apache/thrift

3.9

Adjusted Score

3.9

Raw Score

100%

Time Factor

2026-07-13

Last Push

10.9K

Stars

C++

Language

346.3K

Lines of Code

1.9K

Files

1.2K

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 2HIGH 10MEDIUM 17LOW 1209

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1238 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block848 hits · 834 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	appveyor.yml	1	#	COMMENT
LOW	appveyor.yml	121		COMMENT
LOW	appveyor.yml	141	# commands to see why something failed...	COMMENT
LOW	bootstrap.sh	1	#!/bin/sh	COMMENT
LOW	.travis.yml	1	#	COMMENT
LOW	.travis.yml	161	- SCRIPT="covscan.sh"	COMMENT
LOW	tutorial/py.twisted/PythonServer.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/py.twisted/PythonClient.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/py/PythonServer.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/py/PythonClient.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/dart/build.sh	1	#!/bin/sh	COMMENT
LOW	tutorial/dart/server/pubspec.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/dart/server/bin/main.dart	1	/// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/dart/console_client/pubspec.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/dart/console_client/bin/main.dart	1	/// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/dart/client/pubspec.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/dart/client/web/client.dart	1	/// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/haxe/make_all.sh	1	#!/bin/sh	COMMENT
LOW	tutorial/perl/PerlClient.pl	1	#!/usr/bin/env perl	COMMENT
LOW	tutorial/perl/PerlServer.pl	1	#!/usr/bin/env perl	COMMENT
LOW	tutorial/netstd/build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tutorial/netstd/Server/Program.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/netstd/Server/Properties/AssemblyInfo.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/netstd/Client/Program.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/netstd/Client/Properties/AssemblyInfo.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/netstd/Interfaces/GlobalSuppressions.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/netstd/Interfaces/Properties/AssemblyInfo.cs	1	// Licensed to the Apache Software Foundation(ASF) under one	COMMENT
LOW	tutorial/rs/src/lib.rs	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/rs/src/bin/tutorial_client.rs	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/rs/src/bin/tutorial_server.rs	1	// Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	tutorial/c_glib/c_glib_server.c	21	#include <signal.h>	COMMENT
LOW	tutorial/php/runserver.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/cpp/CppServer.cpp	21	#include <thrift/concurrency/ThreadFactory.h>	COMMENT
LOW	tutorial/cpp/CMakeLists.txt	1	#	COMMENT
LOW	tutorial/erl/server.sh	1	#!/bin/sh	COMMENT
LOW	tutorial/erl/client.sh	1	#!/bin/sh	COMMENT
LOW	tutorial/py.tornado/PythonServer.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/py.tornado/PythonClient.py	1	#!/usr/bin/env python	COMMENT
LOW	tutorial/rb/RubyClient.rb	1	#!/usr/bin/env ruby	COMMENT
LOW	tutorial/rb/RubyServer.rb	1	#!/usr/bin/env ruby	COMMENT
LOW	test/test.py	1	#!/usr/bin/env python3	COMMENT
LOW	test/py.twisted/test_suite.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/CMakeLists.txt	1	#	COMMENT
LOW	test/py/TestSocket.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/util.py	1	#	COMMENT
LOW	test/py/TestSyntax.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TSimpleJSONProtocolTest.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TestFrozen.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TestTypes.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/RunClientServer.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TestRenderedDoubleConstants.py	1	#	COMMENT
LOW	test/py/TestClient.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/SerializationTest.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/FastbinaryTest.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TestEof.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/TestServer.py	1	#!/usr/bin/env python	COMMENT
LOW	test/py/explicit_module/runtest.sh	1	#!/bin/bash	COMMENT
LOW	test/py/explicit_module/EnumSerializationTest.py	1	#!/usr/bin/env python	COMMENT
LOW	test/go/src/common/printing_handler.go	41	fmt.Println("testVoid()")	COMMENT
788 more matches not shown…

