Cline交互协议(2):LLM交互流程

模型请求：{
  "model": "glm-4-flash",
  "messages": [
    {
      "role": "system",
      "content": "You are Cline, a highly skilled software engineer " ...
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "<task>\n介绍下cline\n</task>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\n" ...
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<plan_mode_respond>\n<response>Cline是一个高度熟练的软件工程师，拥有广泛的知识，包括多种编程语言、框架、设计模式和最佳实践。Cline能够分析用户的需求，并将其分解为清晰的步骤，然后逐步执行，以实现目标。他擅长使用各种工具，如代码编辑、文件操作、命令行执行和浏览器操作等，以高效地完成任务。</response>\n</plan_mode_respond>"
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[TASK RESUMPTION] This task was interrupted 13 hours ago. "...
        },
        {
          "type": "text",
          "text": "New instructions for task continuation:\n<user_message>\n介绍下cline\n</user_message>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files"...
        },
        {
          "type": "text",
          "text": "[TASK RESUMPTION] This task was interrupted just now. "...
        },
        {
          "type": "text",
          "text": "New message to respond to with plan_mode_respond tool (be sure to provide your response in the <response> parameter):\n<user_message>\n介绍下cline\n</user_message>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files"...
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<plan_mode_respond>\n<response>Cline是一个高度熟练的软件工程师，擅长多种编程语言、框架、设计模式和最佳实践。他能够分析复杂的软件开发任务，并将其分解为清晰的步骤，然后逐步执行，以实现目标。Cline在代码编辑、文件操作、命令行执行和浏览器操作等方面具有丰富的经验，能够有效地使用各种工具来完成任务。</response>\n</plan_mode_respond>"
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[plan_mode_respond] Result:"
        },
        {
          "type": "text",
          "text": "[The user has switched to ACT MODE, so you may now proceed with the task.]"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files"...
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<thinking>\nThe user has switched to ACT MODE, and I"...
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[ERROR] You did not use a tool in your previous response! "...
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\"...
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<plan_mode_respond>\n<response>我理解了，我需要使用工具来响应。由于用户没有提供具体的任务，我将列出当前工作目录中的文件和打开的标签，以便用户可以指定他们想要进行的操作。</response>\n</plan_mode_respond>"
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[TASK RESUMPTION] This task was interrupted 3 minutes ago."...
        },
        {
          "type": "text",
          "text": "New message to respond to with plan_mode_respond tool "...
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files"...
        }
      ]
    }
  ],
  "temperature": 0,
  "stream": true,
  "stream_options": {
    "include_usage": true
  }
}
模型返回：

data: {"id":"20250525101708abb04575680c4f7e","created":1748139428,"model":"glm-4-flash","choices":[{"index":0,"delta":{"role":"assistant","content":"<"}}]}

data: {"id":"20250525101708abb04575680c4f7e","created":1748139428,"model":"glm-4-flash","choices":[{"index":0,"delta":{"role":"assistant","content":"plan"}}]}
...
data: {"id":"20250525101708abb04575680c4f7e","created":1748139428,"model":"glm-4-flash","choices":[{"index":0,"finish_reason":"stop","delta":{"role":"assistant","content":""}}],"usage":{"prompt_tokens":11107,"completion_tokens":125,"total_tokens":11232}}

data: [DONE]

Error
Cline tried to use plan_mode_respond without value for required parameter 'response'. Retrying...

data: [DONE]

模型请求：{
  "model": "glm-4-flash",
  "messages": [
    {
      "role": "system",
      "content": "You are Cline, a highly skilled software engineer with"...
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "<task>\n德克萨斯州有哪些活跃的天气警报？\n</task>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nllm.log\n\n# VSCode Open Tabs\nmain.go\n#Current Time\n2025/5/25 上午10:25:53 (Asia/Shanghai, UTC+8:00)\n\n# Current Working Directory (/Users/xiazemin) Files\nNo files found.\n\n# Context Window Usage\n0 / 128K tokens used (0%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    }
  ],
  "temperature": 0,
  "stream": true,
  "stream_options": {
    "include_usage": true
  }
}
模型返回：

data: {"id":"202505251026271799876ce11e451d","created":1748139988,"model":"glm-4-flash","choices":[{"index":0,"delta":{"role":"assistant","content":"<"}}]}
...

