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Rafael Uzarowski commited on
Commit ·
3fd2e87
1
Parent(s): 33f91a4
feat: Implement support for MCP Servers (Claude Tools) - Part 1 Stdio Servers
Browse filesfeat: (draft) support MCP Servers
feat: install npx for local MCP Servers execution
feat: add nest-asyncio as direct dependency
feat: add pdf2image to requirements.txt
feat: add local nginx for playwright file access
feat: MCP Server Support (Part 1: local stdio servers)
- agent.py +78 -18
- docker/run/fs/etc/nginx/nginx.conf +31 -0
- docker/run/fs/ins/install_A0.sh +1 -1
- docker/run/fs/ins/pre_install.sh +4 -0
- initialize.py +18 -0
- prompts/default/agent.system.mcp_tools.md +1 -0
- python/api/message.py +1 -1
- python/api/settings_set.py +3 -1
- python/extensions/system_prompt/_10_system_prompt.py +12 -3
- python/helpers/mcp.py +455 -0
- python/helpers/settings.py +50 -1
- requirements.txt +3 -0
agent.py
CHANGED
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@@ -1,4 +1,7 @@
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import asyncio
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from collections import OrderedDict
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from dataclasses import dataclass, field
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from datetime import datetime
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@@ -183,6 +186,25 @@ class AgentConfig:
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prompts_subdir: str = ""
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memory_subdir: str = ""
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knowledge_subdirs: list[str] = field(default_factory=lambda: ["default", "custom"])
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code_exec_docker_enabled: bool = False
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code_exec_docker_name: str = "A0-dev"
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code_exec_docker_image: str = "frdel/agent-zero-run:development"
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@@ -667,30 +689,68 @@ class Agent:
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tool_request = extract_tools.json_parse_dirty(msg)
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if tool_request is not None:
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-
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-
tool_method = None
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tool_args = tool_request.get("tool_args", {})
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else:
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-
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self.hist_add_warning(
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PrintStyle(font_color="red", padding=True).print(
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self.context.log.log(
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type="error", content=f"{self.agent_name}: Message misformat"
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)
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def log_from_stream(self, stream: str, logItem: Log.LogItem):
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import asyncio
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import nest_asyncio
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nest_asyncio.apply()
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from collections import OrderedDict
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from dataclasses import dataclass, field
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from datetime import datetime
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prompts_subdir: str = ""
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memory_subdir: str = ""
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knowledge_subdirs: list[str] = field(default_factory=lambda: ["default", "custom"])
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mcp_servers: str = """[
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{
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"name": "MCP Server 1",
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"url": "https://mcp.server.com",
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"headers": {
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"Authorization": "Bearer 1234567890"
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},
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"disabled": true,
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},
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{
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"name": "MCP Server 2",
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"command": "python3",
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"args": ["mcp.py"],
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"env": {
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"PYTHONPATH": "."
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},
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"disabled": true,
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}
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]"""
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code_exec_docker_enabled: bool = False
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code_exec_docker_name: str = "A0-dev"
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code_exec_docker_image: str = "frdel/agent-zero-run:development"
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tool_request = extract_tools.json_parse_dirty(msg)
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if tool_request is not None:
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raw_tool_name = tool_request.get("tool_name", "") # Get the raw tool name
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tool_args = tool_request.get("tool_args", {})
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tool_name = raw_tool_name # Initialize tool_name with raw_tool_name
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tool_method = None # Initialize tool_method
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# Split raw_tool_name into tool_name and tool_method if applicable
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if ":" in raw_tool_name:
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tool_name, tool_method = raw_tool_name.split(":", 1)
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tool = None # Initialize tool to None
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# Try getting tool from MCP first
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try:
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import python.helpers.mcp as mcp_helper
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mcp_tool_candidate = mcp_helper.MCPConfig.get_instance().get_tool(self, tool_name)
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if mcp_tool_candidate:
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tool = mcp_tool_candidate
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except ImportError:
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# Get context safely
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current_context = AgentContext.first()
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if current_context:
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current_context.log.log(type="warning", content="MCP helper module not found. Skipping MCP tool lookup.", temp=True)
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PrintStyle(background_color="black", font_color="yellow", padding=True).print(
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"MCP helper module not found. Skipping MCP tool lookup."
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)
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except Exception as e:
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# Get context safely
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current_context = AgentContext.first()
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if current_context:
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current_context.log.log(type="warning", content=f"Failed to get MCP tool '{tool_name}': {e}", temp=True)
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PrintStyle(background_color="black", font_color="red", padding=True).print(
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f"Failed to get MCP tool '{tool_name}': {e}"
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)
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# Fallback to local get_tool if MCP tool was not found or MCP lookup failed
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if not tool:
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tool = self.get_tool(name=tool_name, method=tool_method, args=tool_args, message=msg)
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if tool:
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await self.handle_intervention()
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await tool.before_execution(**tool_args)
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await self.handle_intervention()
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response = await tool.execute(**tool_args)
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await self.handle_intervention()
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await tool.after_execution(response)
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await self.handle_intervention()
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if response.break_loop:
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return response.message
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else:
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error_detail = f"Tool '{raw_tool_name}' not found or could not be initialized."
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self.hist_add_warning(error_detail)
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PrintStyle(font_color="red", padding=True).print(error_detail)
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self.context.log.log(
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type="error", content=f"{self.agent_name}: {error_detail}"
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)
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else:
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warning_msg_misformat = self.read_prompt("fw.msg_misformat.md")
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self.hist_add_warning(warning_msg_misformat)
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PrintStyle(font_color="red", padding=True).print(warning_msg_misformat)
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self.context.log.log(
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type="error", content=f"{self.agent_name}: Message misformat, no valid tool request found."
