1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.1K

Stars

Language

577.6K

Lines of Code

754

Files

434

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 3.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 346 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 82 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 434 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 23MEDIUM 54LOW 357

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 434 distinct pattern matches across 16 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 Block304 hits · 302 pts

Severity	File	Line	Snippet	Context
LOW	inc/utype.h	41	#define UNICODE_VERSION "17.0.0"	COMMENT
LOW	inc/utype.h	101	#undef islower	COMMENT
LOW	inc/utype.h	121	#undef ishexdigit	COMMENT
LOW	inc/utype.h	141	#define iscombining(ch) ff_unicode_iscombining((ch))	COMMENT
LOW	inc/gwwiconv.h	41	# if _LIBICONV_VERSION >= 0x10B	COMMENT
LOW	inc/gwidget.h	121	#define gwwv_choose_multiple GWidgetChoicesBM8	COMMENT
LOW	inc/gkeysym.h	1	#ifndef FONTFORGE_GKEYSYM_H	COMMENT
LOW	inc/gkeysym.h	21	#define GK_Escape GDK_KEY_Escape	COMMENT
LOW	inc/gkeysym.h	41	#define GK_KP_Home GDK_KEY_KP_Home	COMMENT
LOW	inc/gkeysym.h	61	#define GK_F9 GDK_KEY_F9	COMMENT
LOW	inc/gkeysym.h	81	#define GK_F20 GDK_KEY_F20	COMMENT
LOW	inc/gkeysym.h	101	#define GK_F30 GDK_KEY_F30	COMMENT
LOW	inc/gkeysym.h	121	#define GK_Meta_L GDK_KEY_Meta_L	COMMENT
LOW	inc/gfile.h	41	#ifdef _MSC_VER	COMMENT
LOW	inc/basics.h	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	inc/basics.h	41		COMMENT
LOW	inc/basics.h	61		COMMENT
LOW	inc/basics.h	141	// This is for GNU Hurd, not GCC.	COMMENT
LOW	inc/gprogress.h	61		COMMENT
LOW	inc/ffunistd.h	41	#include <direct.h>	COMMENT
LOW	inc/ffunistd.h	61	#endif	COMMENT
LOW	inc/carbon.h	1	#ifndef FONTFORGE_CARBON_H	COMMENT
LOW	inc/intl.h	41	# endif	COMMENT
LOW	inc/ffglib.h	21		COMMENT
LOW	inc/ffglib.h	41		COMMENT
LOW	inc/ffgdk.h	41	#include <gtk/gtk.h>	COMMENT
LOW	fontforgeexe/displayfonts.c	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	fontforgeexe/displayfonts.c	81	#define CID_lpr 1002	COMMENT
LOW	fontforgeexe/displayfonts.c	561	if ( fv->b.selected[i] && (gid=fv->b.map->map[i])!=-1 &&	COMMENT
LOW	fontforgeexe/displayfonts.c	581	#define CID_SizeLab 2003	COMMENT
LOW	fontforgeexe/tilepath.c	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	fontforgeexe/problems.cpp	41		COMMENT
LOW	fontforgeexe/problems.cpp	101	struct mlrpl *mlt;	COMMENT
LOW	fontforgeexe/problems.cpp	121	#define CID_HintNoPt 1007	COMMENT
LOW	fontforgeexe/problems.cpp	141	#define CID_TooManyHints 1035	COMMENT
LOW	fontforgeexe/startui.c	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	fontforgeexe/startui.c	41	#include "lookups.h"	COMMENT
LOW	fontforgeexe/startui.c	61	#else	COMMENT
LOW	fontforgeexe/prefs.c	21	* SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,	COMMENT
LOW	fontforgeexe/prefs.c	41	#include "plugin.h"	COMMENT
LOW	fontforgeexe/cursors.c	321	0x20, 0x49, 0x92, 0x20, 0x49, 0x92, 0xe0, 0xff, 0xff, 0x00, 0x00, 0x00};	COMMENT
LOW	fontforgeexe/cursors.c	401	#define rotate3dcur_width 16	COMMENT
LOW	fontforgeexe/cursors.c	461	#define rectcur_height 8	COMMENT
LOW	fontforgeexe/cursors.c	521	#define shift_x_hot 7	COMMENT
LOW	fontforgeexe/mv_mids.h	21	/* Display options */	COMMENT
LOW	fontforgeexe/mv_mids.h	41	#define MV_MID_AnchorPairs 3019	COMMENT
LOW	fontforgeexe/mv_mids.h	81		COMMENT
LOW	fontforgeexe/mv_mids.h	101	#define MV_MID_BuildComposite 3112	COMMENT
LOW	fontforgeexe/mv_mids.h	121	#define MV_MID_Thirds 3151	COMMENT
LOW	fontforgeexe/math.c	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	fontforgeexe/effectsui.c	21	* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;	COMMENT
LOW	fontforgeexe/transform.c	41	void *userdata;	COMMENT
LOW	fontforgeexe/transform.c	61	#define CID_Angle 1004	COMMENT
LOW	fontforgeexe/charinfo.c	21	* SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,	COMMENT
LOW	fontforgeexe/charinfo.c	81	#define CID_ComponentTextField 1008	COMMENT
LOW	fontforgeexe/charinfo.c	101	#define CID_AccentDevTab 1025	COMMENT
LOW	fontforgeexe/charinfo.c	121	#define CID_MergeResults 1115	COMMENT
LOW	fontforgeexe/scstylesui.c	341	#define CID_Feature 1001	COMMENT
LOW	fontforgeexe/scstylesui.c	361	#define CID_LSBPercent 1026	COMMENT
LOW	fontforgeexe/scstylesui.c	1821	#define CID_Custom 1005	COMMENT
244 more matches not shown…

