3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

6.7K

Stars

Language

369.9K

Lines of Code

1.2K

Files

1.4K

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 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1276 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 53 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 1375 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 3MEDIUM 51LOW 1321

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 1375 distinct pattern matches across 11 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.

Over-Commented Block1240 hits · 1116 pts

Severity	File	Line	Snippet	Context
LOW	lexilla/lexers_x/CharSetX.h	21		COMMENT
LOW	lexilla/lexers_x/SciXLexer.h	1	// encoding: UTF-8	COMMENT
LOW	lexilla/lexers_x/SciXLexer.h	21	#define SCE_AHK_SYNOPERATOR 4	COMMENT
LOW	lexilla/lexers_x/SciXLexer.h	41		COMMENT
LOW	lexilla/lexers_x/SciXLexer.h	61	#define SCE_KOTLIN_TASKMARKER 6	COMMENT
LOW	lexilla/lexers_x/SciXLexer.h	81		COMMENT
LOW	lexilla/include/SciLexer.h	21	#define SCLEX_CPP 3	COMMENT
LOW	lexilla/include/SciLexer.h	41	#define SCLEX_EIFFEL 23	COMMENT
LOW	lexilla/include/SciLexer.h	61	#define SCLEX_CLW 45	COMMENT
LOW	lexilla/include/SciLexer.h	81	#define SCLEX_CAML 65	COMMENT
LOW	lexilla/include/SciLexer.h	101	#define SCLEX_ASYMPTOTE 85	COMMENT
LOW	lexilla/include/SciLexer.h	121	#define SCLEX_ECL 105	COMMENT
LOW	lexilla/include/SciLexer.h	141	#define SCLEX_SAS 125	COMMENT
LOW	lexilla/include/SciLexer.h	161	#define SCE_P_COMMENTLINE 1	COMMENT
LOW	lexilla/include/SciLexer.h	181	#define SCE_C_DEFAULT 0	COMMENT
LOW	lexilla/include/SciLexer.h	201	#define SCE_C_STRINGRAW 20	COMMENT
LOW	lexilla/include/SciLexer.h	221	#define SCE_COBOL_WORD2 16	COMMENT
LOW	lexilla/include/SciLexer.h	241	#define SCE_D_STRINGR 19	COMMENT
LOW	lexilla/include/SciLexer.h	261	#define SCE_TCL_WORD5 16	COMMENT
LOW	lexilla/include/SciLexer.h	281	#define SCE_H_SCRIPT 14	COMMENT
LOW	lexilla/include/SciLexer.h	301	#define SCE_HJ_COMMENT 42	COMMENT
LOW	lexilla/include/SciLexer.h	321	#define SCE_HJA_DOUBLESTRING 63	COMMENT
LOW	lexilla/include/SciLexer.h	341	#define SCE_HBA_IDENTIFIER 86	COMMENT
LOW	lexilla/include/SciLexer.h	361	#define SCE_HPA_STRING 109	COMMENT
LOW	lexilla/include/SciLexer.h	381	#define SCE_PL_ERROR 1	COMMENT
LOW	lexilla/include/SciLexer.h	401	#define SCE_PL_DATASECTION 21	COMMENT
LOW	lexilla/include/SciLexer.h	421	#define SCE_PL_HERE_QX_VAR 62	COMMENT
LOW	lexilla/include/SciLexer.h	441	#define SCE_RB_INSTANCE_VAR 16	COMMENT
LOW	lexilla/include/SciLexer.h	461	#define SCE_RB_STRING_QS 44	COMMENT
LOW	lexilla/include/SciLexer.h	481	#define SCE_B_BINNUMBER 18	COMMENT
LOW	lexilla/include/SciLexer.h	501	#define SCE_L_SHORTCMD 9	COMMENT
LOW	lexilla/include/SciLexer.h	521	#define SCE_LUA_WORD5 16	COMMENT
LOW	lexilla/include/SciLexer.h	541	#define SCE_ERR_ELF 15	COMMENT
LOW	lexilla/include/SciLexer.h	561	#define SCE_ERR_ES_DARK_GRAY 48	COMMENT
LOW	lexilla/include/SciLexer.h	581	#define SCE_TCMD_LABEL 3	COMMENT
LOW	lexilla/include/SciLexer.h	601	#define SCE_DIFF_DELETED 5	COMMENT
LOW	lexilla/include/SciLexer.h	621	#define SCE_AVE_WORD 3	COMMENT
LOW	lexilla/include/SciLexer.h	641	#define SCE_ADA_STRINGEOL 8	COMMENT
LOW	lexilla/include/SciLexer.h	661	#define SCE_BAAN_WORD8 16	COMMENT
LOW	lexilla/include/SciLexer.h	681	#define SCE_LISP_MULTI_COMMENT 12	COMMENT
LOW	lexilla/include/SciLexer.h	701	#define SCE_NNCRONTAB_IDENTIFIER 10	COMMENT
LOW	lexilla/include/SciLexer.h	721	#define SCE_MATLAB_IDENTIFIER 7	COMMENT
LOW	lexilla/include/SciLexer.h	741	#define SCE_SCRIPTOL_KEYWORD 10	COMMENT
LOW	lexilla/include/SciLexer.h	761	#define SCE_ASM_EXTINSTRUCTION 14	COMMENT
LOW	lexilla/include/SciLexer.h	781	#define SCE_CSS_CLASS 2	COMMENT
LOW	lexilla/include/SciLexer.h	801	#define SCE_CSS_GROUP_RULE 22	COMMENT
LOW	lexilla/include/SciLexer.h	821	#define SCE_LOUT_COMMENT 1	COMMENT
LOW	lexilla/include/SciLexer.h	841	#define SCE_ESCRIPT_WORD2 10	COMMENT
LOW	lexilla/include/SciLexer.h	861	#define SCE_NSIS_STRINGDQ 2	COMMENT
LOW	lexilla/include/SciLexer.h	881	#define SCE_MMIXAL_OPCODE 3	COMMENT
LOW	lexilla/include/SciLexer.h	901	#define SCE_CLW_INTEGER_CONSTANT 5	COMMENT
LOW	lexilla/include/SciLexer.h	921	#define SCE_YAML_COMMENT 1	COMMENT
LOW	lexilla/include/SciLexer.h	941	#define SCE_METAPOST_TEXT 5	COMMENT
LOW	lexilla/include/SciLexer.h	961	#define SCE_ERLANG_ATOM_QUOTED 18	COMMENT
LOW	lexilla/include/SciLexer.h	981	#define SCE_JULIA_MACRO 12	COMMENT
LOW	lexilla/include/SciLexer.h	1001	#define SCE_MSSQL_DATATYPE 10	COMMENT
LOW	lexilla/include/SciLexer.h	1021	#define SCE_V_USER 19	COMMENT
LOW	lexilla/include/SciLexer.h	1041	#define SCE_GC_COMMENTBLOCK 2	COMMENT
LOW	lexilla/include/SciLexer.h	1061	#define SCE_SN_STRINGEOL 12	COMMENT
LOW	lexilla/include/SciLexer.h	1081	#define SCE_APDL_DEFAULT 0	COMMENT
1180 more matches not shown…

Decorative Section Separators31 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/hello_world.py	2	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/hello_world.py	7	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/hello_world.py	15	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/hello_world.py	25	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/hello_world.py	33	# =============================================================================	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	121	# =============================================================================	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	214	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	220	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	228	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	2	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	16	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	32	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	48	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	55	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	75	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	90	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	170	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	245	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	261	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	277	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	284	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	313	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	331	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	333	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	353	# ------------------------------------------------	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	383	# =========================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	409	# =============================================================================	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	412	# =============================================================================	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexTEXT/regex_find.txt	1	# =======================================================	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexTEXT/regex_find.txt	3	# -----------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexTEXT/regex_find.txt	8	# =======================================================	COMMENT

Unused Imports51 hits · 51 pts

Severity	File	Line	Context
LOW	scintilla/scripts/FileGenerator.py	14	CODE
LOW	src/uchardet/uchardet/script/BuildLangModel.py	57	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-3.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1256.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/ibm852.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-7.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1252.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-6.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1253.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-2.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1257.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-15.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-9.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/tis-620.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-11.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1258.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-10.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-13.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-16.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/viscii.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/windows-1250.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-1.py	41	CODE
LOW	…uchardet/uchardet/script/charsets/mac-centraleurope.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/iso-8859-4.py	41	CODE
LOW	src/uchardet/uchardet/script/charsets/ibm865.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/sl.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/et.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/el.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/pl.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/vi.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/lv.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/pt.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/th.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/fi.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/hr.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/lt.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/mt.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/hu.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/fr.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/cs.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/sv.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/tr.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/ro.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/eo.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/es.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/sk.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/it.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/ar.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/de.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/ga.py	41	CODE
LOW	src/uchardet/uchardet/script/langs/da.py	41	CODE