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)
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def log_from_stream(self, stream: str, logItem: Log.LogItem):
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docker/run/fs/etc/nginx/nginx.conf
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@@ -0,0 +1,31 @@
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daemon off;
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worker_processes 2;
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user www-data;
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events {
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use epoll;
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worker_connections 128;
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}
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error_log /var/log/nginx/error.log info;
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http {
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server_tokens off;
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include mime.types;
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charset utf-8;
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access_log /var/log/nginx/access.log combined;
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server {
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server_name 127.0.0.1:31735;
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listen 127.0.0.1:31735;
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error_page 500 502 503 504 /50x.html;
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location / {
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root /;
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}
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}
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}
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docker/run/fs/ins/install_A0.sh
CHANGED
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@@ -23,4 +23,4 @@ pip install torch --index-url https://download.pytorch.org/whl/cpu
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pip install -r /git/agent-zero/requirements.txt
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# Preload A0
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python /git/agent-zero/preload.py --dockerized=true
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pip install -r /git/agent-zero/requirements.txt
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# Preload A0
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python /git/agent-zero/preload.py --dockerized=true
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docker/run/fs/ins/pre_install.sh
CHANGED
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@@ -18,6 +18,7 @@ apt-get update && apt-get upgrade -y && apt-get install -y \
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wget \
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git \
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ffmpeg \
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supervisor \
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cron
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# python3 -m pip install --upgrade pip
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# fi
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# Prepare SSH daemon
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bash /ins/setup_ssh.sh "$@"
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wget \
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git \
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ffmpeg \
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nginx\
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supervisor \
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cron
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# python3 -m pip install --upgrade pip
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# fi
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# Install npx for use by local MCP Servers
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npm i -g npx shx
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+
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# Prepare SSH daemon
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bash /ins/setup_ssh.sh "$@"
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initialize.py
CHANGED
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@@ -53,6 +53,7 @@ def initialize():
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prompts_subdir=current_settings["agent_prompts_subdir"],
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memory_subdir=current_settings["agent_memory_subdir"],
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knowledge_subdirs=["default", current_settings["agent_knowledge_subdir"]],
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code_exec_docker_enabled=False,
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# code_exec_docker_name = "A0-dev",
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# code_exec_docker_image = "frdel/agent-zero-run:development",
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# update config with runtime args
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args_override(config)
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# return config object
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return config
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prompts_subdir=current_settings["agent_prompts_subdir"],
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memory_subdir=current_settings["agent_memory_subdir"],
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knowledge_subdirs=["default", current_settings["agent_knowledge_subdir"]],
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mcp_servers=current_settings["mcp_servers"],
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code_exec_docker_enabled=False,
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# code_exec_docker_name = "A0-dev",
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# code_exec_docker_image = "frdel/agent-zero-run:development",
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# update config with runtime args
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args_override(config)
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import python.helpers.mcp as mcp_helper
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import agent as agent_helper
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import python.helpers.print_style as print_style_helper
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if not mcp_helper.MCPConfig.get_instance().is_initialized():
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try:
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mcp_helper.MCPConfig.update(config.mcp_servers)
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except Exception as e:
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if agent_helper.AgentContext.first():
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(
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agent_helper.AgentContext.first().log
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.log(type="warning", content=f"Failed to update MCP settings: {e}", temp=False)
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)
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(
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print_style_helper.PrintStyle(background_color="black", font_color="red", padding=True)
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.print(f"Failed to update MCP settings: {e}")
