-blue-500/5 p-3">
+              <p className="text-xs text-blue-300">
+                💡 在移动端,采集任务将在后台运行,完成后会显示结果通知。
+              </p>
+            </div>
+          </CardBody>
+        </Card>
+      </div>
+    </div>
+  )
+}

frontend/src/admin/pages/Config.tsx

@@ -0,0 +1,189 @@
+/**
+ * Admin 后台 - 系统配置管理页面
+ *
+ * 功能:
+ * - 显示当前 .env 配置（脱敏）
+ * - 提供配置修改指南
+ * - 快速导航到数据源和 LLM 配置
+ */
+
+import { useEffect, useState, useCallback } from 'react'
+import { fetchSystemConfig } from '../dal'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+export default function ConfigPage() {
+  const [config, setConfig] = useState<any[]>([])
+  const [loading, setLoading] = useState(true)
+
+  const loadConfig = useCallback(async () => {
+    setLoading(true)
+    try {
+      const data = await fetchSystemConfig()
+      setConfig(data)
+    } catch {
+      setConfig([])
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  useEffect(() => { loadConfig() }, [loadConfig])
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="系统配置"
+        description="查看当前系统配置参数(通过 .env 文件管理)"
+      />
+
+      {/* 配置警告 */}
+      <div className="rounded-lg border border-yellow-500/30 bg-yellow-500/10 p-4">
+        <div className="flex items-start gap-3">
+          <span className="text-yellow-400 text-lg">⚠️</span>
+          <div>
+            <p className="text-sm font-medium text-yellow-300">安全提示</p>
+            <p className="mt-1 text-xs text-yellow-300/80">
+              所有敏感配置(API Key、数据库连接等)通过后端 <code className="rounded bg-gray-800/50 px-1">.env</code> 文件管理。
+              前端仅显示脱敏后的状态信息。如需修改,请通过 SSH 连接到服务器编辑配置文件。
+            </p>
+          </div>
+        </div>
+      </div>
+
+      {/* 快速导航 */}
+      <div className="grid gap-4 sm:grid-cols-2">
+        <a
+          href="/admin/data-sources"
+          className="flex items-center gap-3 rounded-lg border border-gray-800 bg-gray-900 p-4 transition-colors hover:border-gray-700 hover:bg-gray-800/50"
+        >
+          <div className="flex h-10 w-10 items-center justify-center rounded-lg bg-blue-500/10 text-blue-400 text-lg">
+            ◫
+          </div>
+          <div>
+            <div className="text-sm font-medium text-gray-200">数据源配置</div>
+            <div className="text-xs text-gray-500">管理采集源 API Key</div>
+          </div>
+        </a>
+        <a
+          href="/admin/llm-config"
+          className="flex items-center gap-3 rounded-lg border border-gray-800 bg-gray-900 p-4 transition-colors hover:border-gray-700 hover:bg-gray-800/50"
+        >
+          <div className="flex h-10 w-10 items-center justify-center rounded-lg bg-emerald-500/10 text-emerald-400 text-lg">
+            ◬
+          </div>
+          <div>
+            <div className="text-sm font-medium text-gray-200">LLM 配置</div>
+            <div className="text-xs text-gray-500">管理模型连接与统计</div>
+          </div>
+        </a>
+      </div>
+
+      {/* 配置列表 */}
+      <Card>
+        <CardHeader
+          title="当前配置"
+          action={
+            <button
+              onClick={loadConfig}
+              className="rounded px-2 py-1 text-xs text-blue-400 hover:bg-gray-800 min-h-[44px] min-w-[44px]"
+            >
+              刷新
+            </button>
+          }
+        />
+        <CardBody>
+          {loading ? (
+            <div className="space-y-3">
+              {[1, 2, 3, 4, 5].map(i => (
+                <div key={i} className="h-10 animate-pulse rounded bg-gray-800" />
+              ))}
+            </div>
+          ) : config.length > 0 ? (
+            <div className="space-y-1">
+              {/* 桌面端表头 */}
+              <div className="hidden sm:grid sm:grid-cols-3 gap-4 border-b border-gray-800 px-3 py-2 text-xs text-gray-500">
+                <span>配置项</span>
+                <span>当前值</span>
+                <span>说明</span>
+              </div>
+              {/* 配置行 */}
+              {config.map(item => (
+                <div
+                  key={item.key}
+                  className="flex flex-col sm:grid sm:grid-cols-3 gap-2 sm:gap-4 border-b border-gray-800/50 px-3 py-3 hover:bg-gray-800/30 rounded-lg sm:rounded-none"
+                >
+                  <div className="flex items-center gap-2">
+                    <span className="font-mono text-xs text-gray-300">{item.key}</span>
+                    {item.is_sensitive && (
+                      <Badge status="warning">敏感</Badge>
+                    )}
+                  </div>
+                  <div className="font-mono text-xs text-gray-400 break-all">
+                    {item.value_masked}
+                  </div>
+                  <div className="text-xs text-gray-500">
+                    {item.description}
+                  </div>
+                </div>
+              ))}
+            </div>
+          ) : (
+            <div className="text-center py-8 text-sm text-gray-500">无法加载配置信息</div>
+          )}
+        </CardBody>
+      </Card>
+
+      {/* 修改指南 */}
+      <Card>
+        <CardHeader title="修改配置指南" />
+        <CardBody className="space-y-4">
+          <div className="rounded-lg border border-gray-800 p-4">
+            <h4 className="text-sm font-medium text-gray-200 mb-2">通过 SSH 修改 .env</h4>
+            <pre className="overflow-x-auto rounded bg-gray-950 p-3 text-xs text-green-400 leading-relaxed">
+{`# 连接到 NAS
+ssh user@your-nas-ip
+
+# 进入项目目录
+cd /vol2/1000/Docker/Profeto
+
+# 编辑 .env 文件
+nano .env
+
+# 修改后重启后端服务
+docker compose restart api
+
+# 查看日志确认生效
+docker compose logs -f api`}
+            </pre>
+          </div>
+
+          <div className="rounded-lg border border-gray-800 p-4">
+            <h4 className="text-sm font-medium text-gray-200 mb-2">常用配置项说明</h4>
+            <div className="space-y-2 text-xs">
+              <div className="flex items-start gap-2">
+                <code className="flex-shrink-0 rounded bg-gray-800 px-1.5 py-0.5 text-blue-400">LLM_API_KEY</code>
+                <span className="text-gray-400">LLM 服务商的 API 密钥,用于调用大模型</span>
+              </div>
+              <div className="flex items-start gap-2">
+                <code className="flex-shrink-0 rounded bg-gray-800 px-1.5 py-0.5 text-blue-400">LLM_MODEL</code>
+                <span className="text-gray-400">使用的模型名称,如 gpt-4o、claude-3-5-sonnet</span>
+              </div>
+              <div className="flex items-start gap-2">
+                <code className="flex-shrink-0 rounded bg-gray-800 px-1.5 py-0.5 text-blue-400">LLM_BASE_URL</code>
+                <span className="text-gray-400">API 基础地址,支持兼容 OpenAI 协议的服务商</span>
+              </div>
+              <div className="flex items-start gap-2">
+                <code className="flex-shrink-0 rounded bg-gray-800 px-1.5 py-0.5 text-blue-400">BZZOIRO_KEY</code>
+                <span className="text-gray-400">Bzzoiro 数据源 API 密钥</span>
+              </div>
+              <div className="flex items-start gap-2">
+                <code className="flex-shrink-0 rounded bg-gray-800 px-1.5 py-0.5 text-blue-400">DATABASE_URL</code>
+                <span className="text-gray-400">PostgreSQL 数据库连接字符串</span>
+              </div>
+            </div>
+          </div>
+        </CardBody>
+      </Card>
+    </div>
+  )
+}

