2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.2K

Stars

C++

Language

165.5K

Lines of Code

366

Files

146

Pattern Hits

2026-10-31

Scan Date

0.03

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 7.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 80 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 146 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 11MEDIUM 56LOW 79

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 146 distinct pattern matches across 10 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 Separators55 hits · 207 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	14	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	16	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	24	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	30	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	35	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	40	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	45	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	50	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	56	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	62	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	69	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	70	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	72	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	73	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	131	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	136	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	141	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	147	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	187	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	192	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	202	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	208	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	213	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	214	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	216	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	217	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	225	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	231	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	241	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	251	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	256	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	261	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	266	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicSyllabicCategory-Additional.txt	271	# ================================================	COMMENT
MEDIUM	src/ms-use/IndicSyllabicCategory-Additional.txt	160	# ================================================	COMMENT
MEDIUM	src/ms-use/IndicSyllabicCategory-Additional.txt	172	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	16	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	17	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	19	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	20	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	37	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	42	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	50	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	61	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	67	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	68	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	70	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	71	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	116	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	121	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	122	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	124	# ================================================	COMMENT
MEDIUM⚡	src/ms-use/IndicPositionalCategory-Additional.txt	125	# ================================================	COMMENT
MEDIUM	src/ms-use/IndicPositionalCategory-Additional.txt	94	# ================================================	COMMENT
MEDIUM	src/ms-use/IndicPositionalCategory-Additional.txt	99	# ================================================	COMMENT

Cross-Language Confusion6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	src/gen-tag-table.py	1048	print (' tags.push(%s); // %s' % (hb_tag_rust (tags[0]), sanitize_comment (ot.names[tags[0]])))	CODE
HIGH	src/gen-tag-table.py	1089	print (' tags.push(%s); // %s' % (hb_tag_rust (tags[0]), sanitize_comment (ot.names[tags[0]])))	CODE
HIGH	src/gen-tag-table.py	1309	print (" if (!p \|\| p >= limit \|\| limit - p < %i) goto out;" % min_subtag_len)	CODE
HIGH	src/gen-tag-table.py	1337	print (' for (i = 0; i < %s && i < *count; i++)' % len (tags))	CODE
HIGH	src/gen-tag-table.py	1389	print (' for (i = 0; i < %s && i < *count; i++)' % len (tags))	CODE
HIGH	src/gen-vowel-constraints.py	308	print (' for (buffer->idx = 0; buffer->idx + 1 < count && buffer->successful;)')	CODE

Empty Error Handlers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	test/fuzzing/decode-seed.py	56	except UnicodeDecodeError:	CODE
HIGH	src/gen-hb-version.py	23	except IOError:	CODE
HIGH	src/gen-harfbuzz-world.py	61	except FileNotFoundError:	CODE
HIGH	src/gen-tag-table.py	501	except ValueError:	CODE
HIGH	src/gen-emoji-table.py	133	except OSError:	CODE

Over-Commented Block26 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	test/api/test-c.c	41	#include <hb-coretext.h>	COMMENT
LOW	test/api/test-c.c	61	#include <hb-graphite2.h>	COMMENT
LOW	test/api/test-ot-layout.c	21	* ON AN "AS IS" BASIS, AND THE COPYRIGHT HOLDER HAS NO OBLIGATION TO	COMMENT
LOW	util/hb-fc-list.c	21	* PERFORMANCE OF THIS SOFTWARE.	COMMENT
LOW	util/hb-fc-list.c	41	#define HAVE_GETOPT 1	COMMENT
LOW	util/gpu/demo-common.h	21	#include <algorithm>	COMMENT
LOW	util/gpu/web/config-override.h	1	/* Re-enable features that HB_LEAN disables but the GPU demo needs. */	COMMENT
LOW	util/gpu/web/gl-stub.h	21	/* Constants */	COMMENT
LOW	util/gpu/web/gl-stub.h	61	#define GLFW_REPEAT 2	COMMENT
LOW	util/gpu/web/gl-stub.h	81	#define GLFW_KEY_F 70	COMMENT
LOW	src/hb-common.h	41	# ifdef __cplusplus	COMMENT
LOW	src/hb-common.h	61	typedef unsigned __int64 uint64_t;	COMMENT
LOW	src/hb-ot.h	21	* ON AN "AS IS" BASIS, AND THE COPYRIGHT HOLDER HAS NO OBLIGATION TO	COMMENT
LOW	src/hb-wasm-api.h	41	# define HB_WASM_END_DECLS }	COMMENT
LOW	src/hb-wasm-api.h	61	#define HB_WASM_EXEC_ENV	COMMENT
LOW	src/hb.h	21	* ON AN "AS IS" BASIS, AND THE COPYRIGHT HOLDER HAS NO OBLIGATION TO	COMMENT
LOW	src/hb.h	41	#include "hb-shape.h"	COMMENT
LOW	src/gen-ucd-table.py	41	# General_Category (gc), Canonical_Combining_Class (ccc),	COMMENT
LOW	src/ms-use/IndicSyllabicCategory-Additional.txt	1	# Override values For Indic_Syllabic_Category	COMMENT
LOW	src/ms-use/IndicPositionalCategory-Additional.txt	1	# Override values For Indic_Positional_Category	COMMENT
LOW	src/ms-use/IndicPositionalCategory-Additional.txt	121	# ================================================	COMMENT
LOW	src/rust/hb.rs	1	#![allow(non_camel_case_types)]	COMMENT
LOW	src/wasm/rust/harfbuzz-wasm/src/lib.rs	1	#![warn(missing_docs)]	COMMENT
LOW	src/wasm/rust/harfbuzz-wasm/src/lib.rs	61	/// variation. It is equivalent to the `hb_font_t` pointer	COMMENT
LOW	src/wasm/rust/harfbuzz-wasm/src/lib.rs	241		COMMENT
LOW	src/wasm/rust/harfbuzz-wasm/src/lib.rs	401	#[derive(Debug, Clone, Copy)]	COMMENT