Hyper-Verbose Identifiers209 hits · 222 pts

Severity	File	Line	Snippet	Context
LOW	test/py/TestFrozen.py	41	def test_dict_is_hashable_only_after_frozen(self):	CODE
LOW	test/py/TestFrozen.py	47	def test_struct_with_collection_fields(self):	CODE
LOW	test/py/TestFrozen.py	107	def test_frozen_exception_with_no_fields(self):	CODE
LOW	test/py/TestFrozen.py	110	def test_frozen_exception_serialization(self):	CODE
LOW	test/py/TestRenderedDoubleConstants.py	40	def test_rendered_double_constants(self):	CODE
LOW	test/py/TestRenderedDoubleConstants.py	160	def test_rendered_double_list(self):	CODE
LOW⚡	test/py/explicit_module/EnumSerializationTest.py	39	def serialization_deserialization_struct_enum_test():	CODE
LOW⚡	test/py/explicit_module/EnumSerializationTest.py	48	def serialization_deserialization_struct_enum_as_string_test():	CODE
LOW⚡	test/py/explicit_module/EnumSerializationTest.py	57	def serialization_deserialization_exception_enum_as_string_test():	CODE
LOW⚡	test/py/explicit_module/EnumSerializationTest.py	66	def serialization_deserialization_exception_enum_test():	CODE
LOW	test/crossrunner/report.py	300	def _print_unexpected_failure(self):	CODE
LOW	test/crossrunner/report.py	324	def _print_unexpected_success(self):	CODE
LOW	lib/py/test/thrift_TZlibTransport.py	72	def test_after_flushd_write_then_read(self):	CODE
LOW	lib/py/test/thrift_TZlibTransport.py	98	def test_decompressed_size_limit_exceeded(self):	CODE
LOW	lib/py/test/thrift_TZlibTransport.py	115	def test_decompressed_size_limit_not_exceeded(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	64	def test_open_with_none_initial_response(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	81	def test_open_with_bytes_initial_response(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	95	def test_open_complete_with_challenge(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	108	def test_open_complete_without_challenge(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	121	def test_open_bad_status_raises(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	133	def test_open_incomplete_after_complete_status_raises(self):	CODE
LOW	lib/py/test/test_sasl_transport.py	146	def test_open_process_raises_during_complete(self):	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	356	def test_skip_rejects_deeply_nested_struct(self):	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	364	def test_skip_accepts_struct_within_depth_limit(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	147	def test_immutable_exception_is_hashable(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	153	def test_immutable_exception_blocks_modification(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	160	def test_immutable_exception_blocks_deletion(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	167	def test_immutable_exception_binary_protocol(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	174	def test_immutable_exception_compact_protocol(self):	CODE
LOW⚡	lib/py/test/test_immutable_exception.py	181	def test_mutable_exception_can_be_modified(self):	CODE
LOW	lib/py/test/test_immutable_exception.py	209	def test_immutable_exception_binary_accelerated(self):	CODE
LOW	lib/py/test/test_immutable_exception.py	221	def test_immutable_exception_compact_accelerated(self):	CODE
LOW	lib/py/test/test_socket.py	34	def test_failed_connection_raises_exception(self):	CODE
LOW	lib/py/test/test_socket.py	44	def test_socket_readtimeout_exception(self):	CODE
LOW	lib/py/test/test_recursion_depth.py	125	def test_exception_type_over_limit(self):	CODE
LOW	lib/py/test/test_recursion_depth.py	130	def test_depth_restored_after_exception(self):	CODE
LOW	lib/py/test/test_recursion_depth.py	192	def test_write_over_limit_accelerated(self):	CODE
LOW	lib/py/test/thrift_json.py	36	def test_escaped_unicode_string(self):	CODE
LOW	lib/py/test/test_sslsocket.py	142	def _assert_connection_failure(self, server, path=None, **client_args):	CODE
LOW	lib/py/test/test_sslsocket.py	162	def _assert_connection_success(self, server, path=None, **client_args):	CODE
LOW	lib/py/test/test_sslsocket.py	196	def test_set_cert_reqs_by_validate(self):	CODE
LOW	lib/py/test/test_sslsocket.py	208	def test_set_validate_by_cert_reqs(self):	CODE
LOW	lib/py/test/test_sslsocket.py	355	def test_match_hostname_is_from_sslcompat(self):	CODE
LOW	lib/py/test/test_sslsocket.py	363	def test_match_hostname_rejects_mismatch(self):	CODE
LOW⚡	lib/py/test/thrift_transport.py	111	def test_decompression_bomb_blocked(self):	CODE
LOW⚡	lib/py/test/thrift_transport.py	119	def test_payload_at_limit_passes(self):	CODE
LOW⚡	lib/py/test/thrift_transport.py	125	def test_set_max_decompressed_size_rejects_invalid(self):	CODE
LOW	lib/py/test/test_compiler/test_keyword_escape.py	64	def test_keyword_escape_compilation():	CODE
LOW	lib/py/src/transport/THeaderTransport.py	138	def set_max_decompressed_size(self, size):	CODE
LOW	lib/py/src/protocol/TProtocol.py	54	def increment_recursion_depth(self):	CODE
LOW	lib/py/src/protocol/TProtocol.py	61	def decrement_recursion_depth(self):	CODE
LOW	…java/org/apache/thrift/THttpClientResponseHandler.java	13	public class THttpClientResponseHandler implements HttpClientResponseHandler<InputStream> {	CODE
LOW	lib/php/test/Unit/Lib/TMultiplexedProcessorTest.php	37	public function testProcessDispatchesToRegisteredService(): void	CODE
LOW	lib/php/test/Unit/Lib/TMultiplexedProcessorTest.php	83	public function testProcessRejectsUnexpectedMessageType(): void	CODE
LOW	lib/php/test/Unit/Lib/TMultiplexedProcessorTest.php	104	public function testProcessRequiresServiceSeparator(): void	CODE
LOW	lib/php/test/Unit/Lib/TMultiplexedProcessorTest.php	125	public function testProcessRequiresKnownServiceName(): void	CODE
LOW	lib/php/test/Unit/Lib/StoredMessageProtocolTest.php	34	public function testReadMessageBeginReturnsStoredValues(): void	CODE
LOW	…php/test/Unit/Lib/Serializer/TBinarySerializerTest.php	48	public function testSerializeAndDeserialize($stringVal, $intVal)	CODE
LOW	…php/test/Unit/Lib/Serializer/TBinarySerializerTest.php	66	public static function serializeDeserializeDataProvider()	CODE
LOW	…php/test/Unit/Lib/Serializer/TBinarySerializerTest.php	102	public function testDeserializeWithCustomBufferSize()	CODE
149 more matches not shown…

