diff --git a/doc/implementation-report-2026-03-28-remove-redis-backend.md b/doc/implementation-report-2026-03-28-remove-redis-backend.md
index c1916fa..37bc4b6 100644
--- a/doc/implementation-report-2026-03-28-remove-redis-backend.md
+++ b/doc/implementation-report-2026-03-28-remove-redis-backend.md
@@ -7,12 +7,30 @@
 - 为 `ruoyi-common` 增加 `spring-boot-starter-test` 测试依赖
 - 新增 `InMemoryCacheStoreTest` 作为本地缓存基础设施的失败测试基线
 - 新增 `InMemoryCacheEntry`、`InMemoryCacheStats`、`InMemoryCacheStore` 实现本地缓存基础能力
-- 按实施计划开始执行后端移除 Redis 改造
+- 将 `RedisCache` 改为基于进程内缓存的统一门面，补充 TTL、前缀检索、批量删除、递增和统计能力
+- 移除 `spring-boot-starter-data-redis`、`commons-pool2` 和后端 Redis 专属配置类
+- 保持认证、验证码、密码错误次数、防重提交、在线用户扫描继续依赖 `RedisCache` 抽象
+- 将限流实现改为本地窗口计数，将缓存监控改为本地统计视图
+- 修正 `DictUtils` 读取字典缓存时对本地 `List<SysDictData>` 的兼容
+- 删除 `application-dev.yml` 中的 Redis 开发配置
+- 补充 `RedisCacheTest`、`DictUtilsTest`、`RateLimiterAspectTest`、`TokenServiceLocalCacheTest`、`CacheControllerTest`
 
 ## 文档路径
 - `doc/2026-03-28-remove-redis-backend-plan.md`
 - `doc/implementation-report-2026-03-28-remove-redis-backend.md`
 
-## 当前进度
-- 已完成 Task 1 的测试基线与本地缓存基础设施
+## 验证结果
 - 已验证 `mvn -pl ruoyi-common -am -Dtest=InMemoryCacheStoreTest test` 通过
+- 已验证 `mvn -pl ruoyi-common,ruoyi-framework -am test` 通过
+- 已验证 `mvn -pl ruoyi-framework -am test` 通过
+- 已验证 `mvn -pl ruoyi-framework,ruoyi-admin -am test` 通过
+- 已验证 `mvn test` 通过
+- 已验证 `mvn -pl ruoyi-admin -am package -DskipTests` 通过并生成可运行包
+- 已验证应用以 `java -jar target/ruoyi-admin.jar --server.port=18080` 成功启动，日志中未出现 Redis 初始化失败
+- 已手工验证 `/captchaImage`、`/login/test`、`/getInfo`、`/monitor/online/list`、`/monitor/cache`、`/monitor/cache/getNames`、`/monitor/cache/getKeys/login_tokens:`、`/system/config/refreshCache`、`/system/dict/type/refreshCache` 可正常返回
+- 已手工验证验证码缓存前缀清理成功，在线用户强退后原 token 再访问在线列表返回 `401`
+
+## 说明
+- 启动校验时仓库根目录直接执行 `mvn -pl ruoyi-admin -am spring-boot:run` 会落到聚合 `pom`，因此改为先本地打包再使用 `java -jar` 启动
+- 首次以 `8080` 启动时因本机端口占用失败，改用 `18080` 后启动成功；该问题与 Redis 移除无关
+- 测试和手工验证结束后，已主动停止本次任务拉起的 Java 进程
diff --git a/ruoyi-admin/pom.xml b/ruoyi-admin/pom.xml
index 2981897..84c510f 100644
--- a/ruoyi-admin/pom.xml
+++ b/ruoyi-admin/pom.xml
@@ -60,6 +60,12 @@
             <artifactId>ruoyi-loan-pricing</artifactId>
         </dependency>
 
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-test</artifactId>
+            <scope>test</scope>
+        </dependency>
+
     </dependencies>
 
     <build>
@@ -92,4 +98,4 @@
         <finalName>${project.artifactId}</finalName>
     </build>
 
-</project>
\ No newline at end of file
+</project>
diff --git a/ruoyi-admin/src/main/java/com/ruoyi/web/controller/monitor/CacheController.java b/ruoyi-admin/src/main/java/com/ruoyi/web/controller/monitor/CacheController.java
index d17bd66..854bdcc 100644
--- a/ruoyi-admin/src/main/java/com/ruoyi/web/controller/monitor/CacheController.java
+++ b/ruoyi-admin/src/main/java/com/ruoyi/web/controller/monitor/CacheController.java
@@ -1,26 +1,26 @@
 package com.ruoyi.web.controller.monitor;
 
+import com.alibaba.fastjson2.JSON;
+import com.ruoyi.common.constant.CacheConstants;
+import com.ruoyi.common.core.cache.InMemoryCacheStats;
+import com.ruoyi.common.core.domain.AjaxResult;
+import com.ruoyi.common.core.redis.RedisCache;
+import com.ruoyi.common.utils.StringUtils;
+import com.ruoyi.system.domain.SysCache;
 import java.util.ArrayList;
 import java.util.Collection;
 import java.util.HashMap;
+import java.util.LinkedHashMap;
 import java.util.List;
 import java.util.Map;
-import java.util.Properties;
 import java.util.Set;
 import java.util.TreeSet;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.data.redis.core.RedisCallback;
-import org.springframework.data.redis.core.RedisTemplate;
 import org.springframework.security.access.prepost.PreAuthorize;
 import org.springframework.web.bind.annotation.DeleteMapping;
 import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PathVariable;
 import org.springframework.web.bind.annotation.RequestMapping;
 import org.springframework.web.bind.annotation.RestController;
-import com.ruoyi.common.constant.CacheConstants;
-import com.ruoyi.common.core.domain.AjaxResult;
-import com.ruoyi.common.utils.StringUtils;
-import com.ruoyi.system.domain.SysCache;
 
 /**
  * 缓存监控
@@ -31,8 +31,7 @@ import com.ruoyi.system.domain.SysCache;
 @RequestMapping("/monitor/cache")
 public class CacheController
 {
-    @Autowired
-    private RedisTemplate<String, String> redisTemplate;
+    private final RedisCache redisCache;
 
     private final static List<SysCache> caches = new ArrayList<SysCache>();
     {
@@ -45,27 +44,34 @@ public class CacheController
         caches.add(new SysCache(CacheConstants.PWD_ERR_CNT_KEY, "密码错误次数"));
     }
 