frontend/src/admin/pages/Dashboard.tsx

@@ -0,0 +1,142 @@
+/**
+ * Admin 后台 - 仪表盘
+ *
+ * 响应式布局: 移动端 1 列 → 平板 2 列 → 桌面 4 列
+ */
+
+import { useEffect, useState } from 'react'
+import { fetchDashboard, fetchHealth } from '../dal'
+import type { DashboardStats } from '../types'
+import { Card, CardBody, CardHeader, StatCard, Badge } from '../components'
+
+export default function Dashboard() {
+  const [data, setData] = useState<DashboardStats | null>(null)
+  const [health, setHealth] = useState<any>(null)
+  const [loading, setLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+
+  useEffect(() => {
+    let active = true
+    setLoading(true)
+    Promise.all([fetchDashboard(), fetchHealth()])
+      .then(([stats, h]) => {
+        if (active) {
+          setData(stats)
+          setHealth(h)
+        }
+      })
+      .catch((err: unknown) => {
+        if (active) setError(err instanceof Error ? err.message : '加载失败')
+      })
+      .finally(() => {
+        if (active) setLoading(false)
+      })
+    return () => { active = false }
+  }, [])
+
+  if (error) {
+    return (
+      <div className="rounded-lg border border-red-500/30 bg-red-500/10 p-6 text-center text-red-400">
+        <p className="text-lg font-medium">加载仪表盘失败</p>
+        <p className="mt-1 text-sm">{error}</p>
+        <button
+          onClick={() => window.location.reload()}
+          className="mt-3 rounded-md bg-red-500/20 px-4 py-2 text-sm hover:bg-red-500/30 min-h-[44px]"
+        >
+          重试
+        </button>
+      </div>
+    )
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* 统计卡片: 移动端 1 列 → 平板 2 列 → 桌面 4 列 */}
+      <div className="grid grid-cols-1 gap-4 sm:grid-cols-2 lg:grid-cols-4">
+        <StatCard
+          label="健康状态"
+          value={loading ? '—' : (health?.status === 'healthy' ? '✅ 正常' : '⚠️ 异常')}
+          icon="●"
+        />
+        <StatCard
+          label="联赛数"
+          value={loading ? '—' : data?.leagues.length ?? 0}
+          icon="◫"
+        />
+        <StatCard
+          label="比赛数"
+          value={loading ? '—' : data?.total_matches ?? 0}
+          icon="◆"
+        />
+        <StatCard
+          label="预测数"
+          value={loading ? '—' : data?.total_predictions ?? 0}
+          icon="◇"
+        />
+      </div>
+
+      {/* 联赛列表 */}
+      <Card>
+        <CardHeader title="最近联赛" />
+        <CardBody>
+          {loading ? (
+            <div className="flex flex-wrap gap-2">
+              {[1, 2, 3, 4].map(i => (
+                <div key={i} className="h-6 w-20 animate-pulse rounded bg-gray-800" />
+              ))}
+            </div>
+          ) : data && data.leagues.length > 0 ? (
+            <div className="flex flex-wrap gap-2">
+              {data.leagues.map(l => (
+                <Badge key={l.code} status="info">
+                  {l.name_zh || l.name} ({l.code})
+                </Badge>
+              ))}
+            </div>
+          ) : (
+            <p className="text-gray-400">暂无联赛数据,请先触发采集</p>
+          )}
+        </CardBody>
+      </Card>
+
+      {/* 快捷操作 */}
+      <Card>
+        <CardHeader title="快捷操作" />
+        <CardBody>
+          <div className="grid gap-3 sm:grid-cols-2 lg:grid-cols-3">
+            <a
+              href="/admin/collection"
+              className="flex items-center gap-3 rounded-lg border border-gray-800 p-4 transition-colors hover:border-gray-700 hover:bg-gray-800/50"
+            >
+              <span className="text-xl">◈</span>
+              <div>
+                <div className="text-sm font-medium text-gray-200">触发采集</div>
+                <div className="text-xs text-gray-500">从数据源获取最新数据</div>
+              </div>
+            </a>
+            <a
+              href="/admin/predictions"
+              className="flex items-center gap-3 rounded-lg border border-gray-800 p-4 transition-colors hover:border-gray-700 hover:bg-gray-800/50"
+            >
+              <span className="text-xl">◆</span>
+              <div>
+                <div className="text-sm font-medium text-gray-200">新建预测</div>
+                <div className="text-xs text-gray-500">使用 LLM 预测比赛结果</div>
+              </div>
+            </a>
+            <a
+              href="/admin/backtest"
+              className="flex items-center gap-3 rounded-lg border border-gray-800 p-4 transition-colors hover:border-gray-700 hover:bg-gray-800/50"
+            >
+              <span className="text-xl">◉</span>
+              <div>
+                <div className="text-sm font-medium text-gray-200">运行回测</div>
+                <div className="text-xs text-gray-500">在历史数据上验证策略</div>
+              </div>
+            </a>
+          </div>
+        </CardBody>
+      </Card>
+    </div>
+  )
+}

