AI商业编程智能体开发课打造个人专属编程智能体：掌握LangChain+LangGraph构建多智能体协同架构的核心能力

? ???????+?????
    ? ai_agent_with_langchain-master
        ? ai_agent_with_langchain
            ? app
                ? ollama
                    ollama.py  [434.0 B]
                    __init__??????????????????CunWorkNoteS??.py
                ? code_agent
                    ? utils
                        __init__???????????????????CunWorKNotes??.py
                        mcp.py  [341.0 B]
                    ? tools
                        shell_tools.py  [358.0 B]
                        vm???????????????CunWorknotes??  .py  [343.0 B]
                        __init__.py
                        powershell_tools.py  [371.0 B]
                        file_saver.py  [7.3 KB]
                        browser_tools.py  [364.0 B]
                        mysql_tools??????????????????CunworknoteS??.py  [358.0 B]
                        rag_tools.py  [346.0 B]
                        rag_self_tools??????????????????CunWorkNoteS??.py  [356.0 B]
                        file_tools.py  [165.0 B]
                        terminal_tools??????????????????CunworknoteS??.py  [367.0 B]
                    ? agent
                        code_agent.py  [4.6 KB]
                        langgraph_workflow????????????????cunWorkNotes ??????.py  [2.8 KB]
                        langgraph_multi_agent_test.py  [2.2 KB]
                        agent_chat.py  [1.3 KB]
                        graph??????????????????CunworkNotes??.png  [15.2 KB]
                        __init__.py
                        model_chat???????????????????CunWorKNotes??.py  [1.6 KB]
                    ? rag
                        terminal.txt  [1008.0 B]
                        __init__??????????????????CunworkNotes??.py
                        rag???????????????CunWorknotes??  .py  [10.7 KB]
                    ? model
                        qwen????????CunWorkNotes??.py  [294.0 B]
                        __init__.py
                    ? prompts
                        __init__.py
                        multi_chat_prompts??????????????????CunWorkNoteS??.py  [315.0 B]
                    ? mcp
                        mysql_tools.py  [8.7 KB]
                        terminal_tools???????????????????CunWorKNotes??.py  [5.4 KB]
                        __init__??????????????????CunWorkNoteS??.py
                        shell_tools????????CunWorkNotes??.py  [999.0 B]
                        vm.py  [4.4 KB]
                        powershell_tools.py  [6.2 KB]
                        browser_tools.py  [7.0 KB]
                    __init__??????????????????CunworknoteS??.py
                ? book
                    langgraph_test.ipynb  [17.9 KB]
                    __init__??????????????????CunWorkNoteS??.py
                ? bailian
                    bailian_prompt??????????????????CunworkNotes??.py  [1.8 KB]
                    bailian_tools.py  [1022.0 B]
                    bailian_python_perl.py  [1.6 KB]
                    bailian_agent.py  [1.1 KB]
                    bailian_output_parser.py  [897.0 B]
                    bailian_runnables???????????????CunWorknotes??  .py  [1.1 KB]
                    common.py  [1.4 KB]
                    __init__????????????????cunWorkNotes ??????.py
                    bailian_qwq.py  [1.6 KB]
                    bailian.py  [432.0 B]
                ? mcp
                    ? stdio
                        mcp_github_client.py  [1.7 KB]
                        mcp_playwright_client.py  [2.0 KB]
                        __init__.py
                        mcp_stdio_server.py  [312.0 B]
                        mcp_stdio_client????????CunWorkNotes??.py  [1.0 KB]
                    ? sse
                        __init__.py
                        mcp_sse_server??????????????????CunworkNotes??.py  [322.0 B]
                        mcp_sse_client????????????????cunWorkNotes ??????.py  [702.0 B]
                    ? amap
                        amap_mcp_client????????CunWorkNotes??.py  [1.7 KB]
                        __init__.py
                    __init__.py
                __init__.py
            ? test
                qwen3_test??????????????????CunworknoteS??.py  [904.0 B]
                deepseek_test.py  [695.0 B]
                deepseek_test2.py  [544.0 B]
                qwen_test.py  [1.0 KB]
            uv????????????????cunWorkNotes ??????.lock  [251.1 KB]
            README???????????????????CunWorKNotes??.md  [38.0 B]
            test.md
            pyproject???????????????CunWorknotes??  .toml  [772.0 B]
            .gitignoreXD???? xuexi77.com  [143.0 B]
            .python-versionXD???? xuexi77.com  [5.0 B]
    ??????.txt  [58.0 B]
? ??8?? AI???????????????+?????????????(AI Agent???????????)??