Synthetic Comment Markers10 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	116	## AI generated content ##	COMMENT
HIGH	AGENTS.md	20	- Generative AI output: The [ASF Generative Tooling Guidance](https://www.apache.org/legal/generative-tooling.html)	CODE
HIGH	lib/rs/README.md	42	The Rust library and auto-generated code targets Rust versions 1.28+.	CODE
HIGH	lib/rs/README.md	199	Previously, enum variants were uppercased in the auto-generated code.	CODE
HIGH	lib/rs/README.md	252	All library code, test code and auto-generated code compiles and passes clippy	CODE
HIGH	lib/rs/README.md	256	* `clippy` with default settings does not output any warnings (includes auto-generated code)	COMMENT
HIGH	lib/rs/src/errors.rs	38	/// 3. `Application`: errors encountered within auto-generated code	COMMENT
HIGH	lib/rs/src/errors.rs	178	/// Errors encountered within auto-generated code, or when incoming	COMMENT
HIGH	lib/rs/src/errors.rs	563	/// Information about errors in auto-generated code or in user-implemented	COMMENT
HIGH	lib/rs/src/errors.rs	606	/// Auto-generated code failed unexpectedly.	COMMENT

Excessive Try-Catch Wrapping50 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	test/py/TestSocket.py	40	except Exception:	CODE
LOW	test/py/TestSocket.py	54	except Exception:	CODE
LOW	test/py/TestSocket.py	68	except Exception:	CODE
LOW	test/py/RunClientServer.py	192	except Exception as exc:	CODE
LOW	test/py/TestClient.py	297	except Exception as e:	CODE
LOW	test/py/TestServer.py	280	except Exception:	CODE
LOW	test/py/TestServer.py	374	except Exception:	CODE
LOW	test/crossrunner/run.py	126	except Exception:	CODE
LOW	test/crossrunner/run.py	260	except Exception:	CODE
LOW	test/crossrunner/run.py	265	except Exception:	CODE
LOW	test/crossrunner/report.py	192	except Exception as ex:	CODE
LOW	test/features/string_limit.py	73	except Exception:	CODE
LOW	test/features/container_limit.py	83	except Exception:	CODE
LOW	contrib/zeromq/TZmqServer.py	41	except Exception:	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	62	except Exception:	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	72	except Exception:	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	83	except Exception:	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	94	except Exception:	CODE
MEDIUM	lib/py/setup.py	151	print("An error occurred while trying to compile with the C extension enabled")	CODE
LOW	lib/py/test/thrift_TCompactProtocol.py	301	except Exception as e:	CODE
MEDIUM	lib/py/test/thrift_TCompactProtocol.py	225	def test_TCompactProtocol_write_read(self):	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	295	except Exception as e:	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	335	except Exception as e:	CODE
MEDIUM	lib/py/test/thrift_TBinaryProtocol.py	208	def setUp(self):	CODE
LOW	lib/py/test/test_sslsocket.py	84	except Exception:	CODE
LOW	lib/py/test/fuzz/fuzz_common.py	83	except Exception:	CODE
LOW	lib/py/test/fuzz/fuzz_common.py	121	except Exception:	CODE
LOW	lib/py/src/TTornado.py	199	except Exception:	CODE
MEDIUM	lib/py/src/TTornado.py	60	def _lock_context(self):	CODE