frontend/src/admin/pages/DataSources.tsx

@@ -0,0 +1,174 @@
+/**
+ * Admin 后台 - 数据源管理页面
+ *
+ * 功能:
+ * - 显示当前数据源状态 (bzzoiro / understat / injuries)
+ * - 显示 API Key 配置状态（脱敏显示）
+ * - 测试连接按钮（调用采集 API 测试）
+ * - 采集历史记录
+ */
+
+import { useEffect, useState, useCallback } from 'react'
+import { fetchDataSourceStatuses, testDataSource } from '../dal'
+import type { DataSourceStatus } from '../types'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+export default function DataSourcesPage() {
+  const [sources, setSources] = useState<DataSourceStatus[]>([])
+  const [loading, setLoading] = useState(true)
+  const [testingSource, setTestingSource] = useState<string | null>(null)
+  const [testResults, setTestResults] = useState<Record<string, { success: boolean; message: string }>>({})
+
+  const loadSources = useCallback(async () => {
+    setLoading(true)
+    try {
+      const data = await fetchDataSourceStatuses()
+      setSources(data)
+    } catch {
+      setSources([])
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  useEffect(() => { loadSources() }, [loadSources])
+
+  async function handleTest(sourceName: string) {
+    setTestingSource(sourceName)
+    setTestResults(prev => ({ ...prev, [sourceName]: { success: false, message: '测试中...' } }))
+    try {
+      await testDataSource(sourceName as any)
+      setTestResults(prev => ({ ...prev, [sourceName]: { success: true, message: '连接成功' } }))
+    } catch (err: unknown) {
+      const msg = err instanceof Error ? err.message : '连接失败'
+      setTestResults(prev => ({ ...prev, [sourceName]: { success: false, message: msg } }))
+    } finally {
+      setTestingSource(null)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="数据源管理"
+        description="管理数据采集源配置与连接状态"
+      />
+
+      {/* 数据源卡片 */}
+      {loading ? (
+        <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+          {[1, 2, 3].map(i => (
+            <Card key={i}>
+              <CardBody>
+                <div className="animate-pulse space-y-3">
+                  <div className="h-4 w-24 rounded bg-gray-800" />
+                  <div className="h-3 w-32 rounded bg-gray-800" />
+                  <div className="h-8 w-full rounded bg-gray-800" />
+                </div>
+              </CardBody>
+            </Card>
+          ))}
+        </div>
+      ) : (
+        <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+          {sources.map(source => {
+            const result = testResults[source.name]
+            return (
+              <Card key={source.name}>
+                <CardBody className="space-y-4">
+                  {/* 头部 */}
+                  <div className="flex items-center justify-between">
+                    <div className="flex items-center gap-2">
+                      <h3 className="text-sm font-medium text-white">{source.label}</h3>
+                      <Badge status={source.keyConfigured ? 'success' : 'failed'}>
+                        {source.keyConfigured ? '已配置' : '未配置'}
+                      </Badge>
+                    </div>
+                  </div>
+
+                  {/* API Key 状态 */}
+                  <div className="space-y-2">
+                    <div className="flex items-center justify-between text-xs">
+                      <span className="text-gray-500">API Key</span>
+                      <span className="font-mono text-gray-400">{source.maskedKey}</span>
+                    </div>
+                    <div className="flex items-center justify-between text-xs">
+                      <span className="text-gray-500">最近采集</span>
+                      <span className="text-gray-400">{source.lastIngestion || '暂无记录'}</span>
+                    </div>
+                  </div>
+
+                  {/* 测试结果 */}
+                  {result && (
+                    <div
+                      className={`rounded p-2 text-xs ${
+                        result.success
+                          ? 'bg-emerald-500/10 text-emerald-400 border border-emerald-500/30'
+                          : 'bg-red-500/10 text-red-400 border border-red-500/30'
+                      }`}
+                    >
+                      {result.message}
+                    </div>
+                  )}
+
+                  {/* 操作按钮 */}
+                  <button
+                    onClick={() => handleTest(source.name)}
+                    disabled={testingSource === source.name}
+                    className="w-full rounded-md border border-gray-700 bg-gray-800 px-4 py-2.5 text-sm text-gray-300 transition-colors hover:bg-gray-700 hover:text-white disabled:opacity-50 min-h-[44px]"
+                  >
+                    {testingSource === source.name ? '测试中...' : '测试连接'}
+                  </button>
+                </CardBody>
+              </Card>
+            )
+          })}
+        </div>
+      )}
+
+      {/* 数据源说明 */}
+      <Card>
+        <CardHeader title="数据源说明" />
+        <CardBody>
+          <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+            <div className="rounded-lg border border-gray-800 p-4">
+              <div className="flex items-center gap-2 mb-2">
+                <Badge status="info">Bzzoiro</Badge>
+              </div>
+              <p className="text-xs text-gray-400">
+                历史赛程与比分数据,覆盖全球主要联赛。需要 API Key 配置。
+              </p>
+            </div>
+            <div className="rounded-lg border border-gray-800 p-4">
+              <div className="flex items-center gap-2 mb-2">
+                <Badge status="info">Understat</Badge>
+              </div>
+              <p className="text-xs text-gray-400">
+                xG (预期进球) 进阶数据,无需 API Key,通过网页抓取获取。
+              </p>
+            </div>
+            <div className="rounded-lg border border-gray-800 p-4">
+              <div className="flex items-center gap-2 mb-2">
+                <Badge status="info">Injuries</Badge>
+              </div>
+              <p className="text-xs text-gray-400">
+                球员伤停信息,用于预测时考虑阵容完整性。需要 API Key 配置。
+              </p>
+            </div>
+          </div>
+        </CardBody>
+      </Card>
+
+      {/* 采集历史 */}
+      <Card>
+        <CardHeader title="采集历史" />
+        <CardBody>
+          <div className="text-center py-8 text-sm text-gray-500">
+            <p>暂无采集历史记录</p>
+            <p className="mt-1 text-xs">后端暂无采集历史端点,采集任务完成后将在此显示</p>
+          </div>
+        </CardBody>
+      </Card>
+    </div>
+  )
+}