    8-10 Runnables?????????????  .mp4  [48.5 MB]
    8-6 ?????????????  .mp4  [35.9 MB]
    8-1 ???????????????  ???????????????????CunWorKNotes??.mp4  [53.8 MB]
    8-4 ??????????ChatMessageHistory????????????????  ???????????????????CunWorKNotes??.mp4  [12.3 MB]
    8-3 ??????LCLE????  ??????????????????CunWorkNoteS??.mp4  [17.8 MB]
    8-5 ????RunnableWithMessageHistory??????????Runnable???  .mp4  [12.2 MB]
    8-8 ??agent???????????  .mp4  [35.8 MB]
    8-2 ?????????????????  ????????CunWorkNotes??.mp4  [24.2 MB]
    8-11 ????????????????  ????????????????cunWorkNotes ??????.mp4  [20.9 MB]
    8-7 ???FileChatMessageHistory????????  .mp4  [28.2 MB]
    8-9 LangChain???????Runnables????  .mp4  [16.2 MB]
? ??10?? AI?????????????????????????( AI Agent????????????)
    10-5 MacOS?????????????+????????????  ???????????????????CunWorKNotes??.mp4  [23.5 MB]
    10-1 ???????????+subprocess run????????  .mp4  [48.0 MB]
    10-4 ????????????+????????????  .mp4  [104.0 MB]
    10-6 ??????????????  .mp4  [46.2 MB]
    10-9 windows????psutil+pyautogui????powershell???????  .mp4  [36.1 MB]
    10-7 ??????????????????+????????????  .mp4  [23.8 MB]
    10-8 ???Cursor??????mcp????  .mp4  [48.3 MB]
    10-2 subprocess Popen??????  .mp4  [25.9 MB]
    10-10 ????????????????  .mp4  [15.7 MB]
    10-3 mcp??????+agent????shell mcp????  .mp4  [86.1 MB]
? ??7?? AI??????????Cursor+MCP????(AI Agent ???????????)
    7-7 Cursor+Github MCP?????  ???????????????????CunWorKNotes??.mp4  [30.4 MB]
    7-8 ???????Cursor+Github MCP????????vue-element-admin???  ????????CunWorkNotes??.mp4  [99.2 MB]
    7-4 Playwright??????????????+??????????  .mp4  [54.4 MB]
    7-5 Cursor+Github MCP?????  .mp4  [30.5 MB]
    7-9 LangGraph agent????Github MCP????  .mp4  [35.1 MB]
    7-4 Cursor??????????????Playwright MCP????  ????????CunWorkNotes??.mp4  [23.8 MB]
    7-10 ????????????????  ???????????????CunWorknotes??  .mp4  [12.5 MB]
    7-6 Cursor+???MCP??????????????  .mp4  [30.9 MB]
    7-2 LangChain+MCP???Playwright????  ??????????????????CunworknoteS??.mp4  [36.9 MB]
    7-1 ???????????+Node??????  .mp4  [37.0 MB]
    7-3 LangGraph+create_react_agent??????????????Playwright????  ??????????????????CunworknoteS??.mp4  [35.0 MB]
? ??16?? Al?????????????LangGraph??????????(AI Agent????????)
    16-3 MySQL???SQL???????+?????Agent?????????  .mp4  [40.1 MB]
    16-5 LangGraph???????????????????  .mp4  [13.3 MB]
    16-4 LangGraph????????+????????+??????????  ??????????????????CunworknoteS??.mp4  [34.0 MB]
    16-2 MySQL???????????+?????????  ???????????????????CunWorKNotes??.mp4  [39.2 MB]
    16-6 LangGraph??????????????  .mp4  [47.9 MB]
    16-1 MySQL??????????????  .mp4  [40.0 MB]
? ??15?? AI???????????????????????(AI Agent???????????)??
    15-2 MCP MySQL???????+?????????????  .mp4  [28.1 MB]
    15-4 MySQL MCP??????Agent???????????AI?????????  ????????????????cunWorkNotes ??????.mp4  [22.1 MB]
    15-6 ??????????????  ??????????????????CunworknoteS??.mp4  [16.8 MB]
    15-7 MySQL??????????????  ???????????????????CunWorKNotes??.mp4  [53.8 MB]
    15-5 ?????????+??????????????  .mp4  [27.5 MB]
    15-9 MySQL ?????????????  .mp4  [26.4 MB]
    15-1 ?????Docker???????MySQL????  .mp4  [28.1 MB]
    15-3 MCP MySQL??????????????????????  ????????????????cunWorkNotes ??????.mp4  [15.8 MB]
    15-8 MySQL??????????????  .mp4  [22.2 MB]
? ??1?? ??????
    1-1 ?????????AI Agent????????????AI Agent??  ??????????????????CunworkNotes??.mp4  [59.5 MB]
? ??11?? AI???????????????????(AI Agent??????????)??
    11-1 ???????????+???????????????????????????  ??????????????????CunworkNotes??.mp4  [113.8 MB]
    11-4 RAG????????????+MCP???????  .mp4  [102.3 MB]
    11-2 ?????????????????????  .mp4  [24.7 MB]
    11-8 ??????????????????????????????  .mp4  [31.3 MB]
    11-5 RAG MCP???????  .mp4  [35.2 MB]
    11-6 ??????????????????Vue????????????  ??????????????????CunworkNotes??.mp4  [50.5 MB]
    11-3 ?????????SDK???????????  ??????????????????CunworknoteS??.mp4  [113.2 MB]
    11-7 ????Terminal???????????????????????  .mp4  [89.2 MB]
    11-9 ????????????????  .mp4  [13.1 MB]
? ??3?? AI?????????????????? (AI Agent?? ?????????)??
    3-1 python????????????anaconda???????  ???????????????????CunWorKNotes??.mp4  [22.7 MB]
    3-2 python???????????uv????????  ??????????????????CunWorkNoteS??.mp4  [27.0 MB]
    3-9 ????????????????  ???????????????CunWorknotes??  .mp4  [11.2 MB]
    3-3 ?????????????&Ollama???????????  ????????CunWorkNotes??.mp4  [13.8 MB]
    3-8 LangChain?????????????????  ???????????????????CunWorKNotes??.mp4  [21.1 MB]
    3-4 ???langchain-ollama????????????  .mp4  [28.9 MB]
    3-5 ollama?????????????  ????????CunWorkNotes??.mp4  [9.5 MB]
    3-6 ???????????????????  ???????????????CunWorknotes??  .mp4  [21.0 MB]
    3-7 ??????????????????  .mp4  [27.4 MB]
? ??5?? AI?????????????????????+?????????????(Agent????????????????)??
    5-8 ????????????????  .mp4  [18.8 MB]
    5-7 langchain DateOutputParser???????????????????  .mp4  [18.1 MB]
    5-3 PythonPerl????????????  .mp4  [26.4 MB]
    5-4 ????PythonPerlTool??????????????  .mp4  [35.7 MB]
    5-1 ???langchain.agents??????????????????????  .mp4  [26.9 MB]
    5-6 langchain?????????????????????????????????  ??????????????????CunworknoteS??.mp4  [26.0 MB]
    5-5 ?????????????????????????  .mp4  [19.2 MB]
    5-2 ???JsonOutputParser??Z??????????  ??????????????????CunworkNotes??.mp4  [43.2 MB]
? ??9?? AI???????????????????(AI Agent?????????)??