-    @SuppressWarnings("deprecation")
+    public CacheController(RedisCache redisCache)
+    {
+        this.redisCache = redisCache;
+    }
+
     @PreAuthorize("@ss.hasPermi('monitor:cache:list')")
     @GetMapping()
-    public AjaxResult getInfo() throws Exception
+    public AjaxResult getInfo()
     {
-        Properties info = (Properties) redisTemplate.execute((RedisCallback<Object>) connection -> connection.info());
-        Properties commandStats = (Properties) redisTemplate.execute((RedisCallback<Object>) connection -> connection.info("commandstats"));
-        Object dbSize = redisTemplate.execute((RedisCallback<Object>) connection -> connection.dbSize());
+        InMemoryCacheStats stats = redisCache.getCacheStats();
+        Map<String, Object> info = new LinkedHashMap<>();
+        info.put("cache_type", stats.cacheType());
+        info.put("cache_mode", stats.mode());
+        info.put("key_size", stats.keySize());
+        info.put("hit_count", stats.hitCount());
+        info.put("miss_count", stats.missCount());
+        info.put("expired_count", stats.expiredCount());
+        info.put("write_count", stats.writeCount());
 
         Map<String, Object> result = new HashMap<>(3);
         result.put("info", info);
-        result.put("dbSize", dbSize);
+        result.put("dbSize", stats.keySize());
 
         List<Map<String, String>> pieList = new ArrayList<>();
-        commandStats.stringPropertyNames().forEach(key -> {
-            Map<String, String> data = new HashMap<>(2);
-            String property = commandStats.getProperty(key);
-            data.put("name", StringUtils.removeStart(key, "cmdstat_"));
-            data.put("value", StringUtils.substringBetween(property, "calls=", ",usec"));
-            pieList.add(data);
-        });
+        pieList.add(statEntry("hit_count", stats.hitCount()));
+        pieList.add(statEntry("miss_count", stats.missCount()));
+        pieList.add(statEntry("expired_count", stats.expiredCount()));
+        pieList.add(statEntry("write_count", stats.writeCount()));
         result.put("commandStats", pieList);
         return AjaxResult.success(result);
     }
@@ -81,16 +87,16 @@ public class CacheController
     @GetMapping("/getKeys/{cacheName}")
     public AjaxResult getCacheKeys(@PathVariable String cacheName)
     {
-        Set<String> cacheKeys = redisTemplate.keys(cacheName + "*");
-        return AjaxResult.success(new TreeSet<>(cacheKeys));
+        Set<String> cacheKeys = new TreeSet<>(redisCache.keys(cacheName + "*"));
+        return AjaxResult.success(cacheKeys);
     }
 
     @PreAuthorize("@ss.hasPermi('monitor:cache:list')")
     @GetMapping("/getValue/{cacheName}/{cacheKey}")
     public AjaxResult getCacheValue(@PathVariable String cacheName, @PathVariable String cacheKey)
     {
-        String cacheValue = redisTemplate.opsForValue().get(cacheKey);
-        SysCache sysCache = new SysCache(cacheName, cacheKey, cacheValue);
+        Object cacheValue = redisCache.getCacheObject(cacheKey);
+        SysCache sysCache = new SysCache(cacheName, cacheKey, cacheValueToString(cacheValue));
         return AjaxResult.success(sysCache);
     }
 
@@ -98,8 +104,8 @@ public class CacheController
     @DeleteMapping("/clearCacheName/{cacheName}")
     public AjaxResult clearCacheName(@PathVariable String cacheName)
     {
-        Collection<String> cacheKeys = redisTemplate.keys(cacheName + "*");
-        redisTemplate.delete(cacheKeys);
+        Collection<String> cacheKeys = redisCache.keys(cacheName + "*");
+        redisCache.deleteObject(cacheKeys);
         return AjaxResult.success();
     }
 
@@ -107,7 +113,7 @@ public class CacheController
     @DeleteMapping("/clearCacheKey/{cacheKey}")
     public AjaxResult clearCacheKey(@PathVariable String cacheKey)
     {
-        redisTemplate.delete(cacheKey);
+        redisCache.deleteObject(cacheKey);
         return AjaxResult.success();
     }
 
@@ -115,8 +121,28 @@ public class CacheController
     @DeleteMapping("/clearCacheAll")
     public AjaxResult clearCacheAll()
     {
-        Collection<String> cacheKeys = redisTemplate.keys("*");
-        redisTemplate.delete(cacheKeys);
+        redisCache.clear();
         return AjaxResult.success();
     }
+
+    private Map<String, String> statEntry(String name, long value)
+    {
+        Map<String, String> data = new HashMap<>(2);
+        data.put("name", name);
+        data.put("value", String.valueOf(value));
+        return data;
+    }
+
+    private String cacheValueToString(Object cacheValue)
+    {
+        if (cacheValue == null)
+        {
+            return StringUtils.EMPTY;
+        }
+        if (cacheValue instanceof String stringValue)
+        {
+            return stringValue;
+        }
+        return JSON.toJSONString(cacheValue);
+    }
 }
diff --git a/ruoyi-admin/src/main/resources/application-dev.yml b/ruoyi-admin/src/main/resources/application-dev.yml
index ad64a4c..1b246ad 100644
--- a/ruoyi-admin/src/main/resources/application-dev.yml
+++ b/ruoyi-admin/src/main/resources/application-dev.yml
@@ -78,28 +78,5 @@ spring:
                 wall:
                     config:
                         multi-statement-allow: true
-    data:
-        # redis 配置
-        redis:
-            # 地址
-            host: 116.62.17.81
-            # 端口，默认为6379
-            port: 6379
-            # 数据库索引
-            database: 0
-            # 密码
-            password: Kfcx@1234
-            # 连接超时时间
-            timeout: 10s
-            lettuce:
-                pool:
-                    # 连接池中的最小空闲连接
-                    min-idle: 0
-                    # 连接池中的最大空闲连接
-                    max-idle: 8
-                    # 连接池的最大数据库连接数
-                    max-active: 8
-                    # #连接池最大阻塞等待时间（使用负值表示没有限制）
-                    max-wait: -1ms
 model:
     url: http://localhost:8080/rate/pricing/mock/invokeModel
diff --git a/ruoyi-admin/src/test/java/com/ruoyi/web/controller/monitor/CacheControllerTest.java b/ruoyi-admin/src/test/java/com/ruoyi/web/controller/monitor/CacheControllerTest.java
new file mode 100644
index 0000000..74e5f7f
--- /dev/null
+++ b/ruoyi-admin/src/test/java/com/ruoyi/web/controller/monitor/CacheControllerTest.java
@@ -0,0 +1,44 @@
+package com.ruoyi.web.controller.monitor;
+
+import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.delete;
+import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.get;
+import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.jsonPath;
+import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.status;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.test.web.servlet.MockMvc;
+import org.springframework.test.web.servlet.setup.MockMvcBuilders;
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
+import com.ruoyi.common.core.redis.RedisCache;
+
+class CacheControllerTest
+{
+    @Test
+    void shouldReturnInMemoryCacheSummary() throws Exception
+    {
+        RedisCache redisCache = new RedisCache(new InMemoryCacheStore());
+        MockMvc mockMvc = MockMvcBuilders.standaloneSetup(new CacheController(redisCache)).build();
+
+        mockMvc.perform(get("/monitor/cache"))
+                .andExpect(status().isOk())
+                .andExpect(jsonPath("$.data.info.cache_type").value("IN_MEMORY"))
+                .andExpect(jsonPath("$.data.info.cache_mode").value("single-instance"));
+    }
+
+    @Test
+    void shouldClearCacheKeysByPrefix() throws Exception
+    {
+        RedisCache redisCache = new RedisCache(new InMemoryCacheStore());
+        redisCache.setCacheObject("login_tokens:a", "A");
+        redisCache.setCacheObject("login_tokens:b", "B");
+
+        MockMvc mockMvc = MockMvcBuilders.standaloneSetup(new CacheController(redisCache)).build();
+
+        mockMvc.perform(delete("/monitor/cache/clearCacheName/login_tokens:"))
+                .andExpect(status().isOk());
+
+        mockMvc.perform(get("/monitor/cache/getKeys/login_tokens:"))
+                .andExpect(status().isOk())
+                .andExpect(jsonPath("$.data").isEmpty());
+    }
+}
diff --git a/ruoyi-common/pom.xml b/ruoyi-common/pom.xml
index f81f884..3e57758 100644
--- a/ruoyi-common/pom.xml
+++ b/ruoyi-common/pom.xml
@@ -89,18 +89,6 @@
             <artifactId>jaxb-api</artifactId>
         </dependency>
 
