Feat: message manage (#12196)

### What problem does this PR solve?

Manage message and use in agent.

Issue #4213 

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

Dockerfile

@@ -192,6 +192,7 @@ COPY pyproject.toml uv.lock ./
 COPY mcp mcp
 COPY plugin plugin
 COPY common common
+COPY memory memory
 
 COPY docker/service_conf.yaml.template ./conf/service_conf.yaml.template
 COPY docker/entrypoint.sh ./