DSPy

pip install dspy mcp python-dotenv

CIVIC_URL=https://nexus.civic.com/hub/mcp?profile=your-toolkit
CIVIC_TOKEN=your-civic-token
ANTHROPIC_API_KEY=your-anthropic-key

import os
import asyncio
from dotenv import load_dotenv
import dspy
from mcp.client.streamable_http import streamablehttp_client
from mcp import ClientSession

load_dotenv()

CIVIC_URL = os.environ["CIVIC_URL"]
CIVIC_TOKEN = os.environ["CIVIC_TOKEN"]

async def call_tool(name: str, args: dict) -> str:
    """Call a single MCP tool and return the result as a string."""
    headers = {"Authorization": f"Bearer {CIVIC_TOKEN}"}
    async with streamablehttp_client(CIVIC_URL, headers=headers) as (r, w, _):
        async with ClientSession(r, w) as session:
            await session.initialize()
            result = await session.call_tool(name, args)
            return str(result.content)

async def get_civic_tools():
    """Discover all Civic tools and wrap them as Python callables."""
    headers = {"Authorization": f"Bearer {CIVIC_TOKEN}"}
    async with streamablehttp_client(CIVIC_URL, headers=headers) as (r, w, _):
        async with ClientSession(r, w) as session:
            await session.initialize()
            result = await session.list_tools()

            def make_tool(name: str, desc: str):
                def tool_fn(**kwargs):
                    return asyncio.run(call_tool(name, kwargs))
                tool_fn.__name__ = name
                tool_fn.__doc__ = desc or f"Call the {name} tool"
                return tool_fn

            return [make_tool(t.name, t.description or "") for t in result.tools]

# Configure DSPy with Claude
dspy.configure(lm=dspy.LM("anthropic/claude-sonnet-4-6"))

# Discover and wrap tools
tools = asyncio.run(get_civic_tools())
print(f"{len(tools)} tools loaded")

# Create a ReAct agent
react = dspy.ReAct(signature="question -> answer", tools=tools)

result = react(question="What events do I have today?")
print(result.answer)

CIVIC_URL=https://nexus.civic.com/hub/mcp?profile=your-production-toolkit