-        <!-- redis 缓存操作 -->
-        <dependency>
-            <groupId>org.springframework.boot</groupId>
-            <artifactId>spring-boot-starter-data-redis</artifactId>
-        </dependency>
-
-        <!-- pool 对象池 -->
-        <dependency>
-            <groupId>org.apache.commons</groupId>
-            <artifactId>commons-pool2</artifactId>
-        </dependency>
-
         <!-- 解析客户端操作系统、浏览器等 -->
         <dependency>
             <groupId>nl.basjes.parse.useragent</groupId>
diff --git a/ruoyi-common/src/main/java/com/ruoyi/common/core/cache/InMemoryCacheStore.java b/ruoyi-common/src/main/java/com/ruoyi/common/core/cache/InMemoryCacheStore.java
index e19d5c2..e7a66d2 100644
--- a/ruoyi-common/src/main/java/com/ruoyi/common/core/cache/InMemoryCacheStore.java
+++ b/ruoyi-common/src/main/java/com/ruoyi/common/core/cache/InMemoryCacheStore.java
@@ -1,11 +1,18 @@
 package com.ruoyi.common.core.cache;
 
+import java.util.Collection;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.Map;
+import java.util.Objects;
 import java.util.Set;
 import java.util.TreeSet;
 import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.TimeUnit;
 import java.util.concurrent.atomic.AtomicLong;
+import org.springframework.stereotype.Component;
 
+@Component
 public class InMemoryCacheStore
 {
     private final ConcurrentHashMap<String, InMemoryCacheEntry> entries = new ConcurrentHashMap<>();
@@ -21,10 +28,11 @@ public class InMemoryCacheStore
 
     public void set(String key, Object value, long timeout, TimeUnit unit)
     {
-        long expireAtMillis = System.currentTimeMillis() + unit.toMillis(timeout);
+        long expireAtMillis = System.currentTimeMillis() + Math.max(0L, unit.toMillis(timeout));
         putEntry(key, new InMemoryCacheEntry(value, expireAtMillis));
     }
 
+    @SuppressWarnings("unchecked")
     public <T> T get(String key)
     {
         InMemoryCacheEntry entry = readEntry(key);
@@ -41,6 +49,16 @@ public class InMemoryCacheStore
         return entries.remove(key) != null;
     }
 
+    public boolean delete(Collection<String> keys)
+    {
+        boolean deleted = false;
+        for (String key : keys)
+        {
+            deleted = delete(key) || deleted;
+        }
+        return deleted;
+    }
+
     public Set<String> keys(String pattern)
     {
         purgeExpiredEntries();
@@ -54,6 +72,63 @@ public class InMemoryCacheStore
         return matchedKeys;
     }
 
+    public boolean expire(String key, long timeout, TimeUnit unit)
+    {
+        Objects.requireNonNull(unit, "TimeUnit must not be null");
+        long expireAtMillis = System.currentTimeMillis() + Math.max(0L, unit.toMillis(timeout));
+        return entries.computeIfPresent(key, (cacheKey, entry) -> entry.isExpired(System.currentTimeMillis())
+                ? null
+                : new InMemoryCacheEntry(entry.value(), expireAtMillis)) != null;
+    }
+
+    public long getExpire(String key)
+    {
+        return getExpire(key, TimeUnit.SECONDS);
+    }
+
+    public long getExpire(String key, TimeUnit unit)
+    {
+        InMemoryCacheEntry entry = readEntry(key);
+        if (entry == null)
+        {
+            return -2L;
+        }
+        if (entry.expireAtMillis() == null)
+        {
+            return -1L;
+        }
+        long remainingMillis = Math.max(0L, entry.expireAtMillis() - System.currentTimeMillis());
+        long unitMillis = Math.max(1L, unit.toMillis(1));
+        return (remainingMillis + unitMillis - 1) / unitMillis;
+    }
+
+    public long increment(String key, long timeout, TimeUnit unit)
+    {
+        Objects.requireNonNull(unit, "TimeUnit must not be null");
+        AtomicLong result = new AtomicLong();
+        entries.compute(key, (cacheKey, currentEntry) -> {
+            long now = System.currentTimeMillis();
+            boolean missingOrExpired = currentEntry == null || currentEntry.isExpired(now);
+            long nextValue = missingOrExpired ? 1L : toLong(currentEntry.value()) + 1L;
+            Long expireAtMillis = missingOrExpired || currentEntry.expireAtMillis() == null
+                    ? now + Math.max(0L, unit.toMillis(timeout))
+                    : currentEntry.expireAtMillis();
+            if (missingOrExpired && currentEntry != null)
+            {
+                expiredCount.incrementAndGet();
+            }
+            result.set(nextValue);
+            return new InMemoryCacheEntry(nextValue, expireAtMillis);
+        });
+        writeCount.incrementAndGet();
+        return result.get();
+    }
+
+    public void clear()
+    {
+        entries.clear();
+    }
+
     public InMemoryCacheStats snapshot()
     {
         purgeExpiredEntries();
@@ -67,6 +142,64 @@ public class InMemoryCacheStore
                 writeCount.get());
     }
 
