diff --git a/agents-flex-core/src/main/java/com/agentsflex/core/document/splitter/SimpleTokenizeSplitter.java b/agents-flex-core/src/main/java/com/agentsflex/core/document/splitter/SimpleTokenizeSplitter.java
new file mode 100644
index 0000000..05e92e6
--- /dev/null
+++ b/agents-flex-core/src/main/java/com/agentsflex/core/document/splitter/SimpleTokenizeSplitter.java
@@ -0,0 +1,149 @@
+/*
+ *  Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
+ *  <p>
+ *  Licensed under the Apache License, Version 2.0 (the "License");
+ *  you may not use this file except in compliance with the License.
+ *  You may obtain a copy of the License at
+ *  <p>
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *  <p>
+ *  Unless required by applicable law or agreed to in writing, software
+ *  distributed under the License is distributed on an "AS IS" BASIS,
+ *  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ *  See the License for the specific language governing permissions and
+ *  limitations under the License.
+ */
+package com.agentsflex.core.document.splitter;
+
+import com.agentsflex.core.document.Document;
+import com.agentsflex.core.document.DocumentSplitter;
+import com.agentsflex.core.document.id.DocumentIdGenerator;
+import com.agentsflex.core.util.StringUtil;
+import com.knuddels.jtokkit.Encodings;
+import com.knuddels.jtokkit.api.Encoding;
+import com.knuddels.jtokkit.api.EncodingRegistry;
+import com.knuddels.jtokkit.api.EncodingType;
+import com.knuddels.jtokkit.api.IntArrayList;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.List;
+
+public class SimpleTokenizeSplitter implements DocumentSplitter {
+    private EncodingRegistry registry = Encodings.newLazyEncodingRegistry();
+    private EncodingType encodingType = EncodingType.CL100K_BASE;
+    private int chunkSize;
+    private int overlapSize;
+
+    public SimpleTokenizeSplitter(int chunkSize) {
+        this.chunkSize = chunkSize;
+        if (this.chunkSize <= 0) {
+            throw new IllegalArgumentException("chunkSize must be greater than 0, chunkSize: " + this.chunkSize);
+        }
+    }
+
+    public SimpleTokenizeSplitter(int chunkSize, int overlapSize) {
+        this.chunkSize = chunkSize;
+        this.overlapSize = overlapSize;
+
+        if (this.chunkSize <= 0) {
+            throw new IllegalArgumentException("chunkSize must be greater than 0, chunkSize: " + this.chunkSize);
+        }
+        if (this.overlapSize >= this.chunkSize) {
+            throw new IllegalArgumentException("overlapSize must be less than chunkSize, overlapSize: " + this.overlapSize + ", chunkSize: " + this.chunkSize);
+        }
+    }
+
+    public int getChunkSize() {
+        return chunkSize;
+    }
+
+    public void setChunkSize(int chunkSize) {
+        this.chunkSize = chunkSize;
+    }
+
+    public int getOverlapSize() {
+        return overlapSize;
+    }
+
+    public void setOverlapSize(int overlapSize) {
+        this.overlapSize = overlapSize;
+    }
+
+    public EncodingRegistry getRegistry() {
+        return registry;
+    }
+
+    public void setRegistry(EncodingRegistry registry) {
+        this.registry = registry;
+    }
+
+    public EncodingType getEncodingType() {
+        return encodingType;
+    }
+
+    public void setEncodingType(EncodingType encodingType) {
+        this.encodingType = encodingType;
+    }
+
+    @Override
+    public List<Document> split(Document document, DocumentIdGenerator idGenerator) {
+        if (document == null || StringUtil.noText(document.getContent())) {
+            return Collections.emptyList();
+        }
+
+        String content = document.getContent();
+        Encoding encoding = this.registry.getEncoding(this.encodingType);
+
+        List<Integer> tokens = encoding.encode(content).boxed();
+
+
+        int index = 0, currentIndex = index;
+        int maxIndex = tokens.size();
+
+        List<Document> chunks = new ArrayList<>();
+        while (currentIndex < maxIndex) {
+            int endIndex = Math.min(currentIndex + chunkSize, maxIndex);
+            List<Integer> chunkTokens = tokens.subList(currentIndex, endIndex);
+
+            IntArrayList intArrayList = new IntArrayList();
+            for (Integer chunkToken : chunkTokens) {
+                intArrayList.add(chunkToken);
+            }
+            String chunkText = encoding.decode(intArrayList).trim();
+            if (chunkText.isEmpty()) {
+                continue;
+            }
+
+            //UTF-8 'Unicode replacement character' which in your case is 0xFFFD (65533 in Hex).
+            //fix 修复中文乱码的问题
+            boolean firstIsReplacement = chunkText.charAt(0) == 65533;
+            boolean lastIsReplacement = chunkText.charAt(chunkText.length() - 1) == 65533;
+
+            if (firstIsReplacement || lastIsReplacement) {
+                if (firstIsReplacement) currentIndex -= 1;
+                if (lastIsReplacement) endIndex += 1;
+
+                chunkTokens = tokens.subList(currentIndex, endIndex);
+                intArrayList = new IntArrayList();
+                for (Integer chunkToken : chunkTokens) {
+                    intArrayList.add(chunkToken);
+                }
+
+                chunkText = encoding.decode(intArrayList).trim();
+            }
+
+            currentIndex = currentIndex + chunkSize - overlapSize;
+
+            Document newDocument = new Document();
+            newDocument.addMetadata(document.getMetadataMap());
+            newDocument.setContent(chunkText);
+
+            //we should invoke setId after setContent
+            newDocument.setId(idGenerator == null ? null : idGenerator.generateId(newDocument));
+            chunks.add(newDocument);
+        }
+
+        return chunks;
+    }
+}