2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

7.3K

Stars

Language

305.4K

Lines of Code

2.6K

Files

870

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 11.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 818 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 49 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 14.2/100 · LOW

Which changes need focused human review? 870 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 8MEDIUM 13LOW 849

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 870 distinct pattern matches across 13 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 Block792 hits · 705 pts

Severity	File	Line	Snippet	Context
LOW	appveyor.yml	1	version: 1.0.{build}	COMMENT
LOW	.readthedocs.yaml	21	# install:	COMMENT
LOW	misc/units.py	1	#!/usr/bin/env python3	COMMENT
LOW	misc/units.py	281	subprocess.run([SHELL, script, 'shrink',	COMMENT
LOW	misc/enumstr.sh	1	#!/bin/sh	COMMENT
LOW	misc/gencxxtypedumper.sh	1	#!/bin/sh	COMMENT
LOW	misc/news.bash	1	#!/bin/bash	COMMENT
LOW	misc/man-test.py	1	#!/usr/bin/env python3	COMMENT
LOW	misc/debuggen/rust.sh	1	#!/bin/sh	COMMENT
LOW	misc/debuggen/typescript.sh	1	#!/bin/sh	COMMENT
LOW	misc/debuggen/libdebuggen.sh	1	#!/bin/sh	COMMENT
LOW	misc/validators/tsc-common.sh	1	#!/bin/sh	COMMENT
LOW	misc/validators/g++-common.sh	1	#!/bin/sh	COMMENT
LOW	misc/validators/gfortran-common.sh	1	#!/bin/sh	COMMENT
LOW	misc/packcc/benchmark/benchmark.sh	1	#!/usr/bin/env bash	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1	# Uncrustify_d-0.72.0_f	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	21		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	41	disable_processing_nl_cont = false # true/false	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	81		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	141	# Add or remove space after assignment '=' in enum.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	221	# Add or remove space before a reference sign '&'.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	241	sp_before_byref_func = ignore # ignore/add/remove/force	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	561	# Add or remove space between ')' and '{' of a function call in object	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	721		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	741	# Default: remove	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	841	#	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	901		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	941	# Default: 8	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	961	indent_param = 0 # unsigned number	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1041	# Whether to indent the stuff after a leading class initializer colon.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1081	# for function definitions, only if indent_func_def_param is false	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1101	indent_template_param = false # true/false	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1161	indent_case_brace = 4 # number	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1181	# <=0: Subtract from brace indent	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1241	# followed by a newline, the next line is indent one tab.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1261	indent_oc_block = false # true/false	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1301	# reach this minimum indent.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1321	# false: only indent 1 level, don't add the indent for the open brace, only add	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1601		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1621		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	1661	nl_class_init_args = ignore # ignore/add/remove/force	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2041	# Whether one-line method definitions inside a class body should be treated	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2061	nl_after_func_body_one_liner = 0 # unsigned number	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2081	#	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2121		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2141	nl_inside_namespace = 0 # unsigned number	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2161		COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2201	# (Java) Add or remove newline after an annotation statement. Only affects	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2281	# Whether to fully split long 'for' statements at semi-colons.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2321	# Use a negative number for absolute thresholds.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2341	align_constr_value_gap = 0 # unsigned number	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2361	# 0: Don't align (default).	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2401	# The span for aligning on '=' in assignments.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2421	# 1: Align with each other, ignoring regular assignments	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2441	# The threshold for aligning class member definitions.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2461	# The gap for aligning struct/union member definitions.	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2481	# 2: Align the function type name with the other type names	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2501	#	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2521	# 0: Ignore (default).	COMMENT
LOW	misc/packcc/tests/uncrustify.cfg	2561		COMMENT
732 more matches not shown…

Cross-Language Confusion (JS/TS)8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	Units/parser-javascript.r/js-signature.d/input.js	37	print(c.hello());	CODE
HIGH	Units/parser-javascript.r/js-naked-blocks.d/input.js	10	print(v1);	CODE
HIGH	Units/parser-javascript.r/js-naked-blocks.d/input.js	11	print(v2);	CODE
HIGH	…-javascript.r/js-class-related-unterminated.d/input.js	57	print(d.dyn1);	CODE
HIGH	…-javascript.r/js-class-related-unterminated.d/input.js	59	print(d.dyn1);	CODE
HIGH	…its/parser-javascript.r/js-scope-resolution.b/input.js	3	print("hello")	CODE
HIGH	…its/parser-javascript.r/js-scope-resolution.b/input.js	10	print("extended")	CODE
HIGH	…its/parser-javascript.r/js-scope-resolution.b/input.js	21	print("dummy")	CODE