    9-12 ????????????????  .mp4  [28.2 MB]
    9-8 ????FileSaver??agent?????????????  ???????????????????CunWorKNotes??.mp4  [36.6 MB]
    9-3 ????RedisSaver???Agent??????  ???????????????CunWorknotes??  .mp4  [56.6 MB]
    9-6 ???????FileSaver???????put???  ??????????????????CunworkNotes??.mp4  [71.7 MB]
    9-9 ?????????Docker???redis????  ??????????????????CunWorkNoteS??.mp4  [45.3 MB]
    9-10 ?????????Docker???mongodb????  ???????????????CunWorknotes??  .mp4  [32.7 MB]
    9-7 ???????FileSaver???????get_tuple???  ??????????????????CunworkNotes??.mp4  [58.3 MB]
    9-11 ??????mongosh?????????????????  .mp4  [17.0 MB]
    9-2 Windows&MacOS Redis??????  .mp4  [38.2 MB]
    9-5 ??????????????+????FileSaver?????  ??????????????????CunWorkNoteS??.mp4  [26.6 MB]
    9-4 MongoDB??????&MongoDB???????  .mp4  [43.9 MB]
    9-1 ???????????+Agent?????????????  .mp4  [61.6 MB]
? ??6?? AI??????????????MCP????(AI Agent ????????????)??
    6-8 ????????????????  .mp4  [28.4 MB]
    6-7 MCP???????stdio??????????MCP?????+?????  .mp4  [55.8 MB]
    6-2 ?????MCP????????????  ???????????????????CunWorKNotes??.mp4  [68.1 MB]
    6-3 ???MCP??????????????  .mp4  [21.4 MB]
    6-4 ???langchain_mcp_adatpers???????MCP?????  .mp4  [31.7 MB]
    6-6 ??????MCP????????????+???????  ????????????????cunWorkNotes ??????.mp4  [77.9 MB]
    6-5 ?????MCP?????????????????????  .mp4  [81.4 MB]
    6-1 ??????????????????MCP  ??????????????????CunworkNotes??.mp4  [12.0 MB]
? ??14?? Al????????????????Agent??????? (AI Agent?????????????)??
    14-2 lima?????NAT?????????1??  .mp4  [22.0 MB]
    14-9 ???limavm???????shell???????????2??  ??????????????????CunworknoteS??.mp4  [3.8 MB]
    14-7 ?????docker nginx uploads??????+?????????????  .mp4  [34.1 MB]
    14-11 limavm??????????????+???????????????  ??????????????????CunworknoteS??.mp4  [72.0 MB]
    14-6 docker-compose???+nginx?????????2??  ???????????????CunWorknotes??  .mp4  [36.0 MB]
    14-1 ???????????+lima-vm???????????  ????????CunWorkNotes??.mp4  [27.8 MB]
    14-4 lima?????docker nginx??????+docker?????????  ??????????????????CunworknoteS??.mp4  [31.9 MB]
    14-10 limavm?????????????????mcp???????  .mp4  [33.2 MB]
    14-8 ???limavm???????shell???????????1??  .mp4  [24.7 MB]
    14-12 ????????MCP???????-??????????????  ???????????????????CunWorKNotes??.mp4  [33.7 MB]
    14-5 docker-compose???+nginx?????????1??  .mp4  [23.8 MB]
    14-3 lima?????NAT?????????2??  .mp4  [4.9 MB]
    14-13 ????????MCP???????-?????????  ??????????????????CunWorkNoteS??.mp4  [45.0 MB]
? ??19?? ??????????????????????????API??????????????????????????????
    19-3 ???Code Agent?????????????  ????????CunWorkNotes??.mp4  [30.4 MB]
    19-4 ?????????????????????????????  .mp4  [47.9 MB]
    19-2 ???Agent???????????????????  .mp4  [64.9 MB]
    19-1 ???????Agent??????????????????????????  ??????????????????CunworkNotes??.mp4  [51.8 MB]
? ??18?? ?????????????????????????????????????????????????????
    18-3 ????vue3-element-admin????????????????????????  ???????????????CunWorknotes??  .mp4  [36.1 MB]
    18-2 ?????????????+???????????  .mp4  [32.3 MB]
    18-4 ???????????????????????????  ???????????????CunWorknotes??  .mp4  [45.4 MB]
    18-1 ???LangGraph Supervisor??????????????  ??????????????????CunworknoteS??.mp4  [21.3 MB]
? ??17?? AI???????????????????????????????AI Agent????????????????
