最近很火的openClow想必很多人都想试一下，但是大龙虾是token大户，如果使用线上api的话，成本非常高，因此我想使用本地模型连接试试，但是网上的文章基本都是线上api的，因此写下此文

一.LM Studio运行本地模型

1.下载LM Studio

本地模型运行我使用的是LM Studio，可到其官网进行下载

2.下载模型

下载好后在商城里面下载需要的模型到本地，也可以到Hugging Face或者modelscope上下载GGUF格式的模型到本地使用（Hugging Face是外网的，下载和访问速度较慢，想快一点就到modelscope上下载）

在这里插入图片描述

3.运行本地模型

下载模型后，可以 在以下页面

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二. openclaw连接本地模型

前期安装流程不多赘述，网上有很多，可以根据网上其他攻略借鉴，这里只说明大概流程。

1.前置准备

首先要确保node.js已安装且版本号大于v22

如果未安装可以到node.js官网进行下载

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开始安装前先打开power shell（管理员） (windows可以按开始+x键再点击相关项打开)并输入以下命令

#允许当前用户运行本地和下载的脚本
Set-ExecutionPolicy RemoteSigned -Scope CurrentUser

#允许当前用户运行本地和下载的脚本
Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass

当提示 “是否要更改执行策略？” 时，输入 Y 确认。

2.安卓openclaw

一键安装的命令可以参考官网，复制以下命令即可进行安装

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按照流程一路往下走即可，到选择模型的时候随便选一个

3.在openclaw中配置模型

然后我们找到这个文件你存储openclaw的路径\.openclaw\openclaw.json，并按以下方式进行配置

在这里插入图片描述

{
  "agents": {
    "defaults": {
      "model": { "primary": "local-model/qwen3-vl-4b" },      -- 主模型，使用在models中定义了的 providers的名称和models-providers-models里面定义了的模型的id
      "models": {
        "local-model/qwen3-vl-4b": { "alias": "Local LLM" }   --给模型取名称
      }
    }
  },
  "models": {
    "mode": "merge",
    "providers": {
      "local-model": {   -- 这里是给这个模型取一个名字，在agents配置项下会关联到这个名称
        "baseUrl": "http://127.0.0.1:1234/v1",  -- 本地模型的访问地址，从LM Studio的右侧的api Usage中取，参考上一张图片中的圈中部分
        "apiKey": "lmstudio",       -- 这个随便填，本地模型一般不校验apiKey
        "api": "openai-completions",  -- api模式，使用openai
        "models": [
          {
            "id": "qwen3-vl-4b",   -- 模型id，在agents的配置项下会使用到这个，从LM Studio的右侧的api Usage中取，参考上一张图片中的圈中部分
            "name": "qwen3-vl-4b",    -- 取名字
            "api": "openai-completions",
            "reasoning": false,
            "input": ["text"],		  -- 输入类型
            "cost": { "input": 0, "output": 0, "cacheRead": 0, "cacheWrite": 0 },
            "contextWindow": 120000,
            "maxTokens": 99999
          }
        ]
      }
    }
  }
}

4.openclaw与本地模型交互

配置好后，重新启动open claw，重启可以ctrl+c先退出，然后在power shell 中输入 openclaw gateway，启动后可以发现，agent model已经切换为本地的qwen模型
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复制启动信息中的web-ui地址，127.0.0.1:18789，在浏览器中打开，可以进入到聊天页面,并向openclaw输入聊天信息请帮我在桌面创建一个叫openclaw第一的txt文件

在这里插入图片描述

如果启动时出现以下报错或页面提示：

unauthorized: gateway token missing (open the dashboard URL and paste the token in Control UI settings)

或者打开
则到你存储openclaw的路径\.openclaw\openclaw.json中复制gateway的token，再开大web-ui并填写到概览-网关令牌中即可，如下图

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在LM Studio中可以看到，已经产生了相关日志，说明已经成功调用到了本地的模型。

观测模型日志可以发现，我们只是输入了请帮我在桌面创建一个叫openclaw第一的txt文件 的提示词，但是open claw却包装特别长的一串提示词，因为我本地的电脑没有独显，配置不是很够，跑了10来分钟才创建好
在这里插入图片描述
在这里插入图片描述