Unused Imports31 hits · 30 pts

Severity	File	Line	Context
LOW	docs/_ext/ctags_optlib_highlighter.py	2	CODE
LOW	Units/parser-python.r/python-comments.d/input.py	2	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	1	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	2	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	3	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	4	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	6	CODE
LOW	Units/parser-python.r/python-dot-in-import.d/input.py	7	CODE
LOW	Units/parser-python.r/typehint.d/input.py	1	CODE
LOW	Units/parser-python.r/python-import.d/input.py	1	CODE
LOW	Units/parser-python.r/python-import.d/input.py	2	CODE
LOW	Units/parser-python.r/python-import.d/input.py	2	CODE
LOW	Units/parser-python.r/python-import.d/input.py	3	CODE
LOW	Units/parser-python.r/python-import.d/input.py	4	CODE
LOW	Units/parser-python.r/python-import.d/input.py	4	CODE
LOW	Units/parser-python.r/python-import.d/input.py	5	CODE
LOW	Units/parser-python.r/python-import.d/input.py	6	CODE
LOW	Units/parser-python.r/python-import.d/input.py	7	CODE
LOW	Units/parser-python.r/python-import.d/input.py	9	CODE
LOW	Units/parser-python.r/python-import.d/input.py	9	CODE
LOW	Units/parser-python.r/python-import.d/input.py	9	CODE
LOW	Units/parser-python.r/python-import.d/input.py	9	CODE
LOW	Units/parser-python.r/python-import.d/input.py	10	CODE
LOW	Units/parser-python.r/python-import.d/input.py	10	CODE
LOW	Units/parser-python.r/python-import.d/input.py	10	CODE
LOW	Units/parser-python.r/python-import.d/input.py	10	CODE
LOW	Units/parser-python.r/python-import.d/input.py	12	CODE
LOW	Units/parser-python.r/python-import.d/input.py	12	CODE
LOW	Units/parser-python.r/python-import.d/input.py	12	CODE
LOW	Units/parser-python.r/python-import.d/input.py	12	CODE
LOW	…rser-python.r/pep604-bar-operator-for-union.d/input.py	1	CODE

Slop Phrases6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	parsers/x-cpreprocessor.h	89	/* Don't forget to set useCort true in your parser.	COMMENT
LOW	parsers/cxx/cxx_token.h	21	// DON'T FORGET TO RUN misc/gencxxtypedumper.sh after updating the elements.	COMMENT
MEDIUM	Units/parser-rdoc.r/run-as-guest.d/input.rb	46	# RDoc::Markup is extensible at runtime: you can add \new markup elements to	COMMENT
MEDIUM	Units/parser-rdoc.r/run-as-guest.d/input.rb	58	# the +convert+ method, so you can use the same RDoc::Markup converter to	COMMENT
MEDIUM	Units/parser-cxx.r/bug852368.cpp.d/input.cpp	30	let me know if you need more details.	CODE
MEDIUM	Units/parser-cxx.r/bug849591.cpp.d/input.cpp	54	Let me know if you need any clarification with this issue.	CODE

AI Slop Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	misc/units.py	4	# units.py - Units test harness for ctags	COMMENT
MEDIUM	misc/units.py	329	# TODO: use more robust way	COMMENT
MEDIUM	misc/packcc/tests/uncrustify.cfg	3034	# Whether to apply special formatting for Qt SIGNAL/SLOT macros. Essentially,	COMMENT
LOW	Tmain/errors-about-parser-specific-extras.d/run.sh	20	# not an error, just set all extras to false.	COMMENT
LOW	Tmain/errors-about-parser-specific-extras.d/run.sh	27	# About --extras-Robot=, not an error, just set all extras to false.	COMMENT

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	misc/packcc/benchmark/inputs/json.json	3797	"about": "Reprehenderit est deserunt pariatur ut exercitation nulla proident qui incididunt exercitation magna aliqu	CODE
LOW	misc/packcc/benchmark/inputs/json.json	6002	"about": "Esse irure adipisicing deserunt cupidatat consequat consectetur minim magna cupidatat exercitation veniam.	CODE
LOW	misc/packcc/benchmark/inputs/json.json	6047	"about": "Culpa exercitation Lorem ipsum fugiat dolore quis nostrud occaecat voluptate ea ut consequat sint. Incidid	CODE
LOW	misc/packcc/benchmark/inputs/json.json	8882	"about": "Proident incididunt Lorem ipsum minim nisi culpa. Aute irure laboris incididunt eiusmod sit mollit nisi el	CODE
LOW	parsers/jscript.c	3711	if (strcmp(scope_str, "placeholder") == 0)	CODE
LOW	parsers/jscript.c	3736	return "placeholder";	CODE
LOW	parsers/jscript.c	3751	return "placeholder";	CODE
LOW	parsers/bibtex.c	285	* author="John Doe"}	COMMENT
LOW	optlib/scss.c	223	true, 'P', "placeholder", "placeholder classes",	CODE
LOW	main/lregex.c	647	{ '\0', "placeholder", NULL, placeholder_ptrn_flag_eval,	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/conf.py	5	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	Units/parser-perl.r/package.pm.d/input.pm	1	# This file is intended to test package keyword support along with	COMMENT
MEDIUM	Units/parser-rdoc.r/run-as-guest.d/input.rb	635	# # This method is in the default category	COMMENT

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	Units/parser-rdoc.r/run-as-guest.d/input.rb	666	# # ----------------------------------------	COMMENT
MEDIUM	Units/parser-rdoc.r/run-as-guest.d/input.rb	670	# # ----------------------------------------	COMMENT
MEDIUM	Units/parser-sql.r/sharp-comment.d/input.sql	2	# ------------------------------------------------------------------	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	misc/units.py	132	CODE
LOW	misc/units.py	341	CODE
LOW	misc/units.py	424	CODE
LOW	misc/units.py	1069	CODE
LOW	misc/man-test.py	67	CODE
LOW	misc/man-test.py	168	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	misc/enumstr.sh	21	# Usage:	COMMENT
LOW	misc/packcc/benchmark/benchmark.sh	8	# Usage:	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	misc/units.py	253	def run_result_internal_error(msg, f, colorized, *args):	CODE
LOW	Units/parser-javascript.r/github-issue-3641.d/input.js	1	function definedWithFunctionBefore() {};	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	parsers/cpreprocessor.c	533	* This section handles preprocessor directives. It strips out all	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	17	# Check if we run on RTD or locally	COMMENT

universal-ctags/ctags

Open-Source Code Quality, Security and Technical Debt Review