frontend/src/admin/pages/LLMConfig.tsx

@@ -0,0 +1,259 @@
+/**
+ * Admin 后台 - LLM 配置管理页面
+ *
+ * 功能:
+ * - 显示当前 LLM 配置（provider, model, base_url）
+ * - 测试 LLM 连接（调用 /predict 测试）
+ * - 显示 LLM 使用统计（预测次数、平均延迟、成功率）
+ * - 模型切换（显示可用模型列表）
+ */
+
+import { useEffect, useState, useCallback } from 'react'
+import { testLLMConnection, fetchLLMUsageStats } from '../dal'
+import type { LLMUsageStats } from '../types'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+// 可用模型列表
+const AVAILABLE_MODELS = [
+  { id: 'gpt-4o', label: 'GPT-4o', provider: 'openai', description: '最强大模型,适合复杂分析' },
+  { id: 'gpt-4o-mini', label: 'GPT-4o Mini', provider: 'openai', description: '快速经济,适合批量预测' },
+  { id: 'claude-3-5-sonnet', label: 'Claude 3.5 Sonnet', provider: 'anthropic', description: '长上下文分析能力强' },
+  { id: 'deepseek-chat', label: 'DeepSeek V3', provider: 'deepseek', description: '高性价比中文优化' },
+]
+
+export default function LLMConfigPage() {
+  const [stats, setStats] = useState<LLMUsageStats | null>(null)
+  const [loading, setLoading] = useState(true)
+  const [testing, setTesting] = useState(false)
+  const [testResult, setTestResult] = useState<{ success: boolean; message: string } | null>(null)
+
+  // 当前配置（模拟，后端暂无配置端点）
+  const currentConfig = {
+    provider: 'openai',
+    model: 'gpt-4o',
+    base_url: 'https://api.openai.com/v1',
+    api_key_configured: true,
+    api_key_masked: 'sk-****...****abcd',
+  }
+
+  const loadStats = useCallback(async () => {
+    setLoading(true)
+    try {
+      const data = await fetchLLMUsageStats()
+      setStats(data)
+    } catch {
+      setStats(null)
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  useEffect(() => { loadStats() }, [loadStats])
+
+  async function handleTest() {
+    setTesting(true)
+    setTestResult(null)
+    try {
+      await testLLMConnection()
+      setTestResult({ success: true, message: 'LLM 连接测试成功' })
+    } catch (err: unknown) {
+      const msg = err instanceof Error ? err.message : 'LLM 连接测试失败'
+      setTestResult({ success: false, message: msg })
+    } finally {
+      setTesting(false)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="LLM 配置"
+        description="管理大语言模型连接与使用统计"
+      />
+
+      <div className="grid gap-6 lg:grid-cols-2">
+        {/* 当前配置 */}
+        <Card>
+          <CardHeader title="当前配置" />
+          <CardBody className="space-y-4">
+            <div className="space-y-3">
+              <div className="flex items-center justify-between border-b border-gray-800 pb-3">
+                <span className="text-xs text-gray-500">提供商</span>
+                <Badge status="info">{currentConfig.provider}</Badge>
+              </div>
+              <div className="flex items-center justify-between border-b border-gray-800 pb-3">
+                <span className="text-xs text-gray-500">模型</span>
+                <span className="text-sm text-gray-200">{currentConfig.model}</span>
+              </div>
+              <div className="flex items-center justify-between border-b border-gray-800 pb-3">
+                <span className="text-xs text-gray-500">API 地址</span>
+                <span className="text-xs font-mono text-gray-400">{currentConfig.base_url}</span>
+              </div>
+              <div className="flex items-center justify-between border-b border-gray-800 pb-3">
+                <span className="text-xs text-gray-500">API Key</span>
+                <div className="flex items-center gap-2">
+                  <span className="font-mono text-xs text-gray-400">{currentConfig.api_key_masked}</span>
+                  <Badge status={currentConfig.api_key_configured ? 'success' : 'failed'}>
+                    {currentConfig.api_key_configured ? '已配置' : '未配置'}
+                  </Badge>
+                </div>
+              </div>
+              <div className="flex items-center justify-between">
+                <span className="text-xs text-gray-500">模式</span>
+                <span className="text-sm text-gray-200">多 Agent (5 专家 + 终裁)</span>
+              </div>
+            </div>
+
+            {/* 测试连接 */}
+            {testResult && (
+              <div
+                className={`rounded p-3 text-xs ${
+                  testResult.success
+                    ? 'bg-emerald-500/10 text-emerald-400 border border-emerald-500/30'
+                    : 'bg-red-500/10 text-red-400 border border-red-500/30'
+                }`}
+              >
+                {testResult.message}
+              </div>
+            )}
+
+            <button
+              onClick={handleTest}
+              disabled={testing}
+              className="w-full rounded-md border border-gray-700 bg-gray-800 px-4 py-2.5 text-sm text-gray-300 transition-colors hover:bg-gray-700 hover:text-white disabled:opacity-50 min-h-[44px]"
+            >
+              {testing ? '测试中...' : '测试 LLM 连接'}
+            </button>
+          </CardBody>
+        </Card>
+
+        {/* 使用统计 */}
+        <Card>
+          <CardHeader
+            title="使用统计"
+            action={
+              <button
+                onClick={loadStats}
+                className="rounded px-2 py-1 text-xs text-blue-400 hover:bg-gray-800 min-h-[44px] min-w-[44px]"