注意：如果LM Studio中日志如下，说明模型的最大token数设置小了，需要在LM Studio加载模型的时候修改最大token数
在这里插入图片描述

修改方式如下图

在这里插入图片描述

在这里插入图片描述

以下是最终运行时模型输出日志

2026-02-26 16:04:19  [INFO]
 [LM STUDIO SERVER] Client disconnected. Stopping generation... (If the model is busy processing the prompt, it will finish first.)
2026-02-26 16:04:19 [DEBUG]
 srv          stop: cancel task, id_task = 22
2026-02-26 16:04:19  [INFO]
 [qwen/qwen3-vl-4b] Prompt processing progress: 46.0%
2026-02-26 16:04:19  [INFO]
 [qwen/qwen3-vl-4b] Finished streaming response
2026-02-26 16:04:21 [DEBUG]
 Received request: POST to /v1/chat/completions with body  {
  "model": "qwen3-vl-4b",
  "messages": [
    {
      "role": "system",
      "content": "You are a personal assistant running inside OpenCl... <Truncated in logs> ... /reasoning; /status shows Reasoning when enabled."
    },
    {
      "role": "assistant",
      "content": [
        {
          "type": "text",
          "text": "⚠️ Agent failed before reply: No API key found for... <Truncated in logs> ...om the main agentDir.\nLogs: openclaw logs --follow"
        }
      ]
    },
    {
      "role": "assistant",
      "content": [
        {
          "type": "text",
          "text": "⚠️ Agent failed before reply: No API key found for... <Truncated in logs> ...om the main agentDir.\nLogs: openclaw logs --follow"
        }
      ]
    },
    {
      "role": "assistant",
      "content": [
        {
          "type": "text",
          "text": "⚠️ Agent failed before reply: No API key found for... <Truncated in logs> ...om the main agentDir.\nLogs: openclaw logs --follow"
        }
      ]
    },
    {
      "role": "assistant",
      "content": [
        {
          "type": "text",
          "text": "⚠️ Agent failed before reply: No API key found for... <Truncated in logs> ...om the main agentDir.\nLogs: openclaw logs --follow"
        }
      ]
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[Thu 2026-02-26 15:25 GMT+8] hello"
        }
      ]
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "System: [2026-02-26 15:27:22 GMT+8] Gateway restar... <Truncated in logs> ...on-interactive\n\n[Thu 2026-02-26 15:27 GMT+8] hello"
        }
      ]
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[Thu 2026-02-26 15:43 GMT+8] hello"
        }
      ]
    },
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "[Thu 2026-02-26 15:59 GMT+8] 你好"
        }
      ]
    }
  ],
  "stream": true,
  "stream_options": {
    "include_usage": true
  },
  "store": false,
  "max_completion_tokens": 32000,
  "tools": [
    {
      "type": "function",
      "function": {
        "name": "read",
        "description": "Read the contents of a file. Supports text files a... <Truncated in logs> ...he full file, continue with offset until complete.",
        "parameters": {
          "type": "object",
          "required": [],
          "properties": {
            "path": {
              "description": "Path to the file to read (relative or absolute)",
              "type": "string"
            },
            "offset": {
              "description": "Line number to start reading from (1-indexed)",
              "type": "number"
            },
            "limit": {
              "description": "Maximum number of lines to read",
              "type": "number"
            },
            "file_path": {
              "description": "Path to the file to read (relative or absolute)",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "edit",
        "description": "Edit a file by replacing exact text. The oldText m... <Truncated in logs> ...whitespace). Use this for precise, surgical edits.",
        "parameters": {
          "type": "object",
          "required": [],
          "properties": {
            "path": {
              "description": "Path to the file to edit (relative or absolute)",
              "type": "string"
            },
            "oldText": {
              "description": "Exact text to find and replace (must match exactly)",
              "type": "string"
            },
            "newText": {
              "description": "New text to replace the old text with",
              "type": "string"
            },
            "file_path": {
              "description": "Path to the file to edit (relative or absolute)",
              "type": "string"
            },
            "old_string": {
              "description": "Exact text to find and replace (must match exactly)",
              "type": "string"
            },
            "new_string": {
              "description": "New text to replace the old text with",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "write",
        "description": "Write content to a file. Creates the file if it do... <Truncated in logs> ...it does. Automatically creates parent directories.",
        "parameters": {
          "type": "object",
          "required": [
            "content"
          ],
          "properties": {
            "path": {
              "description": "Path to the file to write (relative or absolute)",
              "type": "string"
            },
            "content": {
              "description": "Content to write to the file",
              "type": "string"
            },
            "file_path": {
              "description": "Path to the file to write (relative or absolute)",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "exec",
        "description": "Execute shell commands with background continuatio... <Truncated in logs> ...Y-required commands (terminal UIs, coding agents).",
        "parameters": {
          "type": "object",
          "required": [