Deep Nesting17 hits · 17 pts

Severity	File	Line	Context
LOW	test/subset/subset_test_suite.py	123	CODE
LOW	test/shape/hb_test_tools.py	79	CODE
LOW	test/shape/hb_test_tools.py	135	CODE
LOW	test/shape/hb_test_tools.py	225	CODE
LOW	test/shape/hb_test_tools.py	347	CODE
LOW	test/shape/hb_test_tools.py	444	CODE
LOW	test/fuzzing/decode-seed.py	115	CODE
LOW	test/fuzzing/record-subset-test.py	173	CODE
LOW	src/justify.py	164	CODE
LOW	src/gen-arabic-table.py	150	CODE
LOW	src/gen-tag-table.py	1419	CODE
LOW	src/gen-tag-table.py	414	CODE
LOW	src/gen-tag-table.py	478	CODE
LOW	src/gen-tag-table.py	527	CODE
LOW	src/gen-tag-table.py	625	CODE
LOW	src/gen-vowel-constraints.py	92	CODE
LOW	src/gen-vowel-constraints.py	134	CODE

Hyper-Verbose Identifiers17 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	test/subset/run-tests.py	191	def open_subset_batch_process():	CODE
LOW	test/shape/hb_test_tools.py	293	def filter_printer_function_no_newline (filter_callback):	CODE
LOW	test/shape/hb_test_tools.py	347	def filter_multiple_strings_or_stdin (callback, mnemonic, \	CODE
LOW	test/fuzzing/hb_fuzzing_tools.py	102	def emit_pin_all_axes_to_default(ops: bytearray) -> None:	CODE
LOW	test/fuzzing/record-subset-test.py	163	def handle_file_backed_set_option(ops: bytearray, name: str, path: str) -> None:	STRING
LOW	test/vector/run-tests.py	36	def open_vector_batch_process():	CODE
LOW	test/vector/run-tests.py	52	def close_vector_batch_process(vector_process):	CODE
LOW	src/gen-tag-table.py	527	def inherit_from_macrolanguages (self):	CODE
LOW	src/gen-tag-table.py	708	def remove_extra_macrolanguages (self):	CODE
LOW	src/gen-tag-table.py	957	def language_name_intersection_rust (a, b):	CODE
LOW	src/gen-tag-table.py	960	def get_matching_language_name_rust (intersection, candidates):	CODE
LOW	src/gen-tag-table.py	1017	def print_subtag_matches_rust (subtag, new_line):	CODE
LOW	src/gen-tag-table.py	1153	def language_name_intersection (a, b):	CODE
LOW	src/gen-tag-table.py	1167	def get_matching_language_name (intersection, candidates):	CODE
LOW	src/gen-tag-table.py	1419	def verify_disambiguation_dict ():	CODE
LOW	src/hb-unicode.h	354	typedef hb_unicode_combining_class_t (hb_unicode_combining_class_func_t) (hb_unicode_funcs_t ufuncs,	CODE
LOW	src/hb-unicode.h	372	typedef hb_unicode_general_category_t (hb_unicode_general_category_func_t) (hb_unicode_funcs_t ufuncs,	CODE

Unused Imports10 hits · 10 pts

Severity	File	Line	Context
LOW	test/subset/run-repack-tests.py	6	CODE
LOW	test/subset/run-repack-tests.py	8	CODE
LOW	test/subset/run-repack-tests.py	13	CODE
LOW	test/subset/run-tests.py	8	CODE
LOW	test/shape/hb_test_tools.py	4	CODE
LOW	test/shape/data/text-rendering-tests/update.py	3	CODE
LOW	test/shape/data/text-rendering-tests/update.py	3	CODE
LOW	test/fuzzing/decode-seed.py	8	CODE
LOW	util/gpu/gen-default-texts.py	5	CODE
LOW	src/gen-arabic-joining-list.py	10	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	util/gpu/default-text.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuada. Mauris sit amet me	CODE
LOW	util/gpu/default-text.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuada. Mauris sit amet me	CODE
LOW	util/gpu/web/dom.html	26	scene.textContent = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuad	CODE
LOW	util/gpu/web/dom.html	26	scene.textContent = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuad	CODE
LOW	perf/texts/en-paragraph.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuada. Mauris sit amet me	CODE
LOW	perf/texts/en-paragraph.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam tincidunt nibh quis semper malesuada. Mauris sit amet me	CODE

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	test/subset/run-repack-tests.py	80	except Exception as e:	CODE
LOW	test/subset/run-tests.py	130	except Exception as e:	CODE
LOW	test/subset/run-tests.py	139	except Exception as e:	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/usermanual-clusters.xml	262	As mentioned earlier, client programs using HarfBuzz often	CODE

harfbuzz/harfbuzz

Open-Source Code Quality, Security and Technical Debt Review