+              >
+                刷新
+              </button>
+            }
+          />
+          <CardBody>
+            {loading ? (
+              <div className="animate-pulse space-y-3">
+                <div className="h-16 rounded bg-gray-800" />
+                <div className="h-16 rounded bg-gray-800" />
+                <div className="h-16 rounded bg-gray-800" />
+              </div>
+            ) : stats ? (
+              <div className="space-y-4">
+                <div className="grid grid-cols-2 gap-3">
+                  <div className="rounded-lg border border-gray-800 bg-gray-800/50 p-3 text-center">
+                    <div className="text-xl font-bold text-white tabular-nums">{stats.total_predictions}</div>
+                    <div className="text-xs text-gray-500 mt-1">总预测数</div>
+                  </div>
+                  <div className="rounded-lg border border-gray-800 bg-gray-800/50 p-3 text-center">
+                    <div className="text-xl font-bold text-blue-400 tabular-nums">{stats.avg_latency_ms}ms</div>
+                    <div className="text-xs text-gray-500 mt-1">平均延迟</div>
+                  </div>
+                </div>
+                <div className="rounded-lg border border-gray-800 bg-gray-800/50 p-3 text-center">
+                  <div className="text-xl font-bold text-emerald-400 tabular-nums">
+                    {stats.success_rate.toFixed(1)}%
+                  </div>
+                  <div className="text-xs text-gray-500 mt-1">成功率</div>
+                </div>
+              </div>
+            ) : (
+              <div className="text-center py-8 text-sm text-gray-500">暂无使用统计数据</div>
+            )}
+          </CardBody>
+        </Card>
+      </div>
+
+      {/* 模型切换 */}
+      <Card>
+        <CardHeader title="可用模型" description="切换预测使用的 LLM 模型(通过修改 .env 文件)" />
+        <CardBody>
+          <div className="space-y-3">
+            {AVAILABLE_MODELS.map(model => {
+              const isCurrent = model.id === currentConfig.model
+              return (
+                <div
+                  key={model.id}
+                  className={`flex flex-col sm:flex-row sm:items-center justify-between rounded-lg border p-4 gap-3 ${
+                    isCurrent
+                      ? 'border-blue-500/30 bg-blue-500/5'
+                      : 'border-gray-800 hover:border-gray-700'
+                  }`}
+                >
+                  <div className="flex items-center gap-3">
+                    <div className="flex-1">
+                      <div className="flex items-center gap-2">
+                        <span className="text-sm font-medium text-gray-200">{model.label}</span>
+                        {isCurrent && <Badge status="success">当前</Badge>}
+                      </div>
+                      <p className="text-xs text-gray-500 mt-0.5">{model.description}</p>
+                    </div>
+                  </div>
+                  <div className="flex items-center gap-2">
+                    <Badge status="info">{model.provider}</Badge>
+                    {!isCurrent && (
+                      <span className="text-xs text-gray-500 whitespace-nowrap">
+                        编辑 .env 切换
+                      </span>
+                    )}
+                  </div>
+                </div>
+              )
+            })}
+          </div>
+        </CardBody>
+      </Card>
+
+      {/* 最近预测 */}
+      <Card>
+        <CardHeader title="最近预测记录" />
+        <CardBody>
+          {loading ? (
+            <div className="space-y-2">
+              {[1, 2, 3].map(i => (
+                <div key={i} className="h-12 animate-pulse rounded bg-gray-800" />
+              ))}
+            </div>
+          ) : stats && stats.recent_predictions.length > 0 ? (
+            <div className="space-y-2">
+              {stats.recent_predictions.map(p => (
+                <div
+                  key={p.id}
+                  className="flex flex-col sm:flex-row sm:items-center justify-between rounded-lg border border-gray-800 p-3 gap-2"
+                >
+                  <div className="flex items-center gap-3">
+                    <span className="text-xs text-gray-500">#{p.id}</span>
+                    <span className="text-sm text-gray-300">Match #{p.match_id}</span>
+                    <span className="text-xs font-mono text-gray-500">{p.model}</span>
+                  </div>
+                  <div className="flex items-center gap-2">
+                    <span className="text-xs text-gray-500">
+                      {p.created_at ? new Date(p.created_at).toLocaleString() : '—'}
+                    </span>
+                    <Badge status={p.status === 'success' ? 'success' : 'failed'}>
+                      {p.status === 'success' ? '成功' : '失败'}
+                    </Badge>
+                  </div>
+                </div>
+              ))}
+            </div>
+          ) : (
+            <div className="text-center py-8 text-sm text-gray-500">
+              <p>暂无预测记录</p>
+              <p className="mt-1 text-xs">触发预测后将在此显示记录</p>
+            </div>
+          )}
+        </CardBody>
+      </Card>
+    </div>
+  )
+}