data: {"id":"202505251026271799876ce11e451d","created":1748139988,"model":"glm-4-flash","choices":[{"index":0,"finish_reason":"stop","delta":{"role":"assistant","content":""}}],"usage":{"prompt_tokens":10473,"completion_tokens":49,"total_tokens":10522}}

data: [DONE]

模型请求：{
  "model": "glm-4-flash",
  "messages": [
    {
      "role": "system",
      "content": "You are Cline, a highly skilled software engineer with"...
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "<task>\n德克萨斯州有哪些活跃的天气警报？\n</task>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nllm.log\n\n# VSCode Open Tabs\nmain.go\n#Current Time\n2025/5/25 上午10:25:53 (Asia/Shanghai, UTC+8:00)\n\n# Current Working Directory (/Users/xiazemin) Files\nNo files found.\n\n# Context Window Usage\n0 / 128K tokens used (0%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<use_mcp_tool>\n<server_name>weather</server_name>\n<tool_name>get_alerts</tool_name>\n<arguments>\n{\n  \"state\": \"TX\"\n}\n</arguments>\n</use_mcp_tool>"
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[use_mcp_tool for 'weather'] Result:"
        },
        {
          "type": "text",
/*
* 提示：该行代码过长，系统自动注释不进行高亮。一键复制会移除系统注释 
* "text": "\nEvent: Severe Thunderstorm Warning\nArea: Dickens, TX; Garza, TX; Kent, TX; King, TX; Stonewall, TX\nSeverity: Severe\nDescription: SVRLUB\n\nThe National Weather Service in Lubbock Texas has issued a\n\n* Severe Thunderstorm Warning for...\nNorthern Kent County in northwestern Texas...\nSoutheastern Dickens County in northwestern Texas...\nEastern Garza County in northwestern Texas...\nKing County in northwestern Texas...\nNorthern Stonewall County in northwestern Texas...\n\n* Until 1030 PM CDT.\n\n* At 923 PM CDT, severe thunderstorms were located along a line\nextending from 4 miles north of Guthrie to 9 miles east of Girard\nto 10 miles west of Clairemont, moving east at 20 mph.\n\nHAZARD...60 mph wind gusts and quarter size hail.\n\nSOURCE...Radar indicated.\n\nIMPACT...Hail damage to vehicles is expected. Expect wind damage\nto roofs, siding, and trees.\n\n* Locations impacted include...\nJayton, Guthrie, Girard, and Clairemont.\nInstructions: For your protection move to an interior room on the lowest floor of a\nbuilding.\n\nTorrential rainfall is occurring with these storms, and may lead to\nflash flooding. Do not drive your vehicle through flooded roadways.\n\n---\n\nEvent: Severe Thunderstorm Warning\nArea: Andrews, TX; Ector, TX; Martin, TX; Midland, TX\nSeverity: Severe\nDescription: At 915 PM CDT, a severe thunderstorm was located 14 miles northwest\nof Midland International Air and Space Port, or 15 miles northwest of\nMidland, moving northeast at 45 mph.\n\nHAZARD...60 mph wind gusts and quarter size hail.\n\nSOURCE...Radar indicated.\n\nIMPACT...Hail damage to vehicles is expected. Expect wind damage to\nroofs, siding, and trees.\n\nLocations impacted include...\nMidland, Odessa, and Odessa Schlemeyer Field.\nInstructions: For your protection move to an interior room on the lowest floor of a\nbuilding.\n\n---\n\nEvent: Severe Thunderstorm Warning\nArea: Dickens, TX; King, TX\nSeverity: Severe\nDescription: At 914 PM CDT, a severe thunderstorm was located over Guthrie, moving\neast at 25 mph.