diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 93a4ad8b..6b06513e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -10,6 +10,7 @@ repos:
       - id: check-json
       - id: detect-private-key
       - id: trailing-whitespace
+        exclude: (README\.md|README_ZH\.md)$
       - id: end-of-file-fixer
         files: \.py$
       - id: check-merge-conflict
diff --git a/README.md b/README.md
index 7643a8ad..852a2889 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,11 @@ extracted from the queries as consolidated *observations* to be stored in the me
 to form and update *insights*. Then, memory re-consolidation is performed to ensure contradictions and repetitions
 among memory pieces are properly handled.
 
+### Framework
+<p align="left">
+  <img src="docs/images/framework.jpg" width="700px" alt="MemoryScope Framework">
+</p>
+
 ### Main Features
 
 ⚡ Low response-time (RT) for the user:
diff --git a/README_ZH.md b/README_ZH.md
index 42fbf255..9c1f6f37 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -27,6 +27,11 @@ MemoryScope 是一个为LLM聊天机器人服务的强大且灵活的长期记
 - 反思与再巩固：每隔一段时间，此操作对新记录的 *observations* 进行反思，以形成和更新 *insight* 形式的记忆片段。然后执行记忆再巩固，
 以确保记忆片段之间的矛盾和重复得到妥善处理。
 
+### 框架
+<p align="left">
+  <img src="docs/images/framework.jpg" width="700px" alt="MemoryScope Framework">
+</p>
+
 ### 主要特点
 
 ⚡ 极低的用户时延（RT）:
diff --git a/docs/images/framework.jpg b/docs/images/framework.jpg
new file mode 100644
index 00000000..0b9f716d
Binary files /dev/null and b/docs/images/framework.jpg differ