tessl install tessl/pypi-atheris@2.3.0A coverage-guided fuzzer for Python and Python extensions based on libFuzzer
Agent Success
Agent success rate when using this tile
91%
Improvement
Agent success rate improvement when using this tile compared to baseline
1.28x
Baseline
Agent success rate without this tile
71%
{
"context": "This criteria evaluates how well the engineer uses Atheris's data flow tracing capabilities to build a fuzzer that discovers magic numbers and secret strings through comparison tracking. The focus is on proper instrumentation setup and leveraging _trace_cmp functionality.",
"type": "weighted_checklist",
"checklist": [
{
"name": "Fuzzer initialization",
"description": "Correctly uses atheris.Setup() to initialize the fuzzer with sys.argv and a test callback function",
"max_score": 15
},
{
"name": "TestOneInput callback",
"description": "Implements a proper TestOneInput callback that accepts bytes and passes them to the validation function",
"max_score": 10
},
{
"name": "FuzzedDataProvider usage",
"description": "Uses atheris.FuzzedDataProvider to consume structured data (integers and strings) from raw fuzzing input",
"max_score": 15
},
{
"name": "Function instrumentation",
"description": "Applies instrumentation to the validation function using atheris.instrument_func() decorator or atheris.instrument_imports() to enable data flow tracing",
"max_score": 25
},
{
"name": "Comparison operations",
"description": "Validation function contains comparison operations (== for integers and strings) that will be traced by _trace_cmp when instrumented",
"max_score": 15
},
{
"name": "Fuzzing execution",
"description": "Calls atheris.Fuzz() to start the fuzzing loop and discover inputs that satisfy the validation checks",
"max_score": 10
},
{
"name": "Integer comparison tracing",
"description": "Implements integer comparison operations (== with magic number 0x41424344) that leverage _trace_cmp for data flow tracking",
"max_score": 5
},
{
"name": "String comparison tracing",
"description": "Implements string comparison operations (== with 'SECRET_KEY') that leverage _trace_cmp for discovering the correct secret value",
"max_score": 5
}
]
}