\n\nHAZARD...70 mph wind gusts and quarter size hail.\n\nSOURCE...West Texas Mesonet. At 859 PM CDT, a wind gust of 67 mph\nwas measured by the mesonet 10 miles west of Guthrie.\n\nIMPACT...Hail damage to vehicles is expected. Expect considerable\ntree damage. Wind damage is also likely to mobile homes,\nroofs, and outbuildings.\n\nLocations impacted include...\nGuthrie.\nInstructions: For your protection move to an interior room on the lowest floor of a\nbuilding.\n\nPrepare immediately for large hail and damaging winds. People outside\nshould move to a shelter, inside a strong building and away from\nwindows.\n\nTorrential rainfall is occurring with this storm, and may lead to\nflash flooding. Do not drive your vehicle through flooded roadways.\n\n---\n\nEvent: Severe Thunderstorm Warning\nArea: Andrews, TX; Ector, TX; Martin, TX; Midland, TX\nSeverity: Severe\nDescription: SVRMAF\n\nThe National Weather Service in Midland has issued a\n\n* Severe Thunderstorm Warning for...\nNortheastern Ector County in western Texas...\nSoutheastern Andrews County in western Texas...\nNorthwestern Midland County in western Texas...\nNorthwestern Martin County in western Texas...\n\n* Until 1000 PM CDT.\n\n* At 914 PM CDT, a severe thunderstorm was located 11 miles northwest\nof Midland International Air and Space Port, or 13 miles northwest\nof Midland, moving northeast at 40 mph.\n\nHAZARD...60 mph wind gusts and quarter size hail.\n\nSOURCE...Radar indicated.\n\nIMPACT...Hail damage to vehicles is expected. Expect wind damage\nto roofs, siding, and trees.\n\n* Locations impacted include...\nMidland, Odessa, Lenorah, Tarzan, and Odessa Schlemeyer Field.\nInstructions: For your protection move to an interior room on the lowest floor of a\nbuilding.\n\n---\n\nEvent: Rip Current Statement\nArea: Matagorda Islands; Brazoria Islands; Galveston Island; Bolivar Peninsula\nSeverity: Moderate\nDescription: * WHAT...Dangerous rip currents.\n\n* WHERE...Gulf-facing beaches, including the Matagorda\nPeninsula, Brazoria County beaches, Galveston Island and the\nBolivar Peninsula.\n\n* WHEN...Through Tuesday morning.\n\n* IMPACTS...Rip currents can sweep even the best swimmers away\nfrom shore into deeper water.\nInstructions: Swim near a lifeguard and away from rocks, jetties, and piers. If\ncaught in a rip current, relax and float. Don't swim against the\ncurrent. If able, swim in a direction following the shoreline. If\nunable to escape, face the shore and call or wave for help.\n\n---\n\nEvent: Special Weather Statement\nArea: Andrews; Martin; Ector; Midland\nSeverity: Moderate\nDescription: At 843 PM CDT, Doppler radar was tracking a strong thunderstorm over\nWest Odessa, or 9 miles southwest of Odessa, moving northeast at 40\nmph.\n\nHAZARD...Wind gusts of 50 to 55 mph and nickel size hail.\n\nSOURCE...Radar indicated.\n\nIMPACT...Gusty winds could knock down tree limbs and blow around\nunsecured objects. Minor hail damage to vegetation is\npossible.\n\nLocations impacted include...\nMidland, Odessa, Greenwood, Midland International Air and Space Port,\nWest Odessa, Odessa Schlemeyer Field, Cotton Flat, Warfield, and\nMidland Airpark.\n\nThis includes Interstate 20 between mile markers 102 and 147.\nInstructions: If outdoors, consider seeking shelter inside a building.\n\n---\n\nEvent: Flood Warning\nArea: Angelina, TX; Houston, TX; Polk, TX; Trinity, TX; Tyler, TX\nSeverity: Severe\nDescription: ...The Flood Warning continues for the following rivers in Texas...\n\nNeches River Near Diboll affecting Trinity, Tyler, Polk, Angelina\nand Houston Counties.\n\nFor the Neches River...including Neches, Alto, Diboll, Rockland...\nMinor flooding is forecast.\n\n* WHAT...Minor flooding is occurring and minor flooding is forecast.\n\n* WHERE...Neches River near Diboll.\n\n* WHEN...Until Sunday evening.\n\n* IMPACTS...At 12.0 feet, Minor lowland flooding occurs.  Expect\nflooded boat ramps and trails.\n\n* ADDITIONAL DETAILS...\n- At 7:15 PM CDT Saturday the stage was 12.3 feet.\n- Bankfull stage is 12.0 feet.\n- Recent Activity...The maximum river stage in the 24 hours\nending at 7:15 PM CDT Saturday was 12.5 feet.\n- Forecast...The river is expected to fall below flood stage\ntomorrow evening and continue falling to 10.4 feet Thursday\nevening.\n- Flood stage is 12.0 feet.\n- Flood History...This crest compares to a previous crest of\n12.2 feet on 04/04/2017.\n- http://www.weather.gov/safety/flood\nInstructions: Do not drive cars through flooded areas.\nCaution is urged when walking near riverbanks.\nTurn around, don't drown when encountering flooded roads. Most flood\ndeaths occur in vehicles.\n\nMotorists should not attempt to drive around barricades or drive\ncars through flooded areas.\n\nFor more hydrologic information, copy and paste the following website\naddress into your favorite web browser URL bar:\nhttps://water.noaa.gov/wfo/SHV\n\nThe next statement will be issued Sunday evening at 700 PM CDT.\n\n---\n\nEvent: Flood Warning\nArea: Beauregard, LA; Calcasieu, LA; Newton, TX; Orange, TX\nSeverity: Severe\nDescription: ...The Flood Warning continues for the following rivers in\nLouisiana...Texas...\n\nSabine River Near Deweyville\n\nAdditional information is available at www.weather.gov.\n\n* WHAT...Minor flooding is occurring and minor flooding is forecast.\n\n* WHERE...Sabine River near Deweyville.\n\n* WHEN...Until further notice.\n\n* IMPACTS...At 24.0 feet, Minor lowland flooding will occur.\n\n* ADDITIONAL DETAILS...\n- At 10:45 AM CDT Saturday the stage was 24.3 feet.\n- Recent Activity...The maximum river stage in the 24 hours\nending at 10:45 AM CDT Saturday was 24.4 feet.\n- Forecast...The river is expected to rise to a crest of 24.4\nfeet this afternoon.\n- Flood stage is 24.0 feet.\n- http://www.weather.gov/safety/flood\nInstructions: None\n"
*/
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nserver.go\n\n# Current Time\n2025/5/25 上午10:26:45 (Asia/Shanghai, UTC+8:00)\n\n# Context Window Usage\n10,522 / 128K tokens used (8%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    }
  ],
  "temperature": 0,
  "stream": true,
  "stream_options": {
    "include_usage": true
  }
}
模型返回：

data: {"id":"2025052510273969377435405c43b9","created":1748140060,"model":"glm-4-flash","choices":[{"index":0,"delta":{"role":"assistant","content":"The"}}]}
...
data: {"id":"2025052510273969377435405c43b9","created":1748140060,"model":"glm-4-flash","choices":[{"index":0,"finish_reason":"stop","delta":{"role":"assistant","content":""}}],"usage":{"prompt_tokens":12377,"completion_tokens":190,"total_tokens":12567}}

data: [DONE]

模型请求：{
  "model": "glm-4-flash",
  "messages": [
    {
      "role": "system",
      "content": "You are Cline, a highly skilled software engineer with"...
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "<task>\n德克萨斯州有哪些活跃的天气警报？\n</task>"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nllm.log\n\n# VSCode Open Tabs\nmain.go\n#Current Time\n2025/5/25 上午10:25:53 (Asia/Shanghai, UTC+8:00)\n\n# Current Working Directory (/Users/xiazemin) Files\nNo files found.\n\n# Context Window Usage\n0 / 128K tokens used (0%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    },
    {
      "role": "assistant",
      "content": "<use_mcp_tool>\n<server_name>weather</server_name>\n<tool_name>get_alerts</tool_name>\n<arguments>\n{\n  \"state\": \"TX\"\n}\n</arguments>\n</use_mcp_tool>"
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[use_mcp_tool for 'weather'] Result:"
        },
        {
          "type": "text",
          "text": "\nEvent: Severe Thunderstorm Warning\nArea: Dickens, TX; "...
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nserver.go\n\n# Current Time\n2025/5/25 上午10:26:45 (Asia/Shanghai, UTC+8:00)\n\n# Context Window Usage\n10,522 / 128K tokens used (8%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    },
    {
      "role": "assistant",
      "content": "The National Weather Service has issued several Severe Thunderstorm Warnings for various areas in Texas, including Dickens, Garza, Kent, King, and Stonewall counties. These warnings are in effect until 10:30 PM CDT and include hazards such as 60 mph wind gusts and quarter-size hail. Additionally, there is a Rip Current Statement for areas along the Gulf-facing beaches, including the Matagorda Peninsula, Brazoria County beaches, Galveston Island, and the Bolivar Peninsula. A Special Weather Statement is in effect for Andrews, Martin, Ector, and Midland counties, with hazards including wind gusts of 50 to 55 mph and nickel-size hail. Lastly, a Flood Warning is in effect for the Neches River near Diboll, affecting Trinity, Tyler, Polk, Angelina, and Houston counties. For more detailed information, please refer to the National Weather Service website."
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[ERROR] You did not use a tool in your previous response! Please retry with a tool use.\n\n# Reminder: Instructions for Tool Use\n\nTool uses are formatted using XML-style tags. The tool name is enclosed in opening and closing tags, and each parameter is similarly enclosed within its own set of tags. Here's the structure:\n\n<tool_name>\n<parameter1_name>value1</parameter1_name>\n<parameter2_name>value2</parameter2_name>\n...\n</tool_name>\n\nFor example:\n\n<attempt_completion>\n<result>\nI have completed the task...\n</result>\n</attempt_completion>\n\nAlways adhere to this format for all tool uses to ensure proper parsing and execution.\n\n# Next Steps\n\nIf you have completed the user's task, use the attempt_completion tool. \nIf you require additional information from the user, use the ask_followup_question tool. \nOtherwise, if you have not completed the task and do not need additional information, then proceed with the next step of the task. \n(This is an automated message, so do not respond to it conversationally.)"
        },
        {
          "type": "text",
          "text": "<environment_details>\n# VSCode Visible Files\nllm.log\n\n# VSCode Open Tabs\nserver.go\n\n# Current Time\n2025/5/25 上午10:29:53 (Asia/Shanghai, UTC+8:00)\n\n# Context Window Usage\n12,567 / 128K tokens used (10%)\n\n# Current Mode\nACT MODE\n</environment_details>"
        }
      ]
    }
  ],
  "temperature": 0,
  "stream": true,
  "stream_options": {
    "include_usage": true
  }
}
模型返回：

data: {"id":"20250525102959b774fa336fa54c01","created":1748140200,"model":"glm-4-flash","choices":[{"index":0,"delta":{"role":"assistant","content":"I"}}]}
...
data: {"id":"20250525102959b774fa336fa54c01","created":1748140200,"model":"glm-4-flash","choices":[{"index":0,"finish_reason":"stop","delta":{"role":"assistant","content":""}}],"usage":{"prompt_tokens":10857,"completion_tokens":238,"total_tokens":11095}}

data: [DONE]

You are Cline, a highly skilled software engineer with

"<use_mcp_tool>\n<server_name>weather</server_name>\n<tool_name>get_alerts</tool_name>\n<arguments>\n{\n  \"state\": \"TX\"\n}\n</arguments>\n</use_mcp_tool>"

"text": "[use_mcp_tool for 'weather'] Result:"