    17-1 LangGraph???????LangGraph??????????+??????  .mp4  [22.5 MB]
    17-6 LangGraph????Supervisor???  .mp4  [50.5 MB]
    17-2 LangGraph??????????+????????????  .mp4  [18.9 MB]
    17-4 MessagesState?????????????  .mp4  [27.5 MB]
    17-3 LangGraph???????+???????????+?????????????  ???????????????CunWorknotes??  .mp4  [46.1 MB]
    17-7 Supervisor?????????????????  ????????CunWorkNotes??.mp4  [65.1 MB]
    17-5 LangGraph??????????????  .mp4  [17.2 MB]
? ??12?? AI?????????????RAG????????(AI Agent????????????)??
    12-10 ????????????????????+????+???????????  ????????CunWorkNotes??.mp4  [35.6 MB]
    12-8 ?????????????+?????????????API????  .mp4  [35.5 MB]
    12-9 ????????????????MCP??????  .mp4  [59.0 MB]
    12-6 ????????????API????  .mp4  [23.5 MB]
    12-7 ???????????????????????  .mp4  [27.7 MB]
    12-1 ???????????+????SDK???????????????  ??????????????????CunworkNotes??.mp4  [19.6 MB]
    12-2 ????SDK???????????????????  .mp4  [37.3 MB]
    12-11 ????????????????  ???????????????????CunWorKNotes??.mp4  [26.6 MB]
    12-4 ??????????????????????????????  ??????????????????CunWorkNoteS??.mp4  [45.2 MB]
    12-5 ???????????&????????????  .mp4  [39.5 MB]
    12-3 ????SDK??????????????????????  ????????CunWorkNotes??.mp4  [36.9 MB]
? ??2?? ???????????????????AI?????????????????????
    2-3 ??????????????????????????????????  .mp4  [19.0 MB]
    2-1 ?????????????????AI????????????  .mp4  [34.4 MB]
    2-2 ?????????????????????????DeepResearch??Manus??GLM????????????  .mp4  [75.9 MB]
    2-5 ??????5???????????  .mp4  [25.6 MB]
    2-7 ????????????  .mp4  [17.4 MB]
    2-6 ??????????????????Langgraph+LLM+Tools+MCP+RAG  ???????????????????CunWorKNotes??.mp4  [20.4 MB]
    2-4 ????????????????  .mp4  [25.8 MB]
? ??13?? Al?????????????????????????(AI Agent???????????????)??
    13-5 ??????????selenium+chromedriver??????????Chrome?????  ???????????????CunWorknotes??  .mp4  [27.1 MB]
    13-1 ???????????+selenium???????????  ????????CunWorkNotes??.mp4  [37.3 MB]
    13-7 ????????????html?????????  ??????????????????CunworkNotes??.mp4  [53.5 MB]
    13-10 ????????mcp??????????????????????????????????????  ????????????????cunWorkNotes ??????.mp4  [51.4 MB]
    13-2 selenium?????????API????  ????????????????cunWorkNotes ??????.mp4  [33.7 MB]
    13-8 ???display none????+??????????  ??????????????????CunworkNotes??.mp4  [26.9 MB]
    13-3 ????selenium??baidu???????????  .mp4  [94.9 MB]
    13-6 ???????Chrome?????????????????  .mp4  [24.1 MB]
    13-9 ????????????html????5??  .mp4  [32.7 MB]
    13-4 ????????????????????  .mp4  [101.6 MB]
? ??4?? AI??????????LangChain??????????? (Agent????????)??
    4-5 FewShotPromptTemplate???????????????????????  ????????????????cunWorkNotes ??????.mp4  [21.4 MB]
    4-8 tool??????????+args_schema?????????????  .mp4  [18.1 MB]
    4-6 ???????????????????+???????????  .mp4  [19.1 MB]
    4-9 ????????????????  ????????????????cunWorkNotes ??????.mp4  [22.5 MB]
    4-1 langchain_openai?????qwen?????+pydantic SecretStr????api_key  .mp4  [19.3 MB]
    4-3 ???????????ChatPromptTemplate????  .mp4  [19.4 MB]
    4-7 ????????????????????????  .mp4  [31.1 MB]
    4-2 ?????????????????PromptTemplate  ????????????????cunWorkNotes ??????.mp4  [14.0 MB]
    4-4 ChatPromptTemplate+ChatMessagePromptTemplate?????????????+?????????????  ???????????????CunWorknotes??  .mp4  [11.5 MB]