Decorative Section Separators47 hits · 94 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	99	# ============================================================================	COMMENT
MEDIUM	pyproject.toml	101	# ============================================================================	COMMENT
MEDIUM	Unicode/makeutype.py	188	# --------------------------------------------------------------------	COMMENT
MEDIUM	Unicode/makeutype.py	331	# --------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test926.py	76	# ----------------------	COMMENT
MEDIUM⚡	tests/test926.py	78	# ----------------------	COMMENT
MEDIUM	tests/test926.py	166	# ------------	COMMENT
MEDIUM	tests/test926.py	522	# ----------------------	COMMENT
MEDIUM	tests/test926.py	524	# ----------------------	COMMENT
MEDIUM	tests/test926.py	569	# -------------	COMMENT
MEDIUM	tests/test926.py	571	# -------------	COMMENT
MEDIUM	tests/test926.py	1744	# ----------------	COMMENT
MEDIUM	tests/test926.py	1746	# ----------------	COMMENT
MEDIUM	tests/test926.py	1804	# -------------------------	COMMENT
MEDIUM	tests/test926.py	1806	# -------------------------	COMMENT
MEDIUM⚡	tests/test926.py	86	# ----------	STRING
MEDIUM⚡	tests/test926.py	88	# ----------	STRING
MEDIUM	tests/test926.py	120	# --------------	STRING
MEDIUM	tests/test926.py	122	# --------------	STRING
MEDIUM	tests/test926.py	768	# -------------	STRING
MEDIUM	tests/test926.py	770	# -------------	STRING
MEDIUM	tests/test926.py	903	# ----------------------	STRING
MEDIUM	tests/test926.py	905	# ----------------------	STRING
MEDIUM	tests/test926.py	1205	# -----------------	STRING
MEDIUM	tests/test926.py	1207	# -----------------	STRING
MEDIUM	tests/test926.py	1248	# ----------------	STRING
MEDIUM	tests/test926.py	1250	# ----------------	STRING
MEDIUM	tests/test926.py	1899	# ------------------	STRING
MEDIUM	tests/test926.py	1901	# ------------------	STRING
MEDIUM	tests/test926.py	1953	# ---------------------------------	STRING
MEDIUM	tests/test926.py	1955	# ---------------------------------	STRING
MEDIUM	tests/test926.py	2575	# ------------------	STRING
MEDIUM	tests/test926.py	2577	# ------------------	STRING
MEDIUM	tests/test926.py	2629	# -----------------------	STRING
MEDIUM	tests/test926.py	2631	# -----------------------	STRING
MEDIUM	tests/test926.py	2650	# ---------------	STRING
MEDIUM	tests/test926.py	2652	# ---------------	STRING
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	2	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	4	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	88	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	90	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	131	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	133	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	166	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	168	# ========================================================	COMMENT
MEDIUM	pycontrib/GlyphAlignment/GlyphAlignment.py	209	# ========================================================	COMMENT
MEDIUM	.github/workflows/scripts/ffosxbuild.sh	111	# ---------------------------------------------------------------------------	COMMENT

Empty Error Handlers10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test931.py	83	except:	CODE
HIGH	tests/test931.py	90	except:	CODE
HIGH	tests/test931.py	97	except:	CODE
HIGH	tests/test931.py	113	except:	CODE
HIGH	tests/test931.py	121	except:	CODE
HIGH	tests/test931.py	150	except:	CODE
HIGH	tests/test0004.py	15	except TypeError:	CODE
HIGH	tests/test930.py	145	except TypeError:	CODE
HIGH	tests/test930.py	152	except TypeError:	CODE
HIGH	tests/test930.py	213	except:	CODE

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	pycontrib/FontCompare/setup.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/BitmapHandler.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/__init__.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/FontCompare.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/DocCompare.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/main_ui.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/mockify.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/fc/GlyphConsistency.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING
HIGH	pycontrib/FontCompare/unittests/unittests.py	copyright (c) 2013 mayank jha <mayank25080562@gmail.com> this library is free software; you can redistribute it and/or m	STRING

Self-Referential Comments6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_font_hooks.py	8	# Create a new font. We expect to find the dummy character which was created	COMMENT
MEDIUM	tests/test_bitmap_export.py	59	# Create a descriptive filename with font type label	COMMENT
MEDIUM	tests/test1006.py	22	# Create a glyph for the 'x' letter, so that math->AccentBaseHeight is nonzero.	COMMENT
MEDIUM	tests/test1006.py	39	# Create a glyph for the '+' letter, so that math->AxisHeight is nonzero.	COMMