Refactor code structure for improved readability and maintainability

README.md

@@ -104,13 +104,18 @@ uv sync
 
 ```bash
 cd /Users/tom/projects/memory-gateway
-python -m venv .venv
-source .venv/bin/activate
-pip install -U pip
-pip install -e ".[dev]"
+curl -LsSf https://astral.sh/uv/install.sh | sh
+export PATH="$HOME/.local/bin:$PATH"
+uv sync
 ```
 
-也可以用 `uv`：
+如果已经安装过 `uv`，只需要运行：
+
+```bash
+uv sync
+```
+
+如果需要在服务器上跑测试或开发检查，再安装开发依赖：
 
 ```bash
 uv sync --extra dev
@@ -227,8 +232,7 @@ uv run python src/run.py --port 1995
 
 ```bash
 cd /Users/tom/projects/memory-gateway
-source .venv/bin/activate
-python -m memory_system_api.server --config config.yaml --host 0.0.0.0 --port 1934
+uv run memory-gateway --config config.yaml --host 0.0.0.0 --port 1934
 ```
 
 健康检查：
@@ -769,8 +773,8 @@ curl -sS -X POST "$API/openviking/tasks/<task_id>" \
 ## 开发检查
 
 ```bash
-PYTHONPATH=/home/tom/memory-gateway pytest -q
-python -m compileall -q memory_system_api plugins eval tests
+uv run pytest -q
+uv run python -m compileall -q memory_system_api plugins eval tests
 ```
 
 ## Hermes Plugin 状态