            "command"
          ],
          "properties": {
            "command": {
              "description": "Shell command to execute",
              "type": "string"
            },
            "workdir": {
              "description": "Working directory (defaults to cwd)",
              "type": "string"
            },
            "env": {
              "type": "object",
              "patternProperties": {
                "^(.*)$": {
                  "type": "string"
                }
              }
            },
            "yieldMs": {
              "description": "Milliseconds to wait before backgrounding (default 10000)",
              "type": "number"
            },
            "background": {
              "description": "Run in background immediately",
              "type": "boolean"
            },
            "timeout": {
              "description": "Timeout in seconds (optional, kills process on expiry)",
              "type": "number"
            },
            "pty": {
              "description": "Run in a pseudo-terminal (PTY) when available (TTY-required CLIs, coding agents)",
              "type": "boolean"
            },
            "elevated": {
              "description": "Run on the host with elevated permissions (if allowed)",
              "type": "boolean"
            },
            "host": {
              "description": "Exec host (sandbox|gateway|node).",
              "type": "string"
            },
            "security": {
              "description": "Exec security mode (deny|allowlist|full).",
              "type": "string"
            },
            "ask": {
              "description": "Exec ask mode (off|on-miss|always).",
              "type": "string"
            },
            "node": {
              "description": "Node id/name for host=node.",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "process",
        "description": "Manage running exec sessions: list, poll, log, write, send-keys, submit, paste, kill.",
        "parameters": {
          "type": "object",
          "required": [
            "action"
          ],
          "properties": {
            "action": {
              "description": "Process action",
              "type": "string"
            },
            "sessionId": {
              "description": "Session id for actions other than list",
              "type": "string"
            },
            "data": {
              "description": "Data to write for write",
              "type": "string"
            },
            "keys": {
              "description": "Key tokens to send for send-keys",
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "hex": {
              "description": "Hex bytes to send for send-keys",
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "literal": {
              "description": "Literal string for send-keys",
              "type": "string"
            },
            "text": {
              "description": "Text to paste for paste",
              "type": "string"
            },
            "bracketed": {
              "description": "Wrap paste in bracketed mode",
              "type": "boolean"
            },
            "eof": {
              "description": "Close stdin after write",
              "type": "boolean"
            },
            "offset": {
              "description": "Log offset",
              "type": "number"
            },
            "limit": {
              "description": "Log length",
              "type": "number"
            },
            "timeout": {
              "description": "For poll: wait up to this many milliseconds before returning",
              "minimum": 0,
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "browser",
        "description": "Control the browser via OpenClaw's browser control... <Truncated in logs> ...ox|host|node). Default: host. Host target allowed.",
        "parameters": {
          "type": "object",
          "required": [
            "action"
          ],
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "status",
                "start",
                "stop",
                "profiles",
                "tabs",
                "open",
                "focus",
                "close",
                "snapshot",
                "screenshot",
                "navigate",
                "console",
                "pdf",
                "upload",
                "dialog",
                "act"
              ]
            },
            "target": {
              "type": "string",
              "enum": [
                "sandbox",
                "host",
                "node"
              ]
            },
            "node": {
              "type": "string"
            },
            "profile": {
              "type": "string"
            },
            "targetUrl": {
              "type": "string"
            },
            "targetId": {
              "type": "string"
            },
            "limit": {
              "type": "number"
            },
            "maxChars": {
              "type": "number"
            },
            "mode": {
              "type": "string",
              "enum": [
                "efficient"
              ]
            },
            "snapshotFormat": {
              "type": "string",
              "enum": [
                "aria",
                "ai"
              ]
            },
            "refs": {
              "type": "string",
              "enum": [
                "role",
                "aria"
              ]
            },
            "interactive": {
              "type": "boolean"
            },
            "compact": {
              "type": "boolean"
            },
            "depth": {
              "type": "number"
            },
            "selector": {
              "type": "string"
            },
            "frame": {
              "type": "string"
            },
            "labels": {
              "type": "boolean"
            },
            "fullPage": {
              "type": "boolean"
            },
            "ref": {
              "type": "string"
            },
            "element": {
              "type": "string"
            },
            "type": {
              "type": "string",
              "enum": [
                "png",
                "jpeg"
              ]
            },
            "level": {
              "type": "string"
            },
            "paths": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "inputRef": {
              "type": "string"
            },
            "timeoutMs": {
              "type": "number"
            },
            "accept": {
              "type": "boolean"
            },
            "promptText": {
              "type": "string"
            },
            "request": {
              "type": "object",
              "required": [
                "kind"
              ],
              "properties": {
                "kind": {
                  "type": "string",
                  "enum": [
                    "click",
                    "type",
                    "press",
                    "hover",
                    "drag",
                    "select",
                    "fill",
                    "resize",
                    "wait",
                    "evaluate",
                    "close"
                  ]
                },
                "targetId": {
                  "type": "string"
                },
                "ref": {
                  "type": "string"
                },
                "doubleClick": {
                  "type": "boolean"
                },
                "button": {
                  "type": "string"
                },
                "modifiers": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "text": {
                  "type": "string"
                },
                "submit": {
                  "type": "boolean"
                },
                "slowly": {
                  "type": "boolean"
                },
                "key": {
                  "type": "string"
                },
                "startRef": {
                  "type": "string"
                },
                "endRef": {
                  "type": "string"
                },
                "values": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                },
                "fields": {
                  "type": "array",
                  "items": {
                    "additionalProperties": true,
                    "type": "object",
                    "properties": {}
                  }
                },
                "width": {
                  "type": "number"
                },
                "height": {
                  "type": "number"
                },
                "timeMs": {
                  "type": "number"
                },
                "textGone": {
                  "type": "string"
                },
                "fn": {
                  "type": "string"
                }
              }
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "canvas",
        "description": "Control node canvases (present/hide/navigate/eval/snapshot/A2UI). Use snapshot to capture the rendered UI.",
        "parameters": {
          "type": "object",
          "required": [
            "action"
          ],
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "present",
                "hide",
                "navigate",
                "eval",
                "snapshot",
                "a2ui_push",
                "a2ui_reset"
              ]
            },
            "gatewayUrl": {
              "type": "string"
            },
            "gatewayToken": {
              "type": "string"
            },
            "timeoutMs": {
              "type": "number"
            },
            "node": {
              "type": "string"
            },
            "target": {
              "type": "string"
            },
            "x": {
              "type": "number"
            },
            "y": {
              "type": "number"
            },
            "width": {
              "type": "number"
            },
            "height": {
              "type": "number"
            },
            "url": {
              "type": "string"
            },
            "javaScript": {
              "type": "string"
            },
            "outputFormat": {
              "type": "string",
              "enum": [
                "png",
                "jpg",
                "jpeg"
              ]
            },
            "maxWidth": {
              "type": "number"
            },
            "quality": {
              "type": "number"
            },
            "delayMs": {
              "type": "number"
            },
            "jsonl": {
              "type": "string"
            },
            "jsonlPath": {
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "nodes",
        "description": "Discover and control paired nodes (status/describe/pairing/notify/camera/screen/location/run/invoke).",
        "parameters": {
          "type": "object",
          "required": [
            "action"
          ],
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "status",
                "describe",
                "pending",