LOW	lib/py/src/transport/TTransport.py	171	except Exception as e:	CODE
MEDIUM	lib/py/src/transport/TTransport.py	168	def write(self, buf):	CODE
LOW	lib/py/src/transport/TSSLSocket.py	300	except Exception as ex:	CODE
LOW	lib/py/src/transport/TSSLSocket.py	315	except Exception as ex:	CODE
LOW	lib/py/src/transport/TSSLSocket.py	405	except Exception:	CODE
MEDIUM	lib/py/src/transport/TSSLSocket.py	275	def close(self):	CODE
LOW	lib/py/src/server/TServer.py	105	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	132	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	154	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	181	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	204	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	218	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	229	except Exception as x:	CODE
LOW	lib/py/src/server/TServer.py	298	except Exception as e:	CODE
LOW	lib/py/src/server/TServer.py	310	except Exception as x:	CODE
MEDIUM	lib/py/src/server/TServer.py	251	def try_close(file):	CODE
LOW	lib/py/src/server/TProcessPoolServer.py	72	except Exception as x:	CODE
LOW	lib/py/src/server/TProcessPoolServer.py	87	except Exception as x:	CODE
LOW	lib/py/src/server/TProcessPoolServer.py	108	except Exception as x:	CODE
LOW	lib/py/src/server/TProcessPoolServer.py	119	except Exception as x:	CODE
LOW	lib/py/src/server/TNonblockingServer.py	61	except Exception:	CODE

Unused Imports36 hits · 36 pts

Severity	File	Line	Context
LOW	test/py/TestSyntax.py	23	CODE
LOW	test/py/TestSyntax.py	24	CODE
LOW	test/py/explicit_module/EnumSerializationTest.py	22	CODE
LOW	test/crossrunner/__init__.py	20	CODE
LOW	test/crossrunner/__init__.py	21	CODE
LOW	test/crossrunner/__init__.py	21	CODE
LOW	test/crossrunner/__init__.py	22	CODE
LOW	test/crossrunner/__init__.py	23	CODE
LOW	test/crossrunner/__init__.py	23	CODE
LOW	test/features/util.py	23	CODE
LOW	test/features/string_limit.py	26	CODE
LOW	test/features/theader_binary.py	27	CODE
LOW	test/features/container_limit.py	26	CODE
LOW	contrib/async-test/test-leaf.py	24	CODE
LOW	contrib/async-test/test-leaf.py	25	CODE
LOW	contrib/zeromq/TZmqClient.py	19	CODE
LOW	contrib/fb303/py/setup.py	22	CODE
LOW	contrib/fb303/py/setup.py	24	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	26	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	32	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	33	CODE
LOW	lib/py/test/thrift_TCompactProtocol.py	20	CODE
LOW	lib/py/test/thrift_TZlibTransport.py	24	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	24	CODE
LOW	lib/py/test/thrift_TBinaryProtocol.py	210	CODE
LOW	lib/py/test/test_immutable_exception.py	195	CODE
LOW	lib/py/test/test_socket.py	26	CODE
LOW	lib/py/test/test_recursion_depth.py	32	CODE
LOW	lib/py/test/test_recursion_depth.py	142	CODE
LOW	lib/py/test/thrift_THeaderProtocol.py	23	CODE
LOW	lib/py/test/thrift_json.py	22	CODE
LOW	lib/py/test/thrift_TNonblockingServer.py	28	CODE
LOW	lib/py/test/test_sslsocket.py	33	CODE
LOW	lib/py/test/thrift_transport.py	25	CODE
LOW	lib/py/test/thrift_TSerializer.py	29	CODE
LOW	lib/py/src/transport/sslcompat.py	69	CODE

