1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.7K

Stars

Language

171.3K

Lines of Code

1.0K

Files

113

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 88 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 2.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 35 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 113 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 45LOW 66

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 113 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators16 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	atomics/T1027.018/T1027.018.yaml	5	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1027.018/T1027.018.yaml	7	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1027.018/T1027.018.yaml	25	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1027.018/T1027.018.yaml	27	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1027.018/T1027.018.yaml	45	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1027.018/T1027.018.yaml	47	# ------------------------------------------------------------	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	6	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	8	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	92	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	94	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	178	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	180	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	264	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	266	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	320	# ============================================================	COMMENT
MEDIUM	atomics/T1137.005/T1137.005.yaml	325	# ============================================================	COMMENT

Self-Referential Comments16 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	atomics/T1105/T1105.yaml	1022	# Define the capability name for OpenSSH Client	COMMENT
MEDIUM	atomics/T1105/T1105.yaml	1042	# Create the file	COMMENT
MEDIUM	atomics/T1105/T1105.yaml	1091	# Define the capability name for OpenSSH Client	COMMENT
MEDIUM	atomics/T1105/T1105.yaml	1147	# Define the capability name for OpenSSH Client	COMMENT
MEDIUM	atomics/T1105/T1105.yaml	1166	# Create the file	COMMENT
MEDIUM	atomics/T1105/T1105.yaml	1213	# Define the capability name for OpenSSH Client	COMMENT
MEDIUM	atomics/T1071/src/server.py	5	# Create a socket object	COMMENT
MEDIUM	atomics/T1137.001/T1137.001.yaml	54	# Define the path of copied normal template for restoral	COMMENT
MEDIUM	atomics/T1137.001/T1137.001.yaml	56	# Define the path to the normal template	COMMENT
MEDIUM	atomics/T1137.001/T1137.001.yaml	75	# Create a new instance of Word.Application	COMMENT
MEDIUM	atomics/T1137.001/T1137.001.yaml	108	# Define the path of copied normal template for restoral	COMMENT
MEDIUM	atomics/T1137.001/T1137.001.yaml	110	# Define the path to the normal template	COMMENT
MEDIUM	atomics/T1546/T1546.yaml	106	# Create a CIM session	COMMENT
MEDIUM	atomics/T1546/T1546.yaml	109	# Define the process you want to start	COMMENT
MEDIUM	atomics/T1486/T1486.yaml	266	Set-Content -Path "#{File_to_Encrypt_Location}" -Value "populating this file with some text" # Create the test.tx	CODE
MEDIUM	atomics/T1486/T1486.yaml	274	Set-Content -Path "#{File_to_Encrypt_Location}" -Value "populating this file with some text" # Create the test.tx	CODE

Over-Commented Block36 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	atomics/T1087.002/src/adcsv.pl	1	#****************************************************************************************	COMMENT
LOW	atomics/T1055/src/x64/RedVanity/vanity.h	1	//Check my codes for any errors, this is C code.	COMMENT
LOW	atomics/T1056.004/src/T1056.004/T1056.004.cpp	1	#define SECURITY_WIN32 //Define First Before Imports.	COMMENT
LOW	atomics/T1055.004/src/T1055.cpp	1	#define SECURITY_WIN32 //Define First Before Imports.	COMMENT
LOW	atomics/T1137.002/src/officetest/officetest/pch.h	1	// pch.h: This is a precompiled header file.	COMMENT
LOW	atomics/T1137.002/src/officetest/officetest/framework.h	1	#pragma once	COMMENT
LOW	atomics/T1110.001/src/sudo_bruteforce.sh	1	#!/bin/bash	COMMENT
LOW	atomics/T1027.002/src/test.h	1	#ifndef TEST_H	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1	#ifndef __NTDLL_H__	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	21	#endif	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	41	#endif	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	121	//	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	521	RtlDeleteCriticalSection(	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1181	#define RTL_QUERY_REGISTRY_TOPKEY 0x00000002 // Reset current key to original key for	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1201	// If .Buffer field is NULL then a buffer is	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1681	NTAPI	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1701	#endif // File create flags	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	1721	#define FILE_NO_COMPRESSION 0x00008000	COMMENT
LOW	atomics/T1055.011/src/ntlib/ntddk.h	3681	#define HEAP_REALLOC_IN_PLACE_ONLY 0x00000010	COMMENT
LOW	atomics/T1055.011/src/ntlib/util.h	41	#define _WIN32_DCOM	COMMENT
LOW	atomics/T1055.011/src/ntlib/util.h	61	#include <stddef.h>	COMMENT
LOW	atomics/T1218/src/T1218.cpp	1	#define SECURITY_WIN32 //Define First Before Imports.	COMMENT
LOW	atomics/T1040/src/freebsd_pcapdemo.c	1	#include <fcntl.h>	COMMENT
LOW	atomics/T1040/src/linux_pcapdemo.c	1	#include <errno.h>	COMMENT
LOW	atomics/T1040/src/macos_pcapdemo.c	1	#include <fcntl.h>	COMMENT
LOW	atomics/T1574.012/src/atomicNotepad/pch.h	1	// pch.h: This is a precompiled header file.	COMMENT
LOW	atomics/T1574.012/src/atomicNotepad/framework.h	1	#pragma once	COMMENT
LOW	atomics/T1055.001/src/T1055.001.cpp	1	#define SECURITY_WIN32 //Define First Before Imports.	COMMENT
LOW	atomics/T1137.006/src/excelxll/excelxll/pch.h	1	// pch.h: This is a precompiled header file.	COMMENT
LOW	atomics/T1137.006/src/excelxll/excelxll/framework.h	1	#pragma once	COMMENT
LOW	atomics/T1137.006/src/wordwll/wordwll/pch.h	1	// pch.h: This is a precompiled header file.	COMMENT
LOW	atomics/T1137.006/src/wordwll/wordwll/framework.h	1	#pragma once	COMMENT
LOW	…ics/T1055.009/src/retAddr_overwrite_fullROPchain_inj.c	1	#define _GNU_SOURCE	COMMENT
LOW	…/T1055.009/src/rop_mprotect_return_address_overwrite.c	1	#define _GNU_SOURCE	COMMENT
LOW	…218.008/src/odbcconf net.40/Properties/AssemblyInfo.cs	21		COMMENT
LOW	…218.008/src/odbcconf net.20/Properties/AssemblyInfo.cs	21		COMMENT

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	atomics/T1218.004/T1218.004.yaml	38	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	102	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	167	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	232	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	297	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	362	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	427	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	atomics/T1218.004/T1218.004.yaml	481	# Import the required test harness function, Invoke-BuildAndInvokeInstallUtilAssembly	COMMENT
MEDIUM	…tack-Navigator-Layers/art-navigator-layer-windows.json	1	{"name":"Atomic Red Team (Windows)","versions":{"attack":"18","navigator":"5.3.0","layer":"4.5"},"description":"Atomic R	CODE

Hyper-Verbose Identifiers14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	atomic_red_team/labels.py	12	def get_technique_from_filename(filename):	CODE
LOW	atomic_red_team/labels.py	147	def save_labels_and_maintainers(self, pr):	CODE
LOW	atomic_red_team/atomic_red_team.rb	35	def atomic_tests_for_technique_by_platform(technique_or_technique_identifier, platform)	CODE
LOW	atomic_red_team/atomic_red_team.rb	58	def atomic_tests_for_technique(technique_or_technique_identifier)	CODE
LOW	atomic_red_team/atomic_red_team.rb	90	def atomic_yaml_has_test_for_platform(yaml_file, only_platform)	CODE
LOW	atomic_red_team/atomic_red_team.rb	226	def add_guid_to_used_guid_file(guid, used_guids_file)	CODE
LOW	atomic_red_team/attack_api.rb	35	def technique_identifier_for_technique(technique)	CODE
LOW	atomic_red_team/attack_api.rb	55	def ordered_tactic_to_technique_matrix(only_platform: /.*/)	CODE
LOW	atomic_red_team/models.py	187	def validate_elevation_required(self):	CODE
LOW	atomic_red_team/models.py	247	def validate_dependency_executor_names(cls, data):	CODE
LOW	atomic_red_team/display_names.py	13	def load_current_technique_names(path: str = attack_data_file) -> Dict[str, str]:	CODE
LOW	atomic_red_team/tests/test_models.py	70	def atomic_manual_executor_builder():	CODE
LOW	atomic_red_team/tests/test_models.py	86	def atomic_command_executor_builder():	CODE
LOW	atomic_red_team/tests/test_validate.py	14	def test_all_invalid_scenarios(test_input):	CODE

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	atomics/T1105/T1105.yaml	1036	# Check if the folder exists, create it if it doesn't	COMMENT
LOW	atomics/T1105/T1105.yaml	1161	# Check if the folder exists, create it if it doesn't	COMMENT
LOW	atomics/T1071/src/server.py	35	# Print output (decode if it's command data)	COMMENT
LOW	atomics/T1071/src/server.py	47	# Print output (decode if it's command data)	COMMENT
LOW	atomics/T1071/src/server.py	71	# Print output (decode if it's command data)	COMMENT
LOW	atomics/T1071/src/client.py	20	# Check if output is empty	COMMENT
LOW	atomics/T1005/src/sqlite_dump.sh	5	# Check if the first command-line argument is empty	COMMENT
LOW	atomics/T1505.005/T1505.005.yaml	51	# Check if the registry key exists	COMMENT

Excessive Try-Catch Wrapping4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	atomics/T1056.001/src/MacOSKeylogger.swift	293	print("Error: \(result)")	CODE
MEDIUM	atomics/T1056.001/src/MacOSKeylogger.swift	301	print("Error: \(result)")	CODE
MEDIUM	atomics/T1056.001/src/MacOSKeylogger.swift	315	catch {print("Error: \(error)")}	CODE
MEDIUM	atomic_red_team/runner.py	126	print(f"Error occurred with {i.replace(f'{atomics_path}/', '')}.")	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	atomics/T1127/src/hello.js	3	print('Hello, \\ntoday is ' + d + '\\nand this is random - ' + n);	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	atomics/T1046/src/T1046.py	11	except:	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	atomics/T1071/src/server.py	4	CODE
LOW	atomic_red_team/validator.py	59	CODE
LOW	atomic_red_team/labels.py	99	CODE
LOW	atomic_red_team/runner.py	106	CODE
LOW	atomic_red_team/models.py	247	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	atomics/T1027.002/src/test.h	7	char *USELESS_VAR = " Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus varius dolor in nisi convallis,	CODE
LOW	atomics/T1027.002/src/test.h	7	char *USELESS_VAR = " Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus varius dolor in nisi convallis,	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	atomics/T1046/src/T1046.py	1		CODE

redcanaryco/atomic-red-team

Open-Source Code Quality, Security and Technical Debt Review