                "approve",
                "reject",
                "notify",
                "camera_snap",
                "camera_list",
                "camera_clip",
                "screen_record",
                "location_get",
                "run",
                "invoke"
              ]
            },
            "gatewayUrl": {
              "type": "string"
            },
            "gatewayToken": {
              "type": "string"
            },
            "timeoutMs": {
              "type": "number"
            },
            "node": {
              "type": "string"
            },
            "requestId": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "body": {
              "type": "string"
            },
            "sound": {
              "type": "string"
            },
            "priority": {
              "type": "string",
              "enum": [
                "passive",
                "active",
                "timeSensitive"
              ]
            },
            "delivery": {
              "type": "string",
              "enum": [
                "system",
                "overlay",
                "auto"
              ]
            },
            "facing": {
              "type": "string",
              "enum": [
                "front",
                "back",
                "both"
              ],
              "description": "camera_snap: front/back/both; camera_clip: front/back only."
            },
            "maxWidth": {
              "type": "number"
            },
            "quality": {
              "type": "number"
            },
            "delayMs": {
              "type": "number"
            },
            "deviceId": {
              "type": "string"
            },
            "duration": {
              "type": "string"
            },
            "durationMs": {
              "type": "number"
            },
            "includeAudio": {
              "type": "boolean"
            },
            "fps": {
              "type": "number"
            },
            "screenIndex": {
              "type": "number"
            },
            "outPath": {
              "type": "string"
            },
            "maxAgeMs": {
              "type": "number"
            },
            "locationTimeoutMs": {
              "type": "number"
            },
            "desiredAccuracy": {
              "type": "string",
              "enum": [
                "coarse",
                "balanced",
                "precise"
              ]
            },
            "command": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "cwd": {
              "type": "string"
            },
            "env": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "commandTimeoutMs": {
              "type": "number"
            },
            "invokeTimeoutMs": {
              "type": "number"
            },
            "needsScreenRecording": {
              "type": "boolean"
            },
            "invokeCommand": {
              "type": "string"
            },
            "invokeParamsJson": {
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "message",
        "description": "Send, delete, and manage messages via channel plugins. Supports actions: send, broadcast.",
        "parameters": {
          "type": "object",
          "required": [
            "action"
          ],
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "send"
              ]
            },
            "channel": {
              "type": "string"
            },
            "target": {
              "description": "Target channel/user id or name.",
              "type": "string"
            },
            "targets": {
              "type": "array",
              "items": {
                "description": "Recipient/channel targets (same format as --target); accepts ids or names when the directory is available.",
                "type": "string"
              }
            },
            "accountId": {
              "type": "string"
            },
            "dryRun": {
              "type": "boolean"
            },
            "message": {
              "type": "string"
            },
            "effectId": {
              "description": "Message effect name/id for sendWithEffect (e.g., invisible ink).",
              "type": "string"
            },
            "effect": {
              "description": "Alias for effectId (e.g., invisible-ink, balloons).",
              "type": "string"
            },
            "media": {
              "description": "Media URL or local path. data: URLs are not supported here, use buffer.",
              "type": "string"
            },
            "filename": {
              "type": "string"
            },
            "buffer": {
              "description": "Base64 payload for attachments (optionally a data: URL).",
              "type": "string"
            },
            "contentType": {
              "type": "string"
            },
            "mimeType": {
              "type": "string"
            },
            "caption": {
              "type": "string"
            },
            "path": {
              "type": "string"
            },
            "filePath": {
              "type": "string"
            },
            "replyTo": {
              "type": "string"
            },
            "threadId": {
              "type": "string"
            },
            "asVoice": {
              "type": "boolean"
            },
            "silent": {
              "type": "boolean"
            },
            "quoteText": {
              "description": "Quote text for Telegram reply_parameters",
              "type": "string"
            },
            "bestEffort": {
              "type": "boolean"
            },
            "gifPlayback": {
              "type": "boolean"
            },
            "messageId": {
              "description": "Target message id for reaction. For Telegram, if omitted, defaults to the current inbound message id when available.",
              "type": "string"
            },
            "message_id": {
              "description": "snake_case alias of messageId. For Telegram, if omitted, defaults to the current inbound message id when available.",
              "type": "string"
            },
            "emoji": {
              "type": "string"
            },
            "remove": {
              "type": "boolean"
            },
            "targetAuthor": {
              "type": "string"
            },
            "targetAuthorUuid": {
              "type": "string"
            },
            "groupId": {
              "type": "string"
            },
            "limit": {
              "type": "number"
            },
            "before": {
              "type": "string"
            },
            "after": {
              "type": "string"
            },
            "around": {
              "type": "string"
            },
            "fromMe": {
              "type": "boolean"
            },
            "includeArchived": {
              "type": "boolean"
            },
            "pollQuestion": {
              "type": "string"
            },
            "pollOption": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "pollDurationHours": {
              "type": "number"
            },
            "pollMulti": {
              "type": "boolean"
            },
            "channelId": {
              "description": "Channel id filter (search/thread list/event create).",
              "type": "string"
            },
            "channelIds": {
              "type": "array",
              "items": {
                "description": "Channel id filter (repeatable).",
                "type": "string"
              }
            },
            "guildId": {
              "type": "string"
            },
            "userId": {
              "type": "string"
            },
            "authorId": {
              "type": "string"
            },
            "authorIds": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "roleId": {
              "type": "string"
            },
            "roleIds": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "participant": {
              "type": "string"
            },
            "emojiName": {
              "type": "string"
            },
            "stickerId": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "stickerName": {
              "type": "string"
            },
            "stickerDesc": {
              "type": "string"
            },
            "stickerTags": {
              "type": "string"
            },
            "threadName": {
              "type": "string"
            },
            "autoArchiveMin": {
              "type": "number"
            },
            "query": {
              "type": "string"
            },
            "eventName": {
              "type": "string"
            },
            "eventType": {
              "type": "string"
            },
            "startTime": {
              "type": "string"
            },
            "endTime": {
              "type": "string"
            },
            "desc": {
              "type": "string"
            },
            "location": {
              "type": "string"
            },
            "durationMin": {
              "type": "number"
            },
            "until": {
              "type": "string"
            },
            "reason": {
              "type": "string"
            },
            "deleteDays": {
              "type": "number"
            },
            "gatewayUrl": {
              "type": "string"
            },
            "gatewayToken": {
              "type": "string"
            },
            "timeoutMs": {
              "type": "number"
            },
            "name": {
              "type": "string"
            },
            "type": {
              "type": "number"
            },
            "parentId": {
              "type": "string"
            },
            "topic": {
              "type": "string"
            },
            "position": {
              "type": "number"
            },
            "nsfw": {
              "type": "boolean"
            },
            "rateLimitPerUser": {
              "type": "number"
            },
            "categoryId": {
              "type": "string"
            },
            "clearParent": {
              "description": "Clear the parent/category when supported by the provider.",
              "type": "boolean"
            },
            "activityType": {
              "description": "Activity type: playing, streaming, listening, watching, competing, custom.",
              "type": "string"
            },
            "activityName": {
              "description": "Activity name shown in sidebar (e.g. 'with fire'). Ignored for custom type.",
              "type": "string"
            },
            "activityUrl": {
              "description": "Streaming URL (Twitch or YouTube). Only used with streaming type; may not render for bots.",
              "type": "string"
            },
            "activityState": {
              "description": "State text. For custom type this is the status text; for others it shows in the flyout.",
              "type": "string"
            },
            "status": {
              "description": "Bot status: online, dnd, idle, invisible.",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "tts",
        "description": "Convert text to speech. Audio is delivered automat... <Truncated in logs> ...ter a successful call to avoid duplicate messages.",
        "parameters": {
          "type": "object",
          "required": [
            "text"
          ],
          "properties": {
            "text": {
              "description": "Text to convert to speech.",
              "type": "string"
            },
            "channel": {
              "description": "Optional channel id to pick output format (e.g. telegram).",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "agents_list",
        "description": "List agent ids you can target with sessions_spawn (based on allowlists).",
        "parameters": {
          "type": "object",
          "properties": {}
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "sessions_list",
        "description": "List sessions with optional filters and last messages.",
        "parameters": {
          "type": "object",
          "properties": {
            "kinds": {
              "type": "array",
              "items": {
                "type": "string"
              }
            },
            "limit": {
              "minimum": 1,
              "type": "number"
            },
            "activeMinutes": {
              "minimum": 1,
              "type": "number"
            },
            "messageLimit": {
              "minimum": 0,
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "sessions_history",
        "description": "Fetch message history for a session.",
        "parameters": {
          "type": "object",
          "required": [
            "sessionKey"
          ],
          "properties": {
            "sessionKey": {
              "type": "string"
            },
            "limit": {
              "minimum": 1,
              "type": "number"
            },
            "includeTools": {
              "type": "boolean"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "sessions_send",
        "description": "Send a message into another session. Use sessionKey or label to identify the target.",
        "parameters": {
          "type": "object",
          "required": [
            "message"
          ],
          "properties": {
            "sessionKey": {
              "type": "string"
            },
            "label": {
              "minLength": 1,
              "maxLength": 64,
              "type": "string"
            },
            "agentId": {
              "minLength": 1,
              "maxLength": 64,
              "type": "string"
            },
            "message": {
              "type": "string"
            },
            "timeoutSeconds": {
              "minimum": 0,
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "sessions_spawn",
        "description": "Spawn a sub-agent in an isolated session (mode=\"ru... <Truncated in logs> ...d route results back to the requester chat/thread.",
        "parameters": {
          "type": "object",
          "required": [
            "task"
          ],
          "properties": {
            "task": {
              "type": "string"
            },
            "label": {
              "type": "string"
            },
            "agentId": {
              "type": "string"
            },
            "model": {
              "type": "string"
            },
            "thinking": {
              "type": "string"
            },
            "runTimeoutSeconds": {
              "minimum": 0,
              "type": "number"
            },
            "timeoutSeconds": {
              "minimum": 0,
              "type": "number"
            },
            "thread": {
              "type": "boolean"
            },
            "mode": {
              "type": "string",
              "enum": [
                "run",
                "session"
              ]
            },
            "cleanup": {
              "type": "string",
              "enum": [
                "delete",
                "keep"
              ]
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "subagents",
        "description": "List, kill, or steer spawned sub-agents for this requester session. Use this for sub-agent orchestration.",
        "parameters": {
          "type": "object",
          "properties": {
            "action": {
              "type": "string",
              "enum": [
                "list",
                "kill",
                "steer"
              ]
            },
            "target": {
              "type": "string"
            },
            "message": {
              "type": "string"
            },
            "recentMinutes": {
              "minimum": 1,
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "session_status",
        "description": "Show a /status-equivalent session status card (usa... <Truncated in logs> ...n model override (model=default resets overrides).",
        "parameters": {
          "type": "object",
          "properties": {
            "sessionKey": {
              "type": "string"
            },
            "model": {
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "web_search",
        "description": "Search the web using Brave Search API. Supports re... <Truncated in logs> ...urns titles, URLs, and snippets for fast research.",
        "parameters": {
          "type": "object",
          "required": [
            "query"
          ],
          "properties": {
            "query": {
              "description": "Search query string.",