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)
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# return config object
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return config
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prompts/default/agent.system.mcp_tools.md
ADDED
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@@ -0,0 +1 @@
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{{tools}}
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python/api/message.py
CHANGED
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@@ -85,4 +85,4 @@ class Message(ApiHandler):
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id=message_id,
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)
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-
return context.communicate(UserMessage(message, attachment_paths)), context
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id=message_id,
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)
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return context.communicate(UserMessage(message, attachment_paths)), context
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python/api/settings_set.py
CHANGED
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@@ -3,9 +3,11 @@ from flask import Request, Response
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from python.helpers import settings
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class SetSettings(ApiHandler):
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async def process(self, input: dict, request: Request) -> dict | Response:
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set = settings.convert_in(input)
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set = settings.set_settings(set)
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return {"settings": set}
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from python.helpers import settings
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from typing import Any
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class SetSettings(ApiHandler):
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async def process(self, input: dict[Any, Any], request: Request) -> dict[Any, Any] | Response:
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set = settings.convert_in(input)
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set = settings.set_settings(set)
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return {"settings": set}
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python/extensions/system_prompt/_10_system_prompt.py
CHANGED
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@@ -1,17 +1,22 @@
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-
from datetime import datetime
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from python.helpers.extension import Extension
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from agent import Agent, LoopData
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from python.helpers.localization import Localization
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class SystemPrompt(Extension):
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async def execute(self, system_prompt: list[str]=[], loop_data: LoopData = LoopData(), **kwargs):
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# append main system prompt and tools
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main = get_main_prompt(self.agent)
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tools = get_tools_prompt(self.agent)
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system_prompt.append(main)
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system_prompt.append(tools)
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def get_main_prompt(agent: Agent):
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@@ -22,4 +27,8 @@ def get_tools_prompt(agent: Agent):
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prompt = agent.read_prompt("agent.system.tools.md")
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if agent.config.chat_model.vision:
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prompt += '\n' + agent.read_prompt("agent.system.tools_vision.md")
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| 25 |
-
return prompt
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+
from datetime import datetime
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+
from typing import Any, Optional
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from python.helpers.extension import Extension
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+
from python.helpers.mcp import MCPConfig
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from agent import Agent, LoopData
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from python.helpers.localization import Localization
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class SystemPrompt(Extension):
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+
async def execute(self, system_prompt: list[str] = [], loop_data: LoopData = LoopData(), **kwargs: Any):
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# append main system prompt and tools
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| 13 |
main = get_main_prompt(self.agent)
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tools = get_tools_prompt(self.agent)
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| 15 |
+
mcp_tools = get_mcp_tools_prompt(self.agent)
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+
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| 17 |
system_prompt.append(main)
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| 18 |
system_prompt.append(tools)
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+
system_prompt.append(mcp_tools)
|
| 20 |
|
| 21 |
|
| 22 |
def get_main_prompt(agent: Agent):
|
|
|
|
| 27 |
prompt = agent.read_prompt("agent.system.tools.md")
|
| 28 |
if agent.config.chat_model.vision:
|
| 29 |
prompt += '\n' + agent.read_prompt("agent.system.tools_vision.md")
|
| 30 |
+
return prompt
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
def get_mcp_tools_prompt(agent: Agent):
|
| 34 |
+
return MCPConfig.get_instance().get_tools_prompt()
|
python/helpers/mcp.py
ADDED
|
@@ -0,0 +1,455 @@
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|
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|
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|
|
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|
|
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|
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|
|
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|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from pydantic import BaseModel, Field, Discriminator, Tag, PrivateAttr
|
| 2 |
+
from typing import List, Dict, Optional, Any, Union, Literal, Annotated
|
| 3 |
+
from typing import (
|
| 4 |
+
List, Dict, Optional, Any,
|
| 5 |
+
Union, Literal, Annotated, ClassVar,
|
| 6 |
+
)
|
| 7 |
+
import threading
|
| 8 |
+
import asyncio
|
| 9 |
+
from contextlib import AsyncExitStack
|
| 10 |
+
from shutil import which
|
| 11 |
+
from mcp import ClientSession, StdioServerParameters
|
| 12 |
+
from mcp.client.stdio import stdio_client
|
| 13 |
+
from mcp.types import CallToolResult, ListToolsResult, JSONRPCMessage
|
| 14 |
+
from anyio.streams.memory import (
|
| 15 |
+
MemoryObjectReceiveStream,
|
| 16 |
+
MemoryObjectSendStream,
|
| 17 |
+
)
|
| 18 |
+
from python.helpers.dirty_json import DirtyJson
|
| 19 |
+
from python.helpers.print_style import PrintStyle
|
| 20 |
+
import dirtyjson
|
| 21 |
+
|
| 22 |
+
from python.helpers.tool import Tool, Response
|
| 23 |
+
from datetime import timedelta
|
| 24 |
+
|
| 25 |
+
from abc import ABC, abstractmethod
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
class MCPTool(Tool):
|
| 29 |
+
"""MCP Tool wrapper"""
|
| 30 |
+
async def execute(self, **kwargs: Any):
|
| 31 |
+
error = ""
|
| 32 |
+
try:
|
| 33 |
+
response: CallToolResult = await MCPConfig.get_instance().call_tool(self.name, kwargs)
|
| 34 |
+
message = "\n\n".join([item.text for item in response.content if item.type == "text"])
|
| 35 |
+
if response.isError:
|
| 36 |
+
error = message
|
| 37 |
+
except Exception as e:
|
| 38 |
+
error = f"MCP Tool Exception: {str(e)}"
|
| 39 |
+
message = f"ERROR: {str(e)}"
|
| 40 |
+
|
| 41 |
+
if error:
|
| 42 |
+
PrintStyle(
|
| 43 |
+
background_color="#CC34C3", font_color="white", bold=True, padding=True
|
| 44 |
+
).print(f"MCPTool::Failed to call mcp tool {self.name}:")
|
| 45 |
+
PrintStyle(background_color="#AA4455", font_color="white", padding=False).print(error)
|
| 46 |
+
|
| 47 |
+
self.agent.context.log.log(
|
| 48 |
+
type="warning",
|
| 49 |
+
content=f"{self.name}: {error}",
|
| 50 |
+
)
|
| 51 |
+
|
| 52 |
+
return Response(message=message, break_loop=False)
|
| 53 |
+
|
| 54 |
+
async def before_execution(self, **kwargs: Any):
|
| 55 |
+
(
|
| 56 |
+
PrintStyle(font_color="#1B4F72", padding=True, background_color="white", bold=True)
|
| 57 |
+
.print(f"{self.agent.agent_name}: Using tool '{self.name}'")
|
| 58 |
+
)
|
| 59 |
+
self.log = self.get_log_object()
|
| 60 |
+
|
| 61 |
+
for key, value in self.args.items():
|
| 62 |
+
PrintStyle(font_color="#85C1E9", bold=True).stream(self.nice_key(key)+": ")
|
| 63 |
+
PrintStyle(font_color="#85C1E9", padding=isinstance(value, str) and "\n" in value).stream(value)
|
| 64 |
+
PrintStyle().print()
|
| 65 |
+
|
| 66 |
+
async def after_execution(self, response: Response, **kwargs: Any):
|
| 67 |
+
# Check if response or message is None
|
| 68 |
+
if not response.message.strip():
|
| 69 |
+
text = ""
|
| 70 |
+
PrintStyle(font_color="red").print(f"Warning: Tool '{self.name}' returned None response or message")
|
| 71 |
+
else:
|
| 72 |
+
text = response.message.strip()
|
| 73 |
+
|
| 74 |
+
await self.agent.hist_add_tool_result(self.name, text)
|
| 75 |
+
(
|
| 76 |
+
PrintStyle(font_color="#1B4F72", background_color="white", padding=True, bold=True)
|
| 77 |
+
.print(f"{self.agent.agent_name}: Response from tool '{self.name}'")
|
| 78 |
+
)
|
| 79 |
+
PrintStyle(font_color="#85C1E9").print(text)
|
| 80 |
+
self.log.update(content=text)
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
class MCPServerRemote(BaseModel):
|
| 84 |
+
name: str = Field(default_factory=str)
|
| 85 |
+
description: Optional[str] = Field(default="Remote SSE Server")
|
| 86 |
+
url: str = Field(default_factory=str)
|
| 87 |
+
headers: dict[str, Any] | None = Field(default_factory=dict[str, Any])
|
| 88 |
+
timeout: float = 5.0
|
| 89 |
+
sse_read_timeout: float = 60.0 * 5.0
|
| 90 |
+
disabled: bool = False
|
| 91 |
+
|
| 92 |
+
__lock: ClassVar[threading.Lock] = PrivateAttr(default=threading.Lock())
|
| 93 |
+
|
| 94 |
+
def __init__(self, config: dict[str, Any]):
|
| 95 |
+
super().__init__()
|
| 96 |
+
self.update(config)
|
| 97 |
+
|
| 98 |
+
def get_tools(self) -> List[dict[str, Any]]:
|
| 99 |
+
"""Get all tools from the server"""
|
| 100 |
+
return []
|
| 101 |
+
|
| 102 |
+
def has_tool(self, tool_name: str) -> bool:
|
| 103 |
+
"""Check if a tool is available"""
|
| 104 |
+
return False
|
| 105 |
+
|
| 106 |
+
async def call_tool(self, tool_name: str, input_data: Dict[str, Any]) -> CallToolResult:
|
| 107 |
+
"""Call a tool with the given input data"""
|
| 108 |
+
raise NotImplementedError("MCPServerRemote does not support calling tools")
|
| 109 |
+
|
| 110 |
+
def update(self, config: dict[str, Any]) -> "MCPServerRemote":
|
| 111 |
+
with self.__lock:
|
| 112 |
+
for key, value in config.items():
|
| 113 |
+
if key in ["name", "description", "url", "headers", "timeout", "sse_read_timeout", "disabled"]:
|
| 114 |
+
setattr(self, key, value)
|
| 115 |
+
# We already run in an event loop, dont believe Pylance
|
| 116 |
+
return asyncio.run(self.__on_update())
|
| 117 |
+
|
| 118 |
+
async def __on_update(self) -> "MCPServerRemote":
|
| 119 |
+
return self
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
class MCPServerLocal(BaseModel):
|
| 123 |
+
name: str = Field(default_factory=str)
|
| 124 |
+
description: Optional[str] = Field(default="Local StdIO Server")
|
| 125 |
+
command: str = Field(default_factory=str)
|
| 126 |
+
args: list[str] = Field(default_factory=list)
|
| 127 |
+
env: dict[str, str] | None = Field(default_factory=dict[str, str])
|
| 128 |
+
encoding: str = "utf-8"
|
| 129 |
+
encoding_error_handler: Literal["strict", "ignore", "replace"] = "strict"
|
| 130 |
+
disabled: bool = False
|
| 131 |
+
|
| 132 |
+
__lock: ClassVar[threading.Lock] = PrivateAttr(default=threading.Lock())
|
| 133 |
+
__client: Optional["MCPClientLocal"] = PrivateAttr(default=None)
|
| 134 |
+
|
| 135 |
+
def __init__(self, config: dict[str, Any]):
|
| 136 |
+
super().__init__()
|
| 137 |
+
self.__client = MCPClientLocal(self)
|
| 138 |
+
self.update(config)
|
| 139 |
+
|
| 140 |
+
def get_tools(self) -> List[dict[str, Any]]:
|
| 141 |
+
"""Get all tools from the server"""
|
| 142 |
+
with self.__lock:
|
| 143 |
+
return self.__client.tools
|
| 144 |
+
|
| 145 |
+
def has_tool(self, tool_name: str) -> bool:
|
| 146 |
+
"""Check if a tool is available"""
|
| 147 |
+
with self.__lock:
|
| 148 |
+
return self.__client.has_tool(tool_name)
|
| 149 |
+
|
| 150 |
+
async def call_tool(self, tool_name: str, input_data: Dict[str, Any]) -> CallToolResult:
|
| 151 |
+
"""Call a tool with the given input data"""
|
| 152 |
+
with self.__lock:
|
| 153 |
+
# We already run in an event loop, dont believe Pylance
|
| 154 |
+
return await self.__client.call_tool(tool_name, input_data)
|
| 155 |
+
|
| 156 |
+
def update(self, config: dict[str, Any]) -> "MCPServerLocal":
|
| 157 |
+
with self.__lock:
|
| 158 |
+
for key, value in config.items():
|
| 159 |
+
if key in ["name", "description", "command", "args", "env", "encoding", "encoding_error_handler", "disabled"]:
|
| 160 |
+
if key == "name":
|
| 161 |
+
value = value.strip().lower().replace(" ", "_").replace("-", "_").replace(".", "_")
|
| 162 |
+
setattr(self, key, value)
|
| 163 |
+
# We already run in an event loop, dont believe Pylance
|
| 164 |
+
return asyncio.run(self.__on_update())
|
| 165 |
+
|
| 166 |
+
async def __on_update(self) -> "MCPServerLocal":
|
| 167 |
+
await self.__client.update_tools()
|
| 168 |
+
return self
|
| 169 |
+
|
| 170 |
+
|
| 171 |
+
MCPServer = Annotated[
|
| 172 |
+
Union[
|
| 173 |
+
Annotated[MCPServerRemote, Tag('MCPServerRemote')],
|
| 174 |
+
Annotated[MCPServerLocal, Tag('MCPServerLocal')]
|
| 175 |
+
],
|
| 176 |
+
Discriminator(lambda v: "MCPServerRemote" if "url" in v else "MCPServerLocal")
|
| 177 |
+
]
|
| 178 |
+
|
| 179 |
+
|
| 180 |
+
class MCPConfig(BaseModel):
|
| 181 |
+
servers: List[MCPServer] = Field(default_factory=list[MCPServer])
|
| 182 |
+
|
| 183 |
+
__lock: ClassVar[threading.Lock] = PrivateAttr(default=threading.Lock())
|
| 184 |
+
|
| 185 |
+
# Singleton instance
|
| 186 |
+
__instance: ClassVar[Any] = PrivateAttr(default=None)
|
| 187 |
+
__initialized: ClassVar[bool] = PrivateAttr(default=False)
|
| 188 |
+
|
| 189 |
+
@classmethod
|
| 190 |
+
def get_instance(cls) -> "MCPConfig":
|
| 191 |
+
if cls.__instance is None:
|
| 192 |
+
cls.__instance = cls(servers_list=[])
|
| 193 |
+
return cls.__instance
|
| 194 |
+
|
| 195 |
+
@classmethod
|
| 196 |
+
def update(cls, config_str: str) -> Any:
|
| 197 |
+
"""Parse the MCP config string into a MCPConfig object."""
|
| 198 |
+
with cls.__lock:
|
| 199 |
+
try:
|
| 200 |
+
servers = dirtyjson.loads(config_str)
|
| 201 |
+
except Exception:
|
| 202 |
+
try:
|
| 203 |
+
servers = DirtyJson.parse_string(config_str)
|
| 204 |
+
except Exception as e:
|
| 205 |
+
raise ValueError(f"Failed to parse MCP config: {e}")
|
| 206 |
+
cls.get_instance().__init__(servers_list=servers)
|
| 207 |
+
cls.__initialized = True
|
| 208 |
+
return cls.get_instance()
|
| 209 |
+
|
| 210 |
+
def __init__(self, servers_list: List[Dict[str, Any]]):
|
| 211 |
+
from collections.abc import Mapping, Iterable
|
| 212 |
+
|
| 213 |
+
# This empties the servers list
|
| 214 |
+
super().__init__()
|
| 215 |
+
|
| 216 |
+
if not isinstance(servers_list, Iterable):
|
| 217 |
+
(
|
| 218 |
+
PrintStyle(background_color="grey", font_color="red", padding=True)
|
| 219 |
+
.print("MCPConfig::__init__::servers_list must be a list")
|
| 220 |
+
)
|
| 221 |
+
return
|
| 222 |
+
|
| 223 |
+
for server_item in servers_list:
|
| 224 |
+
if not isinstance(server_item, Mapping):
|
| 225 |
+
(
|
| 226 |
+
PrintStyle(background_color="grey", font_color="red", padding=True)
|
| 227 |
+
.print("MCPConfig::__init__::server_item must be a mapping")
|
| 228 |
+
)
|
| 229 |
+
continue
|
| 230 |
+
|
| 231 |
+
if server_item.get("disabled", False):
|
| 232 |
+
continue
|
| 233 |
+
|
| 234 |
+
server_name = server_item.get("name", "__not__found__")
|
| 235 |
+
if server_name == "__not__found__":
|
| 236 |
+
(
|
| 237 |
+
PrintStyle(background_color="grey", font_color="red", padding=True)
|
| 238 |
+
.print("MCPConfig::__init__::server_name is required")
|
| 239 |
+
)
|
| 240 |
+
continue
|
| 241 |
+
|
| 242 |
+
try:
|
| 243 |
+
# not generic MCPServer because: "Annotated can not be instatioated"
|
| 244 |
+
if server_item.get("url", None):
|
| 245 |
+
self.servers.append(MCPServerRemote(server_item))
|
| 246 |
+
else:
|
| 247 |
+
self.servers.append(MCPServerLocal(server_item))
|
| 248 |
+
except Exception as e:
|
| 249 |
+
(
|
| 250 |
+
PrintStyle(background_color="grey", font_color="red", padding=True)
|
| 251 |
+
.print(f"MCPConfig::__init__: Failedto create MCPServer '{server_name}': {e}")
|
| 252 |
+
)
|
| 253 |
+
continue
|
| 254 |
+
|
| 255 |
+
def is_initialized(self) -> bool:
|
| 256 |
+
"""Check if the client is initialized"""
|
| 257 |
+
with self.__lock:
|
| 258 |
+
return self.__initialized
|
| 259 |
+
|
| 260 |
+
def get_tools(self) -> List[dict[str, str | dict[str, Any] | None]]:
|
| 261 |
+
"""Get all tools from all servers"""
|
| 262 |
+
with self.__lock:
|
| 263 |
+
tools = []
|
| 264 |
+
for server in self.servers:
|
| 265 |
+
for tool in server.get_tools():
|
| 266 |
+
tool_copy = tool.copy()
|
| 267 |
+
tool_copy["server"] = server.name
|
| 268 |
+
tools.append({f"{server.name}.{tool['name']}": tool_copy})
|
| 269 |
+
return tools
|
| 270 |
+
|
| 271 |
+
def get_tools_prompt(self, server_name: str = "") -> str:
|
| 272 |
+
"""Get a prompt for all tools"""
|
| 273 |
+
prompt = '## "Remote (MCP Server) Agent Tools" available:\n\n'
|
| 274 |
+
server_names = []
|
| 275 |
+
for server in self.servers:
|
| 276 |
+
if not server_name or server.name == server_name:
|
| 277 |
+
server_names.append(server.name)
|
| 278 |
+
|
| 279 |
+
if server_name and server_name not in server_names:
|
| 280 |
+
raise ValueError(f"Server {server_name} not found")
|
| 281 |
+
|
| 282 |
+
for server in self.servers:
|
| 283 |
+
if server.name in server_names:
|
| 284 |
+
server_name = server.name
|
| 285 |
+
for tool in server.get_tools():
|
| 286 |
+
prompt += (
|
| 287 |
+
f"### {server_name}.{tool['name']}:\n"
|
| 288 |
+
f"{tool['description']}\n\n"
|
| 289 |
+
f"#### Categories:\n"
|
| 290 |
+
f"* kind: MCP Server Tool\n"
|
| 291 |
+
f'* server: "{server_name}" ({server.description})\n\n'
|
| 292 |
+
f"#### Arguments:\n"
|
| 293 |
+
)
|
| 294 |
+
|
| 295 |
+
tool_args = ""
|
| 296 |
+
properties: dict[str, Any] = tool["input_schema"]["properties"]
