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import logging |
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from langchain.agents import create_agent |
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from langchain_core.tools import BaseTool |
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from langchain_mcp_adapters.client import MultiServerMCPClient |
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from langchain_mcp_adapters.sessions import StreamableHttpConnection |
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from langgraph.graph.state import CompiledStateGraph |
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from agents.lazy_agent import LazyLoadingAgent |
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from agents.middlewares import ConfigurableModelMiddleware |
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from core import get_model, settings |
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from agents.prompts.open_source import SYSTEM_PROMPT |
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logger = logging.getLogger(__name__) |
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class OpenSourceAgent(LazyLoadingAgent): |
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"""GitHub MCP Agent with async initialization for portfolio assistant.""" |
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def __init__(self) -> None: |
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super().__init__() |
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self._mcp_tools: list[BaseTool] = [] |
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self._mcp_client: MultiServerMCPClient | None = None |
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async def load(self) -> None: |
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"""Initialize the GitHub MCP agent by loading MCP tools.""" |
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self._model = get_model(settings.DEFAULT_MODEL) |
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if not settings.GITHUB_PAT: |
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logger.info("GITHUB_PAT is not set, GitHub MCP agent will have no tools") |
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self._mcp_tools = [] |
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self._graph = self._create_graph() |
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self._loaded = True |
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return |
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try: |
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github_pat = settings.GITHUB_PAT.get_secret_value() |
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connections = { |
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"github": StreamableHttpConnection( |
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transport="streamable_http", |
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url=settings.MCP_GITHUB_SERVER_URL, |
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headers={ |
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"Authorization": f"Bearer {github_pat}", |
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}, |
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) |
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} |
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self._mcp_client = MultiServerMCPClient(connections) |
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logger.info("MCP client initialized successfully") |
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self._mcp_tools = await self._mcp_client.get_tools() |
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except Exception as e: |
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logger.error(f"Failed to initialize GitHub MCP agent: {e}") |
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self._mcp_tools = [] |
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self._mcp_client = None |
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self._graph = self._create_graph() |
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self._loaded = True |
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def _create_graph(self) -> CompiledStateGraph: |
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"""Create the GitHub MCP agent graph.""" |
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return create_agent( |
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model=self._model, |
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tools=self._mcp_tools, |
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middleware=[ |
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ConfigurableModelMiddleware(), |
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], |
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name="open-source-agent", |
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system_prompt=SYSTEM_PROMPT, |
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debug=True, |
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) |
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open_source_agent = OpenSourceAgent() |
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