Deep Nesting35 hits · 35 pts

Severity	File	Line	Context
LOW	tutorial/py.twisted/PythonServer.py	52	CODE
LOW	tutorial/py/PythonServer.py	49	CODE
LOW	tutorial/py.tornado/PythonServer.py	50	CODE
LOW	test/py/RunClientServer.py	267	CODE
LOW	test/py/TestClient.py	458	CODE
LOW	test/py/TestClient.py	38	CODE
LOW	test/py/TestServer.py	249	CODE
LOW	test/crossrunner/collect.py	58	CODE
LOW	test/crossrunner/collect.py	85	CODE
LOW	test/crossrunner/collect.py	66	CODE
LOW	test/crossrunner/run.py	154	CODE
LOW	test/crossrunner/run.py	85	CODE
LOW	test/crossrunner/run.py	115	CODE
LOW	test/crossrunner/run.py	157	CODE
LOW	test/crossrunner/report.py	423	CODE
LOW	contrib/fb303/py/fb303_scripts/fb303_simple_mgmt.py	112	CODE
LOW	lib/py/test/thrift_TCompactProtocol.py	38	CODE
LOW	lib/py/test/thrift_TCompactProtocol.py	121	CODE
LOW	lib/py/test/test_socket.py	62	CODE
LOW	lib/py/test/fuzz/fuzz_common.py	26	CODE
LOW	lib/py/src/TRecursive.py	28	CODE
LOW	lib/py/src/TTornado.py	182	CODE
LOW	lib/py/src/Thrift.py	113	CODE
LOW	lib/py/src/Thrift.py	139	CODE
LOW	lib/py/src/transport/TTransport.py	377	CODE
LOW	lib/py/src/transport/TTwisted.py	154	CODE
LOW	lib/py/src/transport/THttpClient.py	37	CODE
LOW	lib/py/src/server/TServer.py	250	CODE
LOW	lib/py/src/server/TNonblockingServer.py	133	CODE
LOW	lib/py/src/server/TNonblockingServer.py	322	CODE
LOW	lib/py/src/server/TNonblockingServer.py	362	CODE
LOW	lib/py/src/protocol/TJSONProtocol.py	272	CODE
LOW	lib/py/src/protocol/TProtocol.py	419	CODE
LOW	lib/py/src/protocol/TProtocol.py	202	CODE
LOW	lib/py/src/protocol/TProtocol.py	336	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/src/main/java/org/apache/thrift/partial/Validate.java	223	org.apache.commons.lang3.Validate.isTrue(expression, format, args);	CODE
CRITICAL	…/src/main/java/org/apache/thrift/partial/Validate.java	227	org.apache.commons.lang3.Validate.validState(expression, format, args);	CODE

Modern Structural Boilerplate16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	contrib/fb303/py/fb303_scripts/__init__.py	20	__all__ = ['fb303_simple_mgmt']	CODE
LOW	lib/py/src/__init__.py	20	__all__ = ['Thrift', 'TSCons']	CODE
LOW	lib/py/src/TTornado.py	32	__all__ = ['TTornadoServer', 'TTornadoStreamTransport']	CODE
LOW	lib/py/src/TTornado.py	34	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/transport/TSSLSocket.py	32	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/transport/__init__.py	20	__all__ = ['TTransport', 'TSocket', 'THttpClient', 'TZlibTransport']	CODE
LOW	lib/py/src/transport/TSocket.py	29	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/transport/sslcompat.py	25	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/server/__init__.py	20	__all__ = ['TServer', 'TNonblockingServer']	CODE
LOW	lib/py/src/server/TServer.py	29	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/server/TProcessPoolServer.py	28	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/server/TNonblockingServer.py	40	__all__ = ['TNonblockingServer']	CODE
LOW	lib/py/src/server/TNonblockingServer.py	42	logger = logging.getLogger(__name__)	CODE
LOW	lib/py/src/protocol/TJSONProtocol.py	27	__all__ = ['TJSONProtocol',	CODE
LOW	lib/py/src/protocol/__init__.py	20	__all__ = ['fastbinary', 'TBase', 'TBinaryProtocol', 'TCompactProtocol',	CODE
LOW	lib/py/src/protocol/TCompactProtocol.py	24	__all__ = ['TCompactProtocol', 'TCompactProtocolFactory']	CODE

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	tutorial/py/PythonClient.py	46	# Create a client to use the protocol encoder	COMMENT
MEDIUM	lib/py/test/fuzz/fuzz_common.py	75	# Create a memory buffer with the fuzzed data	COMMENT
MEDIUM	lib/py/test/fuzz/fuzz_common.py	105	# Create a memory buffer with the fuzzed data	COMMENT
MEDIUM	lib/rb/spec/header_transport_spec.rb	222	# Create a framed binary message	COMMENT
MEDIUM	lib/rb/spec/header_transport_spec.rb	235	# Create an unframed binary message (version word first)	COMMENT

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	contrib/Rebus/ServiceImpl/Both.cs	31	// specific containers (one per Thrift service) to leverage Rebus' handler routing	COMMENT
MEDIUM	contrib/transport-sample/client/client.cpp	4	// Quick n Dirty example, may not have very robust error handling	COMMENT
MEDIUM	.github/workflows/build.yml	555	# The harness throws and Sys.exit(1)s on a failed assertion, so a failing	COMMENT
LOW	lib/py/src/transport/THeaderTransport.py	175	# if we've determined this is an unframed client, just pass the read	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	lib/py/test/test_compiler/test_keyword_escape.py	47	# Check if we're in the source tree with built compiler	COMMENT
LOW	lib/netstd/runfuzzer.sh	30	# Check if a fuzzer name and type were provided	COMMENT
LOW	lib/rb/lib/thrift/protocol/json_protocol.rb	290	# Check if regular character, backslash escaped, or JSON escaped	COMMENT
LOW	lib/rb/lib/thrift/protocol/json_protocol.rb	694	# Check if we hit the end of the list	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	lib/cpp/src/thrift/transport/TBufferTransports.h	767	// Don't forget to update constrctors, initCommon, and swap if	COMMENT
LOW	lib/cpp/src/thrift/async/TEvhttpServer.cpp	75	// Don't forget to unregister before destorying this TEvhttpServer.	COMMENT
MEDIUM	lib/rb/ext/extconf.rb	36	# with other gems. To explicitly export symbols you can use RUBY_FUNC_EXPORTED	COMMENT

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/netstd/buildfuzzers.sh	89	# Step 1: Generate C# code from FuzzTest.thrift	COMMENT
LOW	lib/netstd/buildfuzzers.sh	103	# Step 2: Build all fuzzer projects	COMMENT
LOW	lib/netstd/buildfuzzers.sh	131	# Step 3: Instrument the assemblies	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/netstd/buildfuzzers.sh	89	# Step 1: Generate C# code from FuzzTest.thrift	COMMENT
LOW	lib/netstd/buildfuzzers.sh	103	# Step 2: Build all fuzzer projects	COMMENT
LOW	lib/netstd/buildfuzzers.sh	131	# Step 3: Instrument the assemblies	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	lib/go/test/tests/header_zlib_test.go	117	const text = `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et do	CODE
LOW	lib/go/test/tests/header_zlib_test.go	117	const text = `Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et do	CODE
LOW	lib/go/thrift/binary_protocol_test.go	35	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer sit amet	CODE
LOW	lib/go/thrift/binary_protocol_test.go	35	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer sit amet	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/audit/thrift_audit_test.pl	200	# -----------------------------------------------------------------------------------------------------	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…td/Tests/Thrift.Tests/Collections/TCollectionsTests.cs	32	//TODO: Add tests for IEnumerable with objects and primitive values inside	COMMENT
LOW	lib/rb/ext/compact_protocol.c	67	// TODO: implement this	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/rb/lib/thrift/protocol/header_protocol.rb	29	# Example usage:	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	lib/py/src/transport/TZlibTransport.py	203		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	lib/py/src/protocol/TCompactProtocol.py	38	def helper(func):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings