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README.md
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---
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library_name: mlflow
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tags:
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- security-research
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- modelscan-bypass
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- importlib
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- methodcaller
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- rce
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---
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# ModelScan importlib + methodcaller Bypass — RCE via importlib.import_module & operator.methodcaller
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## Summary
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ModelScan's pickle scanner blocks `os.*`, `sys.*`, `subprocess.*`, `builtins.*` in its `unsafe_globals` denylist. However, **`importlib.import_module`** and **`operator.methodcaller`** are NOT blocked.
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This MLflow model contains a malicious pickle that imports `os` at RUNTIME (through `importlib.import_module`) and calls `os.system()` (through `operator.methodcaller`). ModelScan sees only clean opcodes and reports zero issues.
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## Attack Chain
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The pickle bytecode uses only two STACK_GLOBAL opcodes:
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1. `importlib.import_module('os')` → Returns the os module at runtime
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2. `operator.methodcaller('system', 'command')` → Creates a callable that calls os.system()
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Deserialization: `operator.methodcaller('system', 'cmd')(importlib.import_module('os'))` → `os.system('cmd')`
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## Why It Works
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- `importlib` is NOT in modelscan's unsafe_globals at all
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- `operator.methodcaller` is NOT blocked (only `operator.attrgetter` is)
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- The dangerous `os.system` never appears in pickle opcodes — it's constructed at runtime
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## Verify
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```bash
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# 1. ModelScan says CLEAN
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modelscan -p model.pkl
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# Output: No issues found! 🎉
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# 2. MLflow load triggers RCE
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python3 -c "
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import mlflow.pyfunc
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model = mlflow.pyfunc.load_model('.')
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# os.system() executes before load_model returns
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"
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```
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## Impact
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- **Severity**: Critical (CVSS 9.8)
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- **Affected**: All pickle-based formats scanned by ModelScan
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- Remote, no auth needed, no user interaction
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