frontend/src/admin/pages/Monitoring.tsx

@@ -0,0 +1,105 @@
+/**
+ * Admin 后台 - 监控面板
+ *
+ * 响应式布局: 移动端单列,桌面端三列
+ * 触摸友好: 卡片可点击查看详情
+ */
+
+import { useEffect, useState } from 'react'
+import { fetchHealth } from '../dal'
+import { SectionHeader } from '../components'
+
+export default function MonitoringPage() {
+  const [health, setHealth] = useState<any>(null)
+  const [loading, setLoading] = useState(true)
+
+  useEffect(() => {
+    fetchHealth().then(setHealth).finally(() => setLoading(false))
+  }, [])
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="系统监控"
+        description="查看服务健康状态"
+      />
+
+      {loading ? (
+        <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+          {[1, 2, 3].map(i => (
+            <div key={i} className="h-24 animate-pulse rounded-lg bg-gray-800" />
+          ))}
+        </div>
+      ) : health ? (
+        <div className="grid gap-4 sm:grid-cols-2 lg:grid-cols-3">
+          {/* 服务状态 */}
+          <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+            <div className="text-xs text-gray-500 mb-2">状态</div>
+            <div className="flex items-center gap-2">
+              <span className="inline-block h-3 w-3 rounded-full bg-emerald-500 animate-pulse" />
+              <span className="text-lg font-bold text-emerald-400">{health.status}</span>
+            </div>
+          </div>
+
+          {/* 服务名称 */}
+          <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+            <div className="text-xs text-gray-500 mb-2">服务</div>
+            <div className="text-lg font-bold text-white">{health.service || 'profeto'}</div>
+          </div>
+
+          {/* 数据库 */}
+          <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+            <div className="text-xs text-gray-500 mb-2">数据库</div>
+            <div className="text-lg font-bold text-blue-400">11 张表</div>
+          </div>
+
+          {/* 版本 */}
+          {health.version && (
+            <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+              <div className="text-xs text-gray-500 mb-2">版本</div>
+              <div className="text-lg font-bold text-gray-200">{health.version}</div>
+            </div>
+          )}
+
+          {/* 运行时间 */}
+          {health.uptime_seconds && (
+            <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+              <div className="text-xs text-gray-500 mb-2">运行时间</div>
+              <div className="text-lg font-bold text-gray-200">
+                {Math.floor(health.uptime_seconds / 3600)}h {Math.floor((health.uptime_seconds % 3600) / 60)}m
+              </div>
+            </div>
+          )}
+
+          {/* 检查项 */}
+          {health.checks && Object.keys(health.checks).length > 0 && (
+            <div className="rounded-lg border border-gray-800 bg-gray-900 p-5">
+              <div className="text-xs text-gray-500 mb-2">健康检查</div>
+              <div className="space-y-1">
+                {Object.entries(health.checks).map(([key, val]) => (
+                  <div key={key} className="flex items-center justify-between text-sm">
+                    <span className="text-gray-400 text-xs">{key}</span>
+                    <span className={`text-xs font-medium ${val === 'pass' ? 'text-emerald-400' : 'text-red-400'}`}>
+                      {String(val)}
+                    </span>
+                  </div>
+                ))}
+              </div>
+            </div>
+          )}
+        </div>
+      ) : (
+        <div className="rounded-lg border border-red-500/30 bg-red-500/10 p-6 text-center">
+          <p className="text-red-400 text-lg font-medium">无法连接到后端</p>
+          <p className="text-red-400/70 text-sm mt-1">请检查服务是否正常运行</p>
+          <button
+            onClick={() => window.location.reload()}
+            className="mt-4 rounded-md bg-red-500/20 px-4 py-2 text-sm text-red-300 hover:bg-red-500/30 min-h-[44px]"
+          >
+            重试
+          </button>
+        </div>
+      )}
+    </div>
+  )
+}

frontend/src/admin/pages/Predictions.tsx

@@ -0,0 +1,138 @@
+/**
+ * Admin 后台 - 预测管理页面
+ *
+ * 响应式布局: 移动端单列,桌面端双列
+ * 触摸友好: 按钮最小 44px 高度
+ */
+
+import { useEffect, useState } from 'react'
+import { triggerPrediction, fetchPredictions, fetchMatches } from '../dal'
+import type { Match, Prediction } from '../types'
+import { Card, CardBody, CardHeader, Badge, SectionHeader } from '../components'
+
+export default function PredictionsPage() {
+  const [matches, setMatches] = useState<Match[]>([])
+  const [predictions, setPredictions] = useState<Prediction[]>([])
+  const [matchId, setMatchId] = useState('')
+  const [mode, setMode] = useState<'single' | 'multi'>('multi')
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [successMsg, setSuccessMsg] = useState<string | null>(null)
+
+  useEffect(() => {
+    fetchPredictions(20).then(setPredictions)
+    fetchMatches({ status: 'scheduled', limit: 20 }).then(d => setMatches(d.items))
+  }, [])
+
+  async function handlePredict(e: React.FormEvent) {
+    e.preventDefault()
+    if (!matchId) return
+    setLoading(true)
+    setError(null)
+    setSuccessMsg(null)
+    try {
+      await triggerPrediction({ match_id: parseInt(matchId), mode })
+      setSuccessMsg('预测任务已提交')
+      fetchPredictions(20).then(setPredictions)
+    } catch (err: unknown) {
+      setError(err instanceof Error ? err.message : '预测失败')
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      <SectionHeader
+        title="预测管理"
+        description="触发 LLM 足球预测"
+      />
+
+      <div className="grid gap-6 lg:grid-cols-2">
+        {/* 新建预测 */}
+        <Card>
+          <CardHeader title="新建预测" />
+          <CardBody>
+            <form onSubmit={handlePredict} className="space-y-4">
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">比赛</label>
+                <select
+                  value={matchId}
+                  onChange={e => setMatchId(e.target.value)}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                >
+                  <option value="">选择比赛</option>
+                  {matches.map(m => (
+                    <option key={m.id} value={m.id}>
+                      {m.home_team} vs {m.away_team} ({m.match_date?.slice(0, 10)})
+                    </option>
+                  ))}
+                </select>
+              </div>
+
+              <div>
+                <label className="mb-1.5 block text-xs font-medium text-gray-400">模式</label>
+                <select
+                  value={mode}
+                  onChange={e => setMode(e.target.value as 'single' | 'multi')}
+                  className="w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2.5 text-white min-h-[44px]"
+                >
+                  <option value="multi">多 Agent (5 专家 + 终裁)</option>
+                  <option value="single">单次调用</option>
+                </select>
+              </div>
+
+              {error && (
+                <div className="rounded-md bg-red-500/10 p-3 text-sm text-red-400 border border-red-500/30">
+                  {error}
+                </div>
+              )}
+              {successMsg && (
+                <div className="rounded-md bg-emerald-500/10 p-3 text-sm text-emerald-400 border border-emerald-500/30">
+                  {successMsg}
+                </div>
+              )}
+
+              <button
+                type="submit"
+                disabled={loading || !matchId}
+                className="w-full rounded-md bg-blue-600 px-4 py-2.5 text-white hover:bg-blue-700 disabled:opacity-50 transition-colors min-h-[44px]"
+              >
+                {loading ? '预测中...' : '触发预测'}
+              </button>
+            </form>
+          </CardBody>
+        </Card>
+
+        {/* 最近预测 */}
+        <Card>
+          <CardHeader title="最近预测" />
+          <CardBody>
+            {predictions.length === 0 ? (
+              <div className="text-center py-8 text-sm text-gray-500">
+                <p>暂无预测记录</p>
+                <p className="mt-1 text-xs">触发预测后将在此显示</p>
+              </div>
+            ) : (
+              <div className="space-y-2">
+                {predictions.slice(0, 10).map(p => (
+                  <div
+                    key={p.id}
+                    className="flex flex-col sm:flex-row sm:items-center justify-between rounded-lg border border-gray-800 p-3 gap-2"
+                  >
+                    <span className="text-sm text-gray-300">
+                      Match #{p.match_id} · {p.model}
+                    </span>
+                    <Badge status={p.settled ? 'success' : 'warning'}>
+                      {p.pred_1x2 || '?'} · {p.subjective_confidence ? `${(p.subjective_confidence * 100).toFixed(0)}%` : '—'}
+                    </Badge>
+                  </div>
+                ))}
+              </div>
+            )}
+          </CardBody>
+        </Card>
+      </div>
+    </div>
+  )
+}

frontend/src/admin/routes.tsx

@@ -0,0 +1,37 @@
+/**
+ * Admin 后台 - 路由配置
+ *
+ * 所有 Admin 页面的路由定义,使用嵌套路由。
+ * 挂载路径: /admin/*
+ */
+
+import { Navigate } from 'react-router-dom'
+import AdminLayout from './AdminLayout'
+import Dashboard from './pages/Dashboard'
+import CollectionPage from './pages/Collection'
+import PredictionsPage from './pages/Predictions'
+import BacktestPage from './pages/Backtest'
+import MonitoringPage from './pages/Monitoring'
+import DataSourcesPage from './pages/DataSources'
+import LLMConfigPage from './pages/LLMConfig'
+import ConfigPage from './pages/Config'
+
+export const adminRoutes = [
+  {
+    path: '/admin',
+    element: <AdminLayout />,
+    children: [
+      { index: true, element: <Dashboard /> },
+      { path: 'collection', element: <CollectionPage /> },
+      { path: 'predictions', element: <PredictionsPage /> },
+      { path: 'backtest', element: <BacktestPage /> },
+      { path: 'monitoring', element: <MonitoringPage /> },
+      { path: 'data-sources', element: <DataSourcesPage /> },
+      { path: 'llm-config', element: <LLMConfigPage /> },
+      { path: 'config', element: <ConfigPage /> },
+      { path: '*', element: <Navigate to="/admin" replace /> },
+    ],
+  },
+]
+
+export { adminRoutes as default }

frontend/src/admin/types.ts

@@ -0,0 +1,184 @@
+/**
+ * Admin 后台 - TypeScript 类型定义
+ *
+ * 与 FastAPI 后端 Pydantic 模型对齐
+ */
+
+// ── 系统健康 ────────────────────────────────────────────────────
+
+export interface HealthStatus {
+  status: 'ok' | 'degraded' | 'error'
+  version?: string
+  uptime_seconds?: number
+  checks: Record<string, 'pass' | 'fail' | 'warn'>
+}
+
+// ── 仪表盘 ──────────────────────────────────────────────────────
+
+export interface DashboardStats {
+  leagues: League[]
+  total_matches: number
+  total_predictions: number
+  health: string
+  db_tables: { name: string; row_count: number; size_mb: number; last_updated: string | null }[]
+  last_collection: { source: string; league_code: string | null; started_at: string; finished_at: string | null; status: string; records_count: number | null; error_message: string | null }[]
+  recent_errors: { id: number; timestamp: string; source: string; message: string; level: string }[]
+}
+
+// ── 联赛 & 比赛 ─────────────────────────────────────────────────
+
+export interface League {
+  id?: number
+  code: string
+  name: string
+  name_zh?: string
+  country?: string
+}
+
+export interface Match {
+  id: number
+  league_code?: string
+  season?: string | null
+  home_team: string
+  away_team: string
+  home_team_zh?: string | null
+  away_team_zh?: string | null
+  match_date: string
+  match_status: string
+  home_goals?: number | null
+  away_goals?: number | null
+  match_stage?: string | null
+}
+
+// ── 预测 ────────────────────────────────────────────────────────
+
+export interface Prediction {
+  id: number
+  match_id: number
+  provider: string
+  model: string
+  prompt_version?: string
+  mode?: string
+  pred_home_goals?: number | null
+  pred_away_goals?: number | null
+  pred_1x2?: string | null
+  subjective_confidence?: number | null
+  reasoning?: string | null
+  created_at: string
+  actual_home_goals?: number | null
+  actual_away_goals?: number | null
+  settled?: boolean
+}
+
+export interface PredictRequest {
+  match_id: number
+  mode?: 'single' | 'multi'
+  provider?: string
+  model?: string
+}
+
+// ── 数据采集 ────────────────────────────────────────────────────
+
+export interface CollectionRequest {
+  source: 'bzzoiro' | 'understat' | 'injuries'
+  leagues?: string[]
+  league?: string
+  season?: string
+  date_from?: string
+  date_to?: string
+}
+
+// ── 评估 & 回测 ─────────────────────────────────────────────────
+
+export interface EvalSummary {
+  summary: Array<{
+    provider: string
+    model: string
+    total: number
+    correct: number
+    accuracy: number
+    avg_rmse: number
+  }>
+}
+
+export interface BacktestRequest {
+  league_id?: number
+  date_from?: string
+  date_to?: string
+  mode?: 'single' | 'multi'
+  limit?: number
+  model?: string
+}
+
+export interface BacktestSummary {
+  total: number
+  scored: number
+  accuracy_1x2?: number
+  avg_score_rmse?: number
+  results?: Array<{
+    match_id: number
+    actual_home: number
+    actual_away: number
+    pred_home?: number
+    pred_away?: number
+    correct_1x2: boolean
+  }>
+}
+
+// ── 数据源配置 ──────────────────────────────────────────────────
+
+export interface DataSourceStatus {
+  name: string
+  label: string
+  keyConfigured: boolean
+  maskedKey: string
+  lastIngestion: string | null
+  status: 'configured' | 'missing_key' | 'untested'
+}
+
+export interface DataSourceTestRequest {
+  source: 'bzzoiro' | 'understat' | 'injuries'
+}
+
+export interface IngestionHistoryEntry {
+  id: string
+  source: string
+  started_at: string
+  finished_at: string | null
+  status: 'success' | 'running' | 'failed'
+  records_count: number | null
+  error_message: string | null
+}
+
+// ── LLM 配置 ────────────────────────────────────────────────────
+
+export interface LLMConfig {
+  provider: string
+  model: string
+  base_url: string
+  api_key_configured: boolean
+  api_key_masked: string
+}
+
+export interface LLMUsageStats {
+  total_predictions: number
+  avg_latency_ms: number
+  success_rate: number
+  recent_predictions: Array<{
+    id: number
+    match_id: number
+    model: string
+    created_at: string
+    latency_ms?: number
+    status: 'success' | 'failed'
+  }>
+}
+
+// ── 系统配置 ────────────────────────────────────────────────────
+
+export interface SystemConfigEntry {
+  key: string
+  value_masked: string
+  description: string
+  is_sensitive: boolean
+}

frontend/src/index.css

@@ -100,3 +100,54 @@
     @apply animate-pulse rounded-none bg-ink-200;
   }
 }
+
+/* ── Admin 后台:暗色主题覆盖 ── */
+@layer base {
+  /* Admin 区域内滚动条暗色化 */
+  .dark-scroll::-webkit-scrollbar-thumb {
+    @apply bg-gray-600;
+  }
+  .dark-scroll::-webkit-scrollbar-thumb:hover {
+    @apply bg-gray-500;
+  }
+}
+
+@layer components {
+  /* Admin 输入框统一样式 */
+  .admin-input {
+    @apply w-full rounded-md border border-gray-700 bg-gray-800 px-3 py-2 text-sm text-gray-200
+           transition-colors placeholder:text-gray-600
+           focus:border-blue-500 focus:outline-none focus:ring-1 focus:ring-blue-500;
+  }
+
+  /* Admin 按钮 */
+  .admin-btn {
+    @apply inline-flex items-center justify-center gap-1.5 rounded-md border border-gray-700
+           bg-gray-800 px-4 py-2 text-sm font-medium text-gray-200
+           transition-colors hover:border-gray-600 hover:bg-gray-700
+           disabled:cursor-not-allowed disabled:opacity-40;
+  }
+
+  .admin-btn-primary {
+    @apply border-blue-600 bg-blue-600 text-white hover:bg-blue-700 hover:border-blue-700;
+  }
+
+  .admin-btn-danger {
+    @apply border-red-600 bg-red-600 text-white hover:bg-red-700 hover:border-red-700;
+  }
+
+  /* Admin 卡片通用 */
+  .admin-card {
+    @apply rounded-lg border border-gray-800 bg-gray-900;
+  }
+
+  /* 表格行动态 */
+  .admin-row-hover {
+    @apply transition-colors hover:bg-gray-800/40;
+  }
+
+  /* 状态点 */
+  .status-dot {
+    @apply inline-block h-2 w-2 rounded-full;
+  }
+}