Excessive Try-Catch Wrapping12 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	106	# eprint("Error on write access: {}".format(err))	COMMENT
MEDIUM⚡	test/test_files/StyleLexers/styleLexPY/python.py	116	eprint("Error on write access: {}".format(err))	CODE
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	138	eprint("Error on reading file '{file}' : {err}".format(file=cfg_log_path, err=err))	CODE
MEDIUM	test/test_files/StyleLexers/styleLexPY/python.py	141	eprint("Error on composing logfile path!")	CODE
MEDIUM	Build/scripts/check_scicall.py	276	print(f"Error: {args.iface} not found", file=sys.stderr)	CODE
MEDIUM	Build/scripts/check_scicall.py	279	print(f"Error: {args.scicall} not found", file=sys.stderr)	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	208	print('Error: `iconv` ended with error "{}".\n'.format(error))	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	212	print('Error: "{}" is not a supported charset by python and `iconv` is not installed.\n')	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	301	print('Error: connection to Wikipedia failed. Aborting\n')	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	343	print("Error: alphabet characters are absent from data collection"	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	421	print('Error: `iconv` ended with error "{}".\n'.format(error))	CODE
MEDIUM	src/uchardet/uchardet/script/BuildLangModel.py	426	print('Error: "{}" is not a supported charset by python and `iconv` is not installed.\n')	CODE

Deep Nesting23 hits · 23 pts

Severity	File	Line	Context
LOW	lexilla/scripts/LexillaData.py	55	CODE
LOW	lexilla/scripts/LexillaData.py	83	CODE
LOW	lexilla/scripts/LexillaData.py	160	CODE
LOW	lexilla/scripts/LexillaData.py	177	CODE
LOW	lexilla/scripts/LexillaData.py	219	CODE
LOW	scintilla/scripts/ScintillaData.py	27	CODE
LOW	scintilla/scripts/FileGenerator.py	48	CODE
LOW	scintilla/scripts/FileGenerator.py	140	CODE
LOW	scintilla/scripts/HeaderCheck.py	35	CODE
LOW	scintilla/scripts/CheckMentioned.py	49	CODE
LOW	scintilla/scripts/CheckMentioned.py	101	CODE
LOW	scintilla/scripts/CheckMentioned.py	127	CODE
LOW	scintilla/scripts/ScintillaAPIFacer.py	150	CODE
LOW	scintilla/scripts/ScintillaAPIFacer.py	192	CODE
LOW	scintilla/scripts/ScintillaAPIFacer.py	223	CODE
LOW	scintilla/scripts/ScintillaAPIFacer.py	244	CODE
LOW	scintilla/scripts/Dependencies.py	41	CODE
LOW	scintilla/scripts/HFacer.py	15	CODE
LOW	scintilla/scripts/HFacer.py	40	CODE
LOW	scintilla/scripts/Face.py	70	CODE
LOW	Build/scripts/check_scicall.py	178	CODE
LOW	Build/scripts/check_scicall.py	245	CODE
LOW	src/uchardet/uchardet/script/BuildLangModel.py	168	CODE

Self-Referential Comments7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	lexilla/src/DepGen.py	29	# Create the dependencies file for g++	COMMENT
MEDIUM	lexilla/src/DepGen.py	37	# Create the dependencies file for MSVC	COMMENT
MEDIUM	test/test_files/StyleLexers/styleLexBASH/backup.sh	7	# This file is part of GNU tar.	COMMENT
MEDIUM	scintilla/win32/DepGen.py	19	# Create the dependencies file for g++	COMMENT
MEDIUM	scintilla/win32/DepGen.py	27	# Create the dependencies file for MSVC	COMMENT
MEDIUM	src/Config/SimpleIni.h	60	-# Define the appropriate symbol for the converter you wish to use and	CODE
MEDIUM	src/Config/doc/SimpleIni_orig.h	60	-# Define the appropriate symbol for the converter you wish to use and	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	scintilla/scripts/CheckMentioned.py	190	except KeyError:	CODE
HIGH	scintilla/scripts/HFacer.py	56	except ValueError:	CODE
HIGH	src/uchardet/uchardet/script/BuildLangModel.py	278	except KeyError:	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/test_files/StyleLexers/styleLexYAML/appveyor.yml	14	# you can use {branch} name in version format too	COMMENT
LOW	src/Styles.c	55	// Don't forget to change the number of the lexer for HTML and XML	COMMENT

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/uchardet/uchardet/script/BuildLangModel.py	326	# If there is no alphabet defined, we just use the first 64 letters, which was	COMMENT
LOW	src/uchardet/uchardet/script/langs/tr.py	51	# So I just use the alphabet variable below instead.	COMMENT
LOW	src/uchardet/uchardet/script/langs/eo.py	51	# So I just use the alphabet variable below instead.	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…files/StyleLexers/styleLexMARKDOWN/FrontMatter_JSON.md	4	"author": "Jane Doe",	CODE
LOW	…files/StyleLexers/styleLexMARKDOWN/FrontMatter_TOML.md	3	author = "Jane Doe"	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/test_files/StyleLexers/styleLexBASH/backup.sh	114	# Check if the necessary directories exist	COMMENT

rizonesoft/Notepad3

Open-Source Code Quality, Security and Technical Debt Review