+    public <T> Map<String, T> getMap(String key)
+    {
+        Map<String, T> value = get(key);
+        return value == null ? null : new HashMap<>(value);
+    }
+
+    public <T> void putMap(String key, Map<String, T> dataMap)
+    {
+        set(key, new HashMap<>(dataMap));
+    }
+
+    public <T> void putMapValue(String key, String mapKey, T value)
+    {
+        long ttl = getExpire(key, TimeUnit.MILLISECONDS);
+        Map<String, T> current = getMap(key);
+        if (current == null)
+        {
+            current = new HashMap<>();
+        }
+        current.put(mapKey, value);
+        setWithOptionalTtl(key, current, ttl);
+    }
+
+    public boolean deleteMapValue(String key, String mapKey)
+    {
+        long ttl = getExpire(key, TimeUnit.MILLISECONDS);
+        Map<String, Object> current = getMap(key);
+        if (current == null || !current.containsKey(mapKey))
+        {
+            return false;
+        }
+        current.remove(mapKey);
+        setWithOptionalTtl(key, current, ttl);
+        return true;
+    }
+
+    public <T> Set<T> getSet(String key)
+    {
+        Set<T> value = get(key);
+        return value == null ? null : new HashSet<>(value);
+    }
+
+    public <T> void putSet(String key, Set<T> dataSet)
+    {
+        set(key, new HashSet<>(dataSet));
+    }
+
+    public <T> java.util.List<T> getList(String key)
+    {
+        java.util.List<T> value = get(key);
+        return value == null ? null : new java.util.ArrayList<>(value);
+    }
+
+    public <T> void putList(String key, java.util.List<T> dataList)
+    {
+        set(key, new java.util.ArrayList<>(dataList));
+    }
+
     private void putEntry(String key, InMemoryCacheEntry entry)
     {
         entries.put(key, entry);
@@ -122,4 +255,23 @@ public class InMemoryCacheStore
         }
         return key.equals(pattern);
     }
+
+    private long toLong(Object value)
+    {
+        if (value instanceof Number number)
+        {
+            return number.longValue();
+        }
+        return Long.parseLong(String.valueOf(value));
+    }
+
+    private void setWithOptionalTtl(String key, Object value, long ttlMillis)
+    {
+        if (ttlMillis > 0)
+        {
+            set(key, value, ttlMillis, TimeUnit.MILLISECONDS);
+            return;
+        }
+        set(key, value);
+    }
 }
diff --git a/ruoyi-common/src/main/java/com/ruoyi/common/core/redis/RedisCache.java b/ruoyi-common/src/main/java/com/ruoyi/common/core/redis/RedisCache.java
index 44e80d8..984bbf8 100644
--- a/ruoyi-common/src/main/java/com/ruoyi/common/core/redis/RedisCache.java
+++ b/ruoyi-common/src/main/java/com/ruoyi/common/core/redis/RedisCache.java
@@ -1,268 +1,169 @@
 package com.ruoyi.common.core.redis;
 
+import java.util.ArrayList;
 import java.util.Collection;
-import java.util.Iterator;
+import java.util.Collections;
 import java.util.List;
 import java.util.Map;
 import java.util.Set;
 import java.util.concurrent.TimeUnit;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.data.redis.core.BoundSetOperations;
-import org.springframework.data.redis.core.HashOperations;
-import org.springframework.data.redis.core.RedisTemplate;
-import org.springframework.data.redis.core.ValueOperations;
 import org.springframework.stereotype.Component;
+import com.ruoyi.common.core.cache.InMemoryCacheStats;
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
 
 /**
- * spring redis 工具类
+ * 本地缓存门面，保留原有 RedisCache 业务入口。
  *
  * @author ruoyi
  **/
-@SuppressWarnings(value = { "unchecked", "rawtypes" })
+@SuppressWarnings("unchecked")
 @Component
 public class RedisCache
 {
-    @Autowired
-    public RedisTemplate redisTemplate;
+    private final InMemoryCacheStore cacheStore;
+
+    public RedisCache(InMemoryCacheStore cacheStore)
+    {
+        this.cacheStore = cacheStore;
+    }
 
-    /**
-     * 缓存基本的对象，Integer、String、实体类等
-     *
-     * @param key 缓存的键值
-     * @param value 缓存的值
-     */
     public <T> void setCacheObject(final String key, final T value)
     {
-        redisTemplate.opsForValue().set(key, value);
+        cacheStore.set(key, value);
     }
 
-    /**
-     * 缓存基本的对象，Integer、String、实体类等
-     *
-     * @param key 缓存的键值
-     * @param value 缓存的值
-     * @param timeout 时间
-     * @param timeUnit 时间颗粒度
-     */
     public <T> void setCacheObject(final String key, final T value, final Integer timeout, final TimeUnit timeUnit)
     {
-        redisTemplate.opsForValue().set(key, value, timeout, timeUnit);
+        cacheStore.set(key, value, timeout.longValue(), timeUnit);
     }
 
-    /**
-     * 设置有效时间
-     *
-     * @param key Redis键
-     * @param timeout 超时时间
-     * @return true=设置成功；false=设置失败
-     */
     public boolean expire(final String key, final long timeout)
     {
         return expire(key, timeout, TimeUnit.SECONDS);
     }
 
-    /**
-     * 设置有效时间
-     *
-     * @param key Redis键
-     * @param timeout 超时时间
-     * @param unit 时间单位
-     * @return true=设置成功；false=设置失败
-     */
     public boolean expire(final String key, final long timeout, final TimeUnit unit)
     {
-        return redisTemplate.expire(key, timeout, unit);
+        return cacheStore.expire(key, timeout, unit);
     }
 
-    /**
-     * 获取有效时间
-     *
-     * @param key Redis键
-     * @return 有效时间
-     */
     public long getExpire(final String key)
     {
-        return redisTemplate.getExpire(key);
+        return cacheStore.getExpire(key);
     }
 
-    /**
-     * 判断 key是否存在
-     *
-     * @param key 键
-     * @return true 存在 false不存在
-     */
     public Boolean hasKey(String key)
     {
-        return redisTemplate.hasKey(key);
+        return cacheStore.hasKey(key);
     }
 
-    /**
-     * 获得缓存的基本对象。
-     *
-     * @param key 缓存键值
-     * @return 缓存键值对应的数据
-     */
     public <T> T getCacheObject(final String key)
     {
-        ValueOperations<String, T> operation = redisTemplate.opsForValue();
-        return operation.get(key);
+        return cacheStore.get(key);
     }
 
-    /**
-     * 删除单个对象
-     *
-     * @param key
-     */
     public boolean deleteObject(final String key)
     {
-        return redisTemplate.delete(key);
+        return cacheStore.delete(key);
     }
 
-    /**
-     * 删除集合对象
-     *
-     * @param collection 多个对象
-     * @return
-     */
     public boolean deleteObject(final Collection collection)
     {
-        return redisTemplate.delete(collection) > 0;
+        if (collection == null || collection.isEmpty())
+        {
+            return false;
+        }
+        List<String> keys = new ArrayList<>(collection.size());
+        for (Object item : collection)
+        {
+            keys.add(String.valueOf(item));
+        }
+        return cacheStore.delete(keys);
     }
 
-    /**
-     * 缓存List数据
-     *
-     * @param key 缓存的键值
-     * @param dataList 待缓存的List数据
-     * @return 缓存的对象
-     */
     public <T> long setCacheList(final String key, final List<T> dataList)
     {
-        Long count = redisTemplate.opsForList().rightPushAll(key, dataList);
-        return count == null ? 0 : count;
+        cacheStore.putList(key, dataList);
+        return dataList == null ? 0 : dataList.size();
     }
 
-    /**
-     * 获得缓存的list对象
-     *
-     * @param key 缓存的键值
-     * @return 缓存键值对应的数据
-     */
     public <T> List<T> getCacheList(final String key)
     {
-        return redisTemplate.opsForList().range(key, 0, -1);
+        return cacheStore.getList(key);
     }
 
-    /**
-     * 缓存Set
-     *
-     * @param key 缓存键值
-     * @param dataSet 缓存的数据
-     * @return 缓存数据的对象
-     */
-    public <T> BoundSetOperations<String, T> setCacheSet(final String key, final Set<T> dataSet)
+    public <T> long setCacheSet(final String key, final Set<T> dataSet)
     {
-        BoundSetOperations<String, T> setOperation = redisTemplate.boundSetOps(key);
-        Iterator<T> it = dataSet.iterator();
-        while (it.hasNext())
-        {
-            setOperation.add(it.next());
-        }
-        return setOperation;
+        cacheStore.putSet(key, dataSet);
+        return dataSet == null ? 0 : dataSet.size();
     }
 
-    /**
-     * 获得缓存的set
-     *
-     * @param key
-     * @return
-     */
     public <T> Set<T> getCacheSet(final String key)
     {
-        return redisTemplate.opsForSet().members(key);
+        return cacheStore.getSet(key);
     }
 
-    /**
-     * 缓存Map
-     *
-     * @param key
-     * @param dataMap
-     */
     public <T> void setCacheMap(final String key, final Map<String, T> dataMap)
     {
-        if (dataMap != null) {
-            redisTemplate.opsForHash().putAll(key, dataMap);
+        if (dataMap != null)
+        {
+            cacheStore.putMap(key, dataMap);
         }
     }
 
-    /**
-     * 获得缓存的Map
-     *
-     * @param key
-     * @return
-     */
     public <T> Map<String, T> getCacheMap(final String key)
     {
-        return redisTemplate.opsForHash().entries(key);
+        return cacheStore.getMap(key);
     }
 
-    /**
-     * 往Hash中存入数据
-     *
-     * @param key Redis键
-     * @param hKey Hash键
-     * @param value 值
-     */
     public <T> void setCacheMapValue(final String key, final String hKey, final T value)
     {
-        redisTemplate.opsForHash().put(key, hKey, value);
+        cacheStore.putMapValue(key, hKey, value);
     }
 
-    /**
-     * 获取Hash中的数据
-     *
-     * @param key Redis键
-     * @param hKey Hash键
-     * @return Hash中的对象
-     */
     public <T> T getCacheMapValue(final String key, final String hKey)
     {
-        HashOperations<String, String, T> opsForHash = redisTemplate.opsForHash();
-        return opsForHash.get(key, hKey);
+        Map<String, T> map = cacheStore.getMap(key);
+        return map == null ? null : map.get(hKey);
     }
 
-    /**
-     * 获取多个Hash中的数据
-     *
-     * @param key Redis键
-     * @param hKeys Hash键集合
-     * @return Hash对象集合
-     */
     public <T> List<T> getMultiCacheMapValue(final String key, final Collection<Object> hKeys)
     {
-        return redisTemplate.opsForHash().multiGet(key, hKeys);
+        Map<String, T> map = cacheStore.getMap(key);
+        if (map == null || hKeys == null || hKeys.isEmpty())
+        {
+            return Collections.emptyList();
+        }
+        List<T> values = new ArrayList<>(hKeys.size());
+        for (Object hKey : hKeys)
+        {
+            values.add(map.get(String.valueOf(hKey)));
+        }
+        return values;
     }
 
-    /**
-     * 删除Hash中的某条数据
-     *
-     * @param key Redis键
-     * @param hKey Hash键
-     * @return 是否成功
-     */
     public boolean deleteCacheMapValue(final String key, final String hKey)
     {
-        return redisTemplate.opsForHash().delete(key, hKey) > 0;
+        return cacheStore.deleteMapValue(key, hKey);
     }
 