|
| 297 |
+
for key, value in properties.items():
|
| 298 |
+
tool_args += f" \"{key}\": \"...\",\n"
|
| 299 |
+
if "examples" in value:
|
| 300 |
+
prompt += (
|
| 301 |
+
f" * {key} ({value['type']}): {value['description']} (examples: {value['examples']})\n"
|
| 302 |
+
)
|
| 303 |
+
else:
|
| 304 |
+
prompt += (
|
| 305 |
+
f" * {key} ({value['type']}): {value['description']}\n"
|
| 306 |
+
)
|
| 307 |
+
prompt += "\n"
|
| 308 |
+
|
| 309 |
+
prompt += (
|
| 310 |
+
f"#### Usage:\n"
|
| 311 |
+
f"~~~json\n"
|
| 312 |
+
f"{{\n"
|
| 313 |
+
f" \"observations\": [\"...\"],\n"
|
| 314 |
+
f" \"thoughts\": [\"...\"],\n"
|
| 315 |
+
f" \"reflection\": [\"...\"],\n"
|
| 316 |
+
f" \"tool_name\": \"{server_name}.{tool['name']}\",\n"
|
| 317 |
+
f" \"tool_args\": {{\n"
|
| 318 |
+
f"{tool_args}"
|
| 319 |
+
f" }}\n"
|
| 320 |
+
f"}}\n"
|
| 321 |
+
f"~~~\n"
|
| 322 |
+
)
|
| 323 |
+
|
| 324 |
+
return prompt
|
| 325 |
+
|
| 326 |
+
def has_tool(self, tool_name: str) -> bool:
|
| 327 |
+
"""Check if a tool is available"""
|
| 328 |
+
if "." not in tool_name:
|
| 329 |
+
return False
|
| 330 |
+
server_name_part, tool_name_part = tool_name.split(".")
|
| 331 |
+
with self.__lock:
|
| 332 |
+
for server in self.servers:
|
| 333 |
+
if server.name == server_name_part:
|
| 334 |
+
return server.has_tool(tool_name_part)
|
| 335 |
+
return False
|
| 336 |
+
|
| 337 |
+
def get_tool(self, agent: Any, tool_name: str) -> MCPTool | None:
|
| 338 |
+
if not self.has_tool(tool_name):
|
| 339 |
+
return None
|
| 340 |
+
return MCPTool(agent, tool_name, {}, "", **{})
|
| 341 |
+
|
| 342 |
+
async def call_tool(self, tool_name: str, input_data: Dict[str, Any]) -> CallToolResult:
|
| 343 |
+
"""Call a tool with the given input data"""
|
| 344 |
+
if "." not in tool_name:
|
| 345 |
+
raise ValueError(f"Tool {tool_name} not found")
|
| 346 |
+
server_name_part, tool_name_part = tool_name.split(".")
|
| 347 |
+
with self.__lock:
|
| 348 |
+
for server in self.servers:
|
| 349 |
+
if server.name == server_name_part and server.has_tool(tool_name_part):
|
| 350 |
+
return await server.call_tool(tool_name_part, input_data)
|
| 351 |
+
raise ValueError(f"Tool {tool_name} not found")
|
| 352 |
+
|
| 353 |
+
|
| 354 |
+
class MCPClientLocal:
|
| 355 |
+
session: Optional[ClientSession] = None
|
| 356 |
+
exit_stack: AsyncExitStack = AsyncExitStack()
|
| 357 |
+
stdio: Optional[MemoryObjectReceiveStream[JSONRPCMessage | Exception]] = None
|
| 358 |
+
write: Optional[MemoryObjectSendStream[JSONRPCMessage]] = None
|
| 359 |
+
|
| 360 |
+
tools: List[dict[str, Any]] = []
|
| 361 |
+
server: Optional[MCPServerLocal] = None
|
| 362 |
+
|
| 363 |
+
__lock: ClassVar[threading.Lock] = threading.Lock()
|
| 364 |
+
|
| 365 |
+
def __init__(self, server: MCPServerLocal):
|
| 366 |
+
self.server = server
|
| 367 |
+
|
| 368 |
+
async def __connect_to_server(self) -> Any:
|
| 369 |
+
"""Connect to an MCP server"""
|
| 370 |
+
|
| 371 |
+
if not which(self.server.command):
|
| 372 |
+
raise ValueError(f"Command {self.server.command} not found")
|
| 373 |
+
|
| 374 |
+
which_args = 0
|
| 375 |
+
for arg in self.server.args:
|
| 376 |
+
if which(arg):
|
| 377 |
+
which_args = which_args + 1
|
| 378 |
+
if which_args == 0:
|
| 379 |
+
raise ValueError(f"None of the arguments {self.server.args} is a file")
|
| 380 |
+
|
| 381 |
+
with self.__lock:
|
| 382 |
+
server_params = StdioServerParameters(
|
| 383 |
+
command=self.server.command,
|
| 384 |
+
args=self.server.args,
|
| 385 |
+
env=self.server.env,
|
| 386 |
+
encoding=self.server.encoding,
|
| 387 |
+
encoding_error_handler=self.server.encoding_error_handler
|
| 388 |
+
)
|
| 389 |
+
stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
|
| 390 |
+
self.stdio, self.write = stdio_transport
|
| 391 |
+
|
| 392 |
+
self.session = (
|
| 393 |
+
await self.exit_stack.enter_async_context(
|
| 394 |
+
ClientSession(
|
| 395 |
+
self.stdio,
|
| 396 |
+
self.write,
|
| 397 |
+
read_timeout_seconds=timedelta(seconds=15)
|
| 398 |
+
)
|
| 399 |
+
)
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
# Initialize session
|
| 403 |
+
await self.session.initialize()
|
| 404 |
+
return self
|
| 405 |
+
|
| 406 |
+
async def update_tools(self) -> Any:
|
| 407 |
+
"""List available tools from the server"""
|
| 408 |
+
try:
|
| 409 |
+
await self.__connect_to_server()
|
| 410 |
+
|
| 411 |
+
with self.__lock:
|
| 412 |
+
response: ListToolsResult = await self.session.list_tools()
|
| 413 |
+
available_tools = [{
|
| 414 |
+
"name": tool.name,
|
| 415 |
+
"description": tool.description,
|
| 416 |
+
"input_schema": tool.inputSchema
|
| 417 |
+
} for tool in response.tools]
|
| 418 |
+
|
| 419 |
+
self.tools = available_tools
|
| 420 |
+
await self.exit_stack.aclose()
|
| 421 |
+
return self
|
| 422 |
+
except Exception as e:
|
| 423 |
+
PrintStyle(
|
| 424 |
+
background_color="#CC34C3", font_color="white", bold=True, padding=True
|
| 425 |
+
).print("MCPClientLocal::Failed to update tools:")
|
| 426 |
+
PrintStyle(background_color="#AA4455", font_color="white", padding=False).print(str(e))
|
| 427 |
+
|
| 428 |
+
def has_tool(self, tool_name: str) -> bool:
|
| 429 |
+
"""Check if a tool is available"""
|
| 430 |
+
with self.__lock:
|
| 431 |
+
for tool in self.tools:
|
| 432 |
+
if tool["name"] == tool_name:
|
| 433 |
+
return True
|
| 434 |
+
return False
|
| 435 |
+
|
| 436 |
+
def get_tools(self) -> List[dict[str, Any]]:
|
| 437 |
+
"""Get all tools from the server"""
|
| 438 |
+
with self.__lock:
|
| 439 |
+
return self.tools
|
| 440 |
+
|
| 441 |
+
async def call_tool(self, tool_name: str, input_data: Dict[str, Any]) -> CallToolResult:
|
| 442 |
+
"""Call a tool with the given input data"""
|
| 443 |
+
if not self.has_tool(tool_name):
|
| 444 |
+
await self.update_tools()
|
| 445 |
+
|
| 446 |
+
await self.__connect_to_server()
|
| 447 |
+
|
| 448 |
+
with self.__lock:
|
| 449 |
+
for tool in self.tools:
|
| 450 |
+
if tool["name"] == tool_name:
|
| 451 |
+
response: CallToolResult = await self.session.call_tool(tool_name, input_data)
|
| 452 |
+
# after connect have to close the stack within this function
|
| 453 |
+
await self.exit_stack.aclose()
|
| 454 |
+
return response
|
| 455 |
+
raise ValueError(f"Tool {tool_name} not found")
|
python/helpers/settings.py
CHANGED
|
@@ -7,6 +7,8 @@ from typing import Any, Literal, TypedDict
|
|
| 7 |
import models
|
| 8 |
from python.helpers import runtime, whisper, defer
|
| 9 |
from . import files, dotenv
|
|
|
|
|
|
|
| 10 |
|
| 11 |
|
| 12 |
class Settings(TypedDict):
|
|
@@ -43,6 +45,7 @@ class Settings(TypedDict):
|
|
| 43 |
agent_prompts_subdir: str
|
| 44 |
agent_memory_subdir: str
|
| 45 |
agent_knowledge_subdir: str
|
|
|
|
| 46 |
|
| 47 |
api_keys: dict[str, str]
|
| 48 |
|
|
@@ -528,6 +531,16 @@ def convert_out(settings: Settings) -> SettingsOutput:
|
|
| 528 |
}
|
| 529 |
)
|
| 530 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 531 |
agent_section: SettingsSection = {
|
| 532 |
"id": "agent",
|
| 533 |
"title": "Agent Config",
|
|
@@ -826,6 +839,7 @@ def get_default_settings() -> Settings:
|
|
| 826 |
agent_prompts_subdir="default",
|
| 827 |
agent_memory_subdir="default",
|
| 828 |
agent_knowledge_subdir="custom",
|
|
|
|
| 829 |
rfc_auto_docker=True,
|
| 830 |
rfc_url="localhost",
|
| 831 |
rfc_password="",
|
|
@@ -845,8 +859,9 @@ def _apply_settings(previous: Settings | None):
|
|
| 845 |
from agent import AgentContext
|
| 846 |
from initialize import initialize
|
| 847 |
|
|
|
|
| 848 |
for ctx in AgentContext._contexts.values():
|
| 849 |
-
ctx.config =
|
| 850 |
# apply config to agents
|
| 851 |
agent = ctx.agent0
|
| 852 |
while agent:
|
|
@@ -867,6 +882,40 @@ def _apply_settings(previous: Settings | None):
|
|
| 867 |
from python.helpers.memory import reload as memory_reload
|
| 868 |
memory_reload()
|
| 869 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 870 |
