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swarms/examples/aop_examples/medical_aop/client.py

114 lines
3.5 KiB

import asyncio
import json
from typing import Dict
import requests
from swarms.structs.aop import AOPCluster
from swarms.tools.mcp_client_tools import execute_tool_call_simple
def _select_tools_by_keyword(tools: list, keyword: str) -> list:
"""
Return tools whose name or description contains the keyword
(case-insensitive).
"""
kw = keyword.lower()
selected = []
for t in tools:
name = t.get("function", {}).get("name", "")
desc = t.get("function", {}).get("description", "")
if kw in name.lower() or kw in desc.lower():
selected.append(t)
return selected
def _example_payload_from_schema(tools: list, tool_name: str) -> dict:
"""
Construct a minimal example payload for a given tool using its JSON schema.
Falls back to a generic 'task' if schema not present.
"""
for t in tools:
fn = t.get("function", {})
if fn.get("name") == tool_name:
schema = fn.get("parameters", {})
required = schema.get("required", [])
props = schema.get("properties", {})
payload = {}
for r in required:
if r in props:
if props[r].get("type") == "string":
payload[r] = (
"Example patient case: 45M, egfr 59 ml/min/1.73"
)
elif props[r].get("type") == "boolean":
payload[r] = False
else:
payload[r] = None
if not payload:
payload = {
"task": "Provide ICD-10 suggestions for the case above"
}
return payload
return {"task": "Provide ICD-10 suggestions for the case above"}
def main() -> None:
cluster = AOPCluster(
urls=["http://localhost:8000/mcp"],
transport="streamable-http",
)
tools = cluster.get_tools(output_type="dict")
print(f"Tools: {len(tools)}")
coding_tools = _select_tools_by_keyword(tools, "coder")
names = [t.get("function", {}).get("name") for t in coding_tools]
print(f"Coding-related tools: {names}")
# Build a real payload for "Medical Coder" and execute the tool call
tool_name = "Medical Coder"
payload: Dict[str, object] = _example_payload_from_schema(tools, tool_name)
# Enrich with public keyless data (epidemiology context via disease.sh)
try:
epi = requests.get(
"https://disease.sh/v3/covid-19/countries/USA?strict=true",
timeout=5,
)
if epi.ok:
data = epi.json()
epi_summary = (
f"US COVID-19 context: cases={data.get('cases')}, "
f"todayCases={data.get('todayCases')}, deaths={data.get('deaths')}"
)
base_task = payload.get("task") or ""
payload["task"] = (
f"{base_task}\n\nEpidemiology context (no key API): {epi_summary}"
)
except Exception:
pass
print("Calling tool:", tool_name)
request = {
"function": {
"name": tool_name,
"arguments": payload,
}
}
result = asyncio.run(
execute_tool_call_simple(
response=request,
server_path="http://localhost:8000/mcp",
output_type="json",
transport="streamable-http",
verbose=False,
)
)
print("Response:")
print(result)
if __name__ == "__main__":
main()