              "type": "string"
            },
            "count": {
              "description": "Number of results to return (1-10).",
              "minimum": 1,
              "maximum": 10,
              "type": "number"
            },
            "country": {
              "description": "2-letter country code for region-specific results (e.g., 'DE', 'US', 'ALL'). Default: 'US'.",
              "type": "string"
            },
            "search_lang": {
              "description": "ISO language code for search results (e.g., 'de', 'en', 'fr').",
              "type": "string"
            },
            "ui_lang": {
              "description": "ISO language code for UI elements.",
              "type": "string"
            },
            "freshness": {
              "description": "Filter results by discovery time. Brave supports '... <Truncated in logs> ...'. Perplexity supports 'pd', 'pw', 'pm', and 'py'.",
              "type": "string"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "web_fetch",
        "description": "Fetch and extract readable content from a URL (HTM... <Truncated in logs> ...ightweight page access without browser automation.",
        "parameters": {
          "type": "object",
          "required": [
            "url"
          ],
          "properties": {
            "url": {
              "description": "HTTP or HTTPS URL to fetch.",
              "type": "string"
            },
            "extractMode": {
              "type": "string",
              "enum": [
                "markdown",
                "text"
              ],
              "description": "Extraction mode (\"markdown\" or \"text\").",
              "default": "markdown"
            },
            "maxChars": {
              "description": "Maximum characters to return (truncates when exceeded).",
              "minimum": 100,
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "memory_search",
        "description": "Mandatory recall step: semantically search MEMORY.... <Truncated in logs> ...is unavailable and should be surfaced to the user.",
        "parameters": {
          "type": "object",
          "required": [
            "query"
          ],
          "properties": {
            "query": {
              "type": "string"
            },
            "maxResults": {
              "type": "number"
            },
            "minScore": {
              "type": "number"
            }
          }
        },
        "strict": false
      }
    },
    {
      "type": "function",
      "function": {
        "name": "memory_get",
        "description": "Safe snippet read from MEMORY.md or memory/*.md wi... <Truncated in logs> ...pull only the needed lines and keep context small.",
        "parameters": {
          "type": "object",
          "required": [
            "path"
          ],
          "properties": {
            "path": {
              "type": "string"
            },
            "from": {
              "type": "number"
            },
            "lines": {
              "type": "number"
            }
          }
        },
        "strict": false
      }
    }
  ]
}
2026-02-26 16:04:21  [INFO]
 [qwen/qwen3-vl-4b] Running chat completion on conversation with 9 messages.
2026-02-26 16:04:21  [INFO]
 [qwen/qwen3-vl-4b] Streaming response...
2026-02-26 16:04:21 [DEBUG]
 LlamaV4::predict slot selection: session_id=<empty> server-selected (LCP/LRU)
2026-02-26 16:05:04 [DEBUG]
 slot      release: id  3 | task 22 | stop processing: n_tokens = 10752, truncated = 0
slot get_availabl: id  3 | task -1 | selected slot by LCP similarity, sim_best = 0.850 (> 0.100 thold), f_keep = 1.000
slot launch_slot_: id  3 | task -1 | sampler chain: logits -> ?penalties -> ?dry -> ?top-n-sigma -> top-k -> ?typical -> top-p -> min-p -> ?xtc -> temp-ext -> dist 
slot launch_slot_: id  3 | task 30 | processing task, is_child = 0
slot update_slots: id  3 | task 30 | new prompt, n_ctx_slot = 17408, n_keep = 12101, task.n_tokens = 12642
slot update_slots: id  3 | task 30 | cache reuse is not supported - ignoring n_cache_reuse = 256
slot update_slots: id  3 | task 30 | n_tokens = 10752, memory_seq_rm [10752, end)
slot update_slots: id  3 | task 30 | prompt processing progress, n_tokens = 11264, batch.n_tokens = 512, progress = 0.890998
2026-02-26 16:05:04  [INFO]
 [qwen/qwen3-vl-4b] Prompt processing progress: 0.0%
2026-02-26 16:06:33 [DEBUG]
 slot update_slots: id  3 | task 30 | n_tokens = 11264, memory_seq_rm [11264, end)
slot update_slots: id  3 | task 30 | prompt processing progress, n_tokens = 11776, batch.n_tokens = 512, progress = 0.931498
2026-02-26 16:06:33  [INFO]
 [qwen/qwen3-vl-4b] Prompt processing progress: 27.1%
2026-02-26 16:08:01 [DEBUG]
 slot update_slots: id  3 | task 30 | n_tokens = 11776, memory_seq_rm [11776, end)
slot update_slots: id  3 | task 30 | prompt processing progress, n_tokens = 12288, batch.n_tokens = 512, progress = 0.971998
2026-02-26 16:08:01  [INFO]
 [qwen/qwen3-vl-4b] Prompt processing progress: 54.2%
2026-02-26 16:09:15  [INFO]
 [LM STUDIO SERVER] Client disconnected. Stopping generation... (If the model is busy processing the prompt, it will finish first.)
2026-02-26 16:09:15 [DEBUG]
 srv          stop: cancel task, id_task = 30
2026-02-26 16:09:15  [INFO]
 [qwen/qwen3-vl-4b] Prompt processing progress: 54.2%
2026-02-26 16:09:15  [INFO]
 [qwen/qwen3-vl-4b] Finished streaming response
2026-02-26 16:09:27 [DEBUG]
 slot      release: id  3 | task 30 | stop processing: n_tokens = 12288, truncated = 0
srv  update_slots: all slots are idle
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