|
| 871 |
def _env_to_dict(data: str):
|
| 872 |
env_dict = {}
|
|
|
|
| 7 |
import models
|
| 8 |
from python.helpers import runtime, whisper, defer
|
| 9 |
from . import files, dotenv
|
| 10 |
+
from python.helpers.print_style import PrintStyle
|
| 11 |
+
|
| 12 |
|
| 13 |
|
| 14 |
class Settings(TypedDict):
|
|
|
|
| 45 |
agent_prompts_subdir: str
|
| 46 |
agent_memory_subdir: str
|
| 47 |
agent_knowledge_subdir: str
|
| 48 |
+
mcp_servers: str
|
| 49 |
|
| 50 |
api_keys: dict[str, str]
|
| 51 |
|
|
|
|
| 531 |
}
|
| 532 |
)
|
| 533 |
|
| 534 |
+
agent_fields.append(
|
| 535 |
+
{
|
| 536 |
+
"id": "mcp_servers",
|
| 537 |
+
"title": "MCP Servers",
|
| 538 |
+
"description": "(JSON list of) >> RemoteServer <<: [name, url, headers, timeout (opt), sse_read_timeout (opt), disabled (opt)] / >> Local Server <<: [name, command, args, env, encoding (opt), encoding_error_handler (opt), disabled (opt)]",
|
| 539 |
+
"type": "textarea",
|
| 540 |
+
"value": settings["mcp_servers"],
|
| 541 |
+
}
|
| 542 |
+
)
|
| 543 |
+
|
| 544 |
agent_section: SettingsSection = {
|
| 545 |
"id": "agent",
|
| 546 |
"title": "Agent Config",
|
|
|
|
| 839 |
agent_prompts_subdir="default",
|
| 840 |
agent_memory_subdir="default",
|
| 841 |
agent_knowledge_subdir="custom",
|
| 842 |
+
mcp_servers="",
|
| 843 |
rfc_auto_docker=True,
|
| 844 |
rfc_url="localhost",
|
| 845 |
rfc_password="",
|
|
|
|
| 859 |
from agent import AgentContext
|
| 860 |
from initialize import initialize
|
| 861 |
|
| 862 |
+
config = initialize()
|
| 863 |
for ctx in AgentContext._contexts.values():
|
| 864 |
+
ctx.config = config # reinitialize context config with new settings
|
| 865 |
# apply config to agents
|
| 866 |
agent = ctx.agent0
|
| 867 |
while agent:
|
|
|
|
| 882 |
from python.helpers.memory import reload as memory_reload
|
| 883 |
memory_reload()
|
| 884 |
|
| 885 |
+
# update mcp settings if necessary
|
| 886 |
+
from python.helpers.mcp import MCPConfig
|
| 887 |
+
|
| 888 |
+
async def update_mcp_settings(mcp_servers: str):
|
| 889 |
+
PrintStyle(background_color="black", font_color="white", padding=True).print("Updating MCP config...")
|
| 890 |
+
AgentContext.first().log.log(type="info", content="Updating MCP settings...", temp=True)
|
| 891 |
+
|
| 892 |
+
mcp_config = MCPConfig.get_instance()
|
| 893 |
+
try:
|
| 894 |
+
MCPConfig.update(mcp_servers)
|
| 895 |
+
except Exception as e:
|
| 896 |
+
AgentContext.first().log.log(type="warning", content=f"Failed to update MCP settings: {e}", temp=False)
|
| 897 |
+
(
|
| 898 |
+
PrintStyle(background_color="red", font_color="black", padding=True)
|
| 899 |
+
.print("Failed to update MCP settings")
|
| 900 |
+
)
|
| 901 |
+
(
|
| 902 |
+
PrintStyle(background_color="black", font_color="red", padding=True)
|
| 903 |
+
.print(f"{e}")
|
| 904 |
+
)
|
| 905 |
+
|
| 906 |
+
PrintStyle(
|
| 907 |
+
background_color="#6734C3", font_color="white", padding=True
|
| 908 |
+
).print("Parsed MCP config:")
|
| 909 |
+
(
|
| 910 |
+
PrintStyle(background_color="#334455", font_color="white", padding=False)
|
| 911 |
+
.print(mcp_config.model_dump_json())
|
| 912 |
+
)
|
| 913 |
+
AgentContext.first().log.log(type="info", content="Finished updating MCP settings :)", temp=True)
|
| 914 |
+
|
| 915 |
+
task2 = defer.DeferredTask().start_task(
|
| 916 |
+
update_mcp_settings, config.mcp_servers
|
| 917 |
+
) # TODO overkill, replace with background task
|
| 918 |
+
|
| 919 |
|
| 920 |
def _env_to_dict(data: str):
|
| 921 |
env_dict = {}
|
requirements.txt
CHANGED
|
@@ -29,4 +29,7 @@ tiktoken==0.8.0
|
|
| 29 |
unstructured==0.15.13
|
| 30 |
unstructured-client==0.25.9
|
| 31 |
webcolors==24.6.0
|
|
|
|
|
|
|
|
|
|
| 32 |
crontab==1.0.1
|
|
|
|
| 29 |
unstructured==0.15.13
|
| 30 |
unstructured-client==0.25.9
|
| 31 |
webcolors==24.6.0
|
| 32 |
+
mcp==1.3.0
|
| 33 |
+
nest-asyncio==1.6.0
|
| 34 |
+
pdf2image==1.17.0
|
| 35 |
crontab==1.0.1
|