-    /**
-     * 获得缓存的基本对象列表
-     *
-     * @param pattern 字符串前缀
-     * @return 对象列表
-     */
     public Collection<String> keys(final String pattern)
     {
-        return redisTemplate.keys(pattern);
+        return cacheStore.keys(pattern);
+    }
+
+    public long increment(String key, long timeout, TimeUnit unit)
+    {
+        return cacheStore.increment(key, timeout, unit);
+    }
+
+    public InMemoryCacheStats getCacheStats()
+    {
+        return cacheStore.snapshot();
+    }
+
+    public void clear()
+    {
+        cacheStore.clear();
     }
 }
diff --git a/ruoyi-common/src/main/java/com/ruoyi/common/utils/DictUtils.java b/ruoyi-common/src/main/java/com/ruoyi/common/utils/DictUtils.java
index 9d36bb7..8eddd8c 100644
--- a/ruoyi-common/src/main/java/com/ruoyi/common/utils/DictUtils.java
+++ b/ruoyi-common/src/main/java/com/ruoyi/common/utils/DictUtils.java
@@ -4,7 +4,7 @@ import java.util.Collection;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
-import com.alibaba.fastjson2.JSONArray;
+import com.alibaba.fastjson2.JSON;
 import com.ruoyi.common.constant.CacheConstants;
 import com.ruoyi.common.core.domain.entity.SysDictData;
 import com.ruoyi.common.core.redis.RedisCache;
@@ -41,10 +41,14 @@ public class DictUtils
      */
     public static List<SysDictData> getDictCache(String key)
     {
-        JSONArray arrayCache = SpringUtils.getBean(RedisCache.class).getCacheObject(getCacheKey(key));
-        if (StringUtils.isNotNull(arrayCache))
+        Object cacheObject = SpringUtils.getBean(RedisCache.class).getCacheObject(getCacheKey(key));
+        if (cacheObject instanceof List<?> listCache)
         {
-            return arrayCache.toList(SysDictData.class);
+            return (List<SysDictData>) listCache;
+        }
+        if (StringUtils.isNotNull(cacheObject))
+        {
+            return JSON.parseArray(JSON.toJSONString(cacheObject), SysDictData.class);
         }
         return null;
     }
diff --git a/ruoyi-common/src/test/java/com/ruoyi/common/core/redis/RedisCacheTest.java b/ruoyi-common/src/test/java/com/ruoyi/common/core/redis/RedisCacheTest.java
new file mode 100644
index 0000000..472393a
--- /dev/null
+++ b/ruoyi-common/src/test/java/com/ruoyi/common/core/redis/RedisCacheTest.java
@@ -0,0 +1,52 @@
+package com.ruoyi.common.core.redis;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertNull;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
+import java.util.List;
+import java.util.Set;
+import java.util.concurrent.TimeUnit;
+import org.junit.jupiter.api.Test;
+
+class RedisCacheTest
+{
+    @Test
+    void shouldSupportSetGetDeleteAndExpireThroughRedisCacheFacade()
+    {
+        RedisCache cache = new RedisCache(new InMemoryCacheStore());
+        cache.setCacheObject("login_tokens:abc", "payload", 1, TimeUnit.SECONDS);
+        assertEquals("payload", cache.getCacheObject("login_tokens:abc"));
+        assertTrue(cache.hasKey("login_tokens:abc"));
+        assertTrue(cache.deleteObject("login_tokens:abc"));
+    }
+
+    @Test
+    void shouldSupportKeysBulkDeleteAndRemainingTtl()
+    {
+        RedisCache cache = new RedisCache(new InMemoryCacheStore());
+        cache.setCacheObject("login_tokens:a", "A", 5, TimeUnit.SECONDS);
+        cache.setCacheObject("login_tokens:b", "B", 5, TimeUnit.SECONDS);
+        cache.setCacheObject("sys_dict:x", "X");
+
+        assertNotNull(cache.getExpire("login_tokens:a"));
+        assertTrue(cache.getExpire("login_tokens:a") > 0);
+        assertEquals(Set.of("login_tokens:a", "login_tokens:b"), Set.copyOf(cache.keys("login_tokens:*")));
+        assertTrue(cache.deleteObject(List.of("login_tokens:a", "login_tokens:b")));
+        assertFalse(cache.hasKey("login_tokens:a"));
+    }
+
+    @Test
+    void shouldIncrementCounterWithinTtlWindow() throws Exception
+    {
+        RedisCache cache = new RedisCache(new InMemoryCacheStore());
+        assertEquals(1L, cache.increment("rate_limit:test", 50, TimeUnit.MILLISECONDS));
+        assertEquals(2L, cache.increment("rate_limit:test", 50, TimeUnit.MILLISECONDS));
+        Thread.sleep(70);
+        assertNull(cache.getCacheObject("rate_limit:test"));
+        assertEquals(1L, cache.increment("rate_limit:test", 50, TimeUnit.MILLISECONDS));
+    }
+}
diff --git a/ruoyi-common/src/test/java/com/ruoyi/common/utils/DictUtilsTest.java b/ruoyi-common/src/test/java/com/ruoyi/common/utils/DictUtilsTest.java
new file mode 100644
index 0000000..e2b4d97
--- /dev/null
+++ b/ruoyi-common/src/test/java/com/ruoyi/common/utils/DictUtilsTest.java
@@ -0,0 +1,45 @@
+package com.ruoyi.common.utils;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertNull;
+
+import java.util.List;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.beans.factory.support.DefaultListableBeanFactory;
+import org.springframework.test.util.ReflectionTestUtils;
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
+import com.ruoyi.common.core.domain.entity.SysDictData;
+import com.ruoyi.common.core.redis.RedisCache;
+import com.ruoyi.common.utils.spring.SpringUtils;
+
+class DictUtilsTest
+{
+    @AfterEach
+    void clearSpringUtils()
+    {
+        ReflectionTestUtils.setField(SpringUtils.class, "beanFactory", null);
+        ReflectionTestUtils.setField(SpringUtils.class, "applicationContext", null);
+    }
+
+    @Test
+    void shouldReadDictListFromLocalCache()
+    {
+        DefaultListableBeanFactory beanFactory = new DefaultListableBeanFactory();
+        beanFactory.registerSingleton("redisCache", new RedisCache(new InMemoryCacheStore()));
+        ReflectionTestUtils.setField(SpringUtils.class, "beanFactory", beanFactory);
+
+        SysDictData dictData = new SysDictData();
+        dictData.setDictLabel("正常");
+        dictData.setDictValue("0");
+
+        DictUtils.setDictCache("sys_normal_disable", List.of(dictData));
+
+        List<SysDictData> cached = DictUtils.getDictCache("sys_normal_disable");
+        assertEquals(1, cached.size());
+        assertEquals("正常", cached.get(0).getDictLabel());
+
+        DictUtils.clearDictCache();
+        assertNull(DictUtils.getDictCache("sys_normal_disable"));
+    }
+}
diff --git a/ruoyi-framework/pom.xml b/ruoyi-framework/pom.xml
index 3c52080..51ced87 100644
--- a/ruoyi-framework/pom.xml
+++ b/ruoyi-framework/pom.xml
@@ -59,6 +59,12 @@
             <artifactId>ruoyi-system</artifactId>
         </dependency>
 
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-test</artifactId>
+            <scope>test</scope>
+        </dependency>
+
     </dependencies>
 
-</project>
\ No newline at end of file
+</project>
diff --git a/ruoyi-framework/src/main/java/com/ruoyi/framework/aspectj/RateLimiterAspect.java b/ruoyi-framework/src/main/java/com/ruoyi/framework/aspectj/RateLimiterAspect.java
index b720bc1..e06b7a7 100644
--- a/ruoyi-framework/src/main/java/com/ruoyi/framework/aspectj/RateLimiterAspect.java
+++ b/ruoyi-framework/src/main/java/com/ruoyi/framework/aspectj/RateLimiterAspect.java
@@ -1,22 +1,18 @@
 package com.ruoyi.framework.aspectj;
 
 import java.lang.reflect.Method;
-import java.util.Collections;
-import java.util.List;
+import java.util.concurrent.TimeUnit;
 import org.aspectj.lang.JoinPoint;
 import org.aspectj.lang.annotation.Aspect;
 import org.aspectj.lang.annotation.Before;
 import org.aspectj.lang.reflect.MethodSignature;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.data.redis.core.RedisTemplate;
-import org.springframework.data.redis.core.script.RedisScript;
 import org.springframework.stereotype.Component;
 import com.ruoyi.common.annotation.RateLimiter;
+import com.ruoyi.common.core.redis.RedisCache;
 import com.ruoyi.common.enums.LimitType;
 import com.ruoyi.common.exception.ServiceException;
-import com.ruoyi.common.utils.StringUtils;
 import com.ruoyi.common.utils.ip.IpUtils;
 
 /**
@@ -30,20 +26,11 @@ public class RateLimiterAspect
 {
     private static final Logger log = LoggerFactory.getLogger(RateLimiterAspect.class);
 
-    private RedisTemplate<Object, Object> redisTemplate;
+    private final RedisCache redisCache;
 
-    private RedisScript<Long> limitScript;
-
-    @Autowired
-    public void setRedisTemplate1(RedisTemplate<Object, Object> redisTemplate)
+    public RateLimiterAspect(RedisCache redisCache)
     {
-        this.redisTemplate = redisTemplate;
-    }
-
-    @Autowired
-    public void setLimitScript(RedisScript<Long> limitScript)
-    {
-        this.limitScript = limitScript;
+        this.redisCache = redisCache;
     }
 
     @Before("@annotation(rateLimiter)")
@@ -53,15 +40,14 @@ public class RateLimiterAspect
         int count = rateLimiter.count();
 
