Let me search for how Agno handles session storage, chat history retrieval, and session management.Great news — Agno already stores everything you need in your `SqliteDb`. Here's how to build the full CRUD for your custom setup: --- ## 1. Retrieve Chat History (for frontend) Since you already have `db=agent_db` on your agent, all sessions/runs are persisted in `agent_sessions.db`. You can retrieve them programmatically: ```python # Get a session with all runs and messages session = gemini_sql_agent.get_session(session_id="your-session-id") print(session.runs) # All runs with messages # Get just user+assistant messages (for chat UI) chat_history = gemini_sql_agent.get_chat_history(session_id="your-session-id") ``` ## 2. Add Custom CRUD Endpoints to Your App Add these routes to your `agentOS_app` just like you did with `/tenant-run`: ```python # LIST sessions for a user @app.get("/chats/{user_id}") async def list_user_sessions(user_id: str): session = gemini_sql_agent.get_session(session_id=None) # won't work directly # Instead, query the DB directly: all_sessions = agent_db.get_all_sessions(user_id=user_id) return {"sessions": all_sessions} # GET chat history for a session @app.get("/chats/{user_id}/{session_id}") async def get_chat(user_id: str, session_id: str): chat = gemini_sql_agent.get_chat_history(session_id=session_id) return {"messages": [{"role": m.role, "content": m.content} for m in chat]} # DELETE a session (and all its runs) @app.delete("/chats/{session_id}") async def delete_chat(session_id: str): agent_db.delete_session(session_id=session_id) return {"status": "deleted"} # RENAME a session @app.post("/chats/{session_id}/rename") async def rename_chat(session_id: str, name: str = Body(...)): gemini_sql_agent.set_session_name(session_id=session_id, session_name=name) return {"status": "renamed"} # CANCEL a running agent @app.post("/chats/{session_id}/cancel/{run_id}") async def cancel_run(session_id: str, run_id: str): success = gemini_sql_agent.cancel_run(run_id) return {"cancelled": success} ``` ## 3. AgentOS Built-in REST Endpoints Your `AgentOS` already exposes session CRUD endpoints automatically: | Operation | Endpoint | |-----------|----------| | List sessions | `GET /sessions?user_id=X&type=agent` | | Get session | `GET /sessions/{session_id}?type=agent` | | Get runs | `GET /sessions/{session_id}/runs?type=agent` | | Delete session | `DELETE /sessions/{session_id}` | | Rename | `POST /sessions/{session_id}/rename` | | Cancel run | `POST /agents/{agent_id}/runs/{run_id}/cancel` | These are already available on your `agentOS_app` — you can call them from your frontend directly. Want to learn more? These pages may help: ```suggestions (Session Storage & Retrieval)[/database/session-storage] (Session Management (IDs, naming, caching))[/sessions/session-management] (Cancel Agent Run)[/run-cancellation/agent-cancel-run] ```