         String combineKey = getCombineKey(rateLimiter, point);
-        List<Object> keys = Collections.singletonList(combineKey);
         try
         {
-            Long number = redisTemplate.execute(limitScript, keys, count, time);
-            if (StringUtils.isNull(number) || number.intValue() > count)
+            long number = redisCache.increment(combineKey, time, TimeUnit.SECONDS);
+            if (number > count)
             {
                 throw new ServiceException("访问过于频繁，请稍候再试");
             }
-            log.info("限制请求'{}',当前请求'{}',缓存key'{}'", count, number.intValue(), combineKey);
+            log.info("限制请求'{}',当前请求'{}',缓存key'{}'", count, number, combineKey);
         }
         catch (ServiceException e)
         {
diff --git a/ruoyi-framework/src/main/java/com/ruoyi/framework/config/FastJson2JsonRedisSerializer.java b/ruoyi-framework/src/main/java/com/ruoyi/framework/config/FastJson2JsonRedisSerializer.java
deleted file mode 100644
index 4adbb7f..0000000
--- a/ruoyi-framework/src/main/java/com/ruoyi/framework/config/FastJson2JsonRedisSerializer.java
+++ /dev/null
@@ -1,52 +0,0 @@
-package com.ruoyi.framework.config;
-
-import java.nio.charset.Charset;
-import org.springframework.data.redis.serializer.RedisSerializer;
-import org.springframework.data.redis.serializer.SerializationException;
-import com.alibaba.fastjson2.JSON;
-import com.alibaba.fastjson2.JSONReader;
-import com.alibaba.fastjson2.JSONWriter;
-import com.alibaba.fastjson2.filter.Filter;
-import com.ruoyi.common.constant.Constants;
-
-/**
- * Redis使用FastJson序列化
- * 
- * @author ruoyi
- */
-public class FastJson2JsonRedisSerializer<T> implements RedisSerializer<T>
-{
-    public static final Charset DEFAULT_CHARSET = Charset.forName("UTF-8");
-
-    static final Filter AUTO_TYPE_FILTER = JSONReader.autoTypeFilter(Constants.JSON_WHITELIST_STR);
-
-    private Class<T> clazz;
-
-    public FastJson2JsonRedisSerializer(Class<T> clazz)
-    {
-        super();
-        this.clazz = clazz;
-    }
-
-    @Override
-    public byte[] serialize(T t) throws SerializationException
-    {
-        if (t == null)
-        {
-            return new byte[0];
-        }
-        return JSON.toJSONString(t, JSONWriter.Feature.WriteClassName).getBytes(DEFAULT_CHARSET);
-    }
-
-    @Override
-    public T deserialize(byte[] bytes) throws SerializationException
-    {
-        if (bytes == null || bytes.length <= 0)
-        {
-            return null;
-        }
-        String str = new String(bytes, DEFAULT_CHARSET);
-
-        return JSON.parseObject(str, clazz, AUTO_TYPE_FILTER);
-    }
-}
diff --git a/ruoyi-framework/src/main/java/com/ruoyi/framework/config/RedisConfig.java b/ruoyi-framework/src/main/java/com/ruoyi/framework/config/RedisConfig.java
deleted file mode 100644
index 3453237..0000000
--- a/ruoyi-framework/src/main/java/com/ruoyi/framework/config/RedisConfig.java
+++ /dev/null
@@ -1,70 +0,0 @@
-package com.ruoyi.framework.config;
-
-import org.springframework.cache.annotation.CachingConfigurerSupport;
-import org.springframework.cache.annotation.EnableCaching;
-import org.springframework.context.annotation.Bean;
-import org.springframework.context.annotation.Configuration;
-import org.springframework.data.redis.connection.RedisConnectionFactory;
-import org.springframework.data.redis.core.RedisTemplate;
-import org.springframework.data.redis.core.script.DefaultRedisScript;
-import org.springframework.data.redis.serializer.StringRedisSerializer;
-
-/**
- * redis配置
- * 
- * @author ruoyi
- */
-@SuppressWarnings("deprecation")
-@Configuration
-@EnableCaching
-public class RedisConfig extends CachingConfigurerSupport
-{
-    @Bean
-    @SuppressWarnings(value = { "unchecked", "rawtypes" })
-    public RedisTemplate<Object, Object> redisTemplate(RedisConnectionFactory connectionFactory)
-    {
-        RedisTemplate<Object, Object> template = new RedisTemplate<>();
-        template.setConnectionFactory(connectionFactory);
-
-        FastJson2JsonRedisSerializer serializer = new FastJson2JsonRedisSerializer(Object.class);
-
-        // 使用StringRedisSerializer来序列化和反序列化redis的key值
-        template.setKeySerializer(new StringRedisSerializer());
-        template.setValueSerializer(serializer);
-
-        // Hash的key也采用StringRedisSerializer的序列化方式
-        template.setHashKeySerializer(new StringRedisSerializer());
-        template.setHashValueSerializer(serializer);
-
-        template.afterPropertiesSet();
-        return template;
-    }
-
-    @Bean
-    public DefaultRedisScript<Long> limitScript()
-    {
-        DefaultRedisScript<Long> redisScript = new DefaultRedisScript<>();
-        redisScript.setScriptText(limitScriptText());
-        redisScript.setResultType(Long.class);
-        return redisScript;
-    }
-
-    /**
-     * 限流脚本
-     */
-    private String limitScriptText()
-    {
-        return "local key = KEYS[1]\n" +
-                "local count = tonumber(ARGV[1])\n" +
-                "local time = tonumber(ARGV[2])\n" +
-                "local current = redis.call('get', key);\n" +
-                "if current and tonumber(current) > count then\n" +
-                "    return tonumber(current);\n" +
-                "end\n" +
-                "current = redis.call('incr', key)\n" +
-                "if tonumber(current) == 1 then\n" +
-                "    redis.call('expire', key, time)\n" +
-                "end\n" +
-                "return tonumber(current);";
-    }
-}
diff --git a/ruoyi-framework/src/test/java/com/ruoyi/framework/aspectj/RateLimiterAspectTest.java b/ruoyi-framework/src/test/java/com/ruoyi/framework/aspectj/RateLimiterAspectTest.java
new file mode 100644
index 0000000..ea5a2d1
--- /dev/null
+++ b/ruoyi-framework/src/test/java/com/ruoyi/framework/aspectj/RateLimiterAspectTest.java
@@ -0,0 +1,49 @@
+package com.ruoyi.framework.aspectj;
+
+import static org.junit.jupiter.api.Assertions.assertDoesNotThrow;
+import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.when;
+
+import java.lang.reflect.Method;
+import org.aspectj.lang.JoinPoint;
+import org.aspectj.lang.Signature;
+import org.aspectj.lang.reflect.MethodSignature;
+import org.junit.jupiter.api.Test;
+import com.ruoyi.common.annotation.RateLimiter;
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
+import com.ruoyi.common.core.redis.RedisCache;
+import com.ruoyi.common.exception.ServiceException;
+
+class RateLimiterAspectTest
+{
+    @Test
+    void shouldRejectThirdRequestWithinWindow() throws Throwable
+    {
+        RateLimiterAspect aspect = new RateLimiterAspect(new RedisCache(new InMemoryCacheStore()));
+        JoinPoint joinPoint = mockJoinPoint(TestRateLimitTarget.class.getDeclaredMethod("limited"));
+        RateLimiter rateLimiter = TestRateLimitTarget.class.getDeclaredMethod("limited").getAnnotation(RateLimiter.class);
+
+        assertDoesNotThrow(() -> aspect.doBefore(joinPoint, rateLimiter));
+        assertDoesNotThrow(() -> aspect.doBefore(joinPoint, rateLimiter));
+        assertThrows(ServiceException.class, () -> aspect.doBefore(joinPoint, rateLimiter));
+    }
+
+    private JoinPoint mockJoinPoint(Method method)
+    {
+        MethodSignature signature = mock(MethodSignature.class);
+        when(signature.getMethod()).thenReturn(method);
+
+        JoinPoint joinPoint = mock(JoinPoint.class);
+        when(joinPoint.getSignature()).thenReturn((Signature) signature);
+        return joinPoint;
+    }
+
+    static class TestRateLimitTarget
+    {
+        @RateLimiter(count = 2, time = 60)
+        public void limited()
+        {
+        }
+    }
+}
diff --git a/ruoyi-framework/src/test/java/com/ruoyi/framework/web/service/TokenServiceLocalCacheTest.java b/ruoyi-framework/src/test/java/com/ruoyi/framework/web/service/TokenServiceLocalCacheTest.java
new file mode 100644
index 0000000..91d7ed6
--- /dev/null
+++ b/ruoyi-framework/src/test/java/com/ruoyi/framework/web/service/TokenServiceLocalCacheTest.java
@@ -0,0 +1,117 @@
+package com.ruoyi.framework.web.service;
+
+import static org.junit.jupiter.api.Assertions.assertFalse;
+import static org.junit.jupiter.api.Assertions.assertNotNull;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.when;
+
+import java.lang.reflect.Method;
+import java.util.concurrent.TimeUnit;
+import org.junit.jupiter.api.AfterEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.mock.web.MockHttpServletRequest;
+import org.springframework.test.util.ReflectionTestUtils;
+import org.springframework.web.context.request.RequestContextHolder;
+import org.springframework.web.context.request.ServletRequestAttributes;
+import com.ruoyi.common.annotation.RepeatSubmit;
+import com.ruoyi.common.constant.CacheConstants;
+import com.ruoyi.common.core.cache.InMemoryCacheStore;
+import com.ruoyi.common.core.domain.entity.SysUser;
+import com.ruoyi.common.core.domain.model.LoginUser;
+import com.ruoyi.common.core.redis.RedisCache;
+import com.ruoyi.framework.interceptor.impl.SameUrlDataInterceptor;
+import com.ruoyi.system.service.ISysConfigService;
+
+class TokenServiceLocalCacheTest
+{
+    @AfterEach
+    void clearRequestContext()
+    {
+        RequestContextHolder.resetRequestAttributes();
+    }
+
+    @Test
+    void shouldStoreLoginUserWithTokenTtl()
+    {
+        RedisCache redisCache = new RedisCache(new InMemoryCacheStore());
+        TokenService tokenService = new TokenService();
+        ReflectionTestUtils.setField(tokenService, "redisCache", redisCache);
+        ReflectionTestUtils.setField(tokenService, "header", "Authorization");
+        ReflectionTestUtils.setField(tokenService, "secret", "unit-test-secret");
+        ReflectionTestUtils.setField(tokenService, "expireTime", 30);
+
+        MockHttpServletRequest request = new MockHttpServletRequest();
+        request.setRemoteAddr("127.0.0.1");
+        request.addHeader("User-Agent", "Mozilla/5.0");
+        RequestContextHolder.setRequestAttributes(new ServletRequestAttributes(request));
+
+        SysUser user = new SysUser();
+        user.setUserName("admin");
+        user.setPassword("password");
+        LoginUser loginUser = new LoginUser();
+        loginUser.setUser(user);
+
+        String jwt = tokenService.createToken(loginUser);
+
+        assertNotNull(jwt);
+        assertNotNull(redisCache.getCacheObject(CacheConstants.LOGIN_TOKEN_KEY + loginUser.getToken()));
+        assertTrue(redisCache.getExpire(CacheConstants.LOGIN_TOKEN_KEY + loginUser.getToken()) > 0);
+    }
+
+    @Test
+    void shouldDeleteCaptchaAfterValidation()
+    {
+        RedisCache redisCache = new RedisCache(new InMemoryCacheStore());
+        SysLoginService loginService = new SysLoginService();
+        ISysConfigService configService = mock(ISysConfigService.class);
+        when(configService.selectCaptchaEnabled()).thenReturn(true);
+        ReflectionTestUtils.setField(loginService, "redisCache", redisCache);
+        ReflectionTestUtils.setField(loginService, "configService", configService);
+
+        redisCache.setCacheObject(CacheConstants.CAPTCHA_CODE_KEY + "uuid", "ABCD", 1, TimeUnit.MINUTES);
+
+        loginService.validateCaptcha("admin", "ABCD", "uuid");
+
+        assertFalse(redisCache.hasKey(CacheConstants.CAPTCHA_CODE_KEY + "uuid"));
+    }
+
+    @Test
+    void shouldSupportMillisecondRepeatSubmitWindow() throws Exception
+    {
+        RedisCache redisCache = new RedisCache(new InMemoryCacheStore());
+        SameUrlDataInterceptor interceptor = new SameUrlDataInterceptor();
+        ReflectionTestUtils.setField(interceptor, "redisCache", redisCache);
+        ReflectionTestUtils.setField(interceptor, "header", "Authorization");
+
+        RepeatSubmit repeatSubmit = RepeatSubmitTarget.class.getDeclaredMethod("submit")
+                .getAnnotation(RepeatSubmit.class);
+
+        MockHttpServletRequest firstRequest = createRepeatRequest();
+        assertFalse(interceptor.isRepeatSubmit(firstRequest, repeatSubmit));
+
+        MockHttpServletRequest secondRequest = createRepeatRequest();
+        assertTrue(interceptor.isRepeatSubmit(secondRequest, repeatSubmit));
+
+        Thread.sleep(70);
+        MockHttpServletRequest thirdRequest = createRepeatRequest();
+        assertFalse(interceptor.isRepeatSubmit(thirdRequest, repeatSubmit));
+    }
+
+    private MockHttpServletRequest createRepeatRequest()
+    {
+        MockHttpServletRequest request = new MockHttpServletRequest();
+        request.setRequestURI("/loan/pricing");
+        request.addHeader("Authorization", "token-1");
+        request.addParameter("loanId", "1001");
+        return request;
+    }
+
+    static class RepeatSubmitTarget
+    {
+        @RepeatSubmit(interval = 50)
+        public void submit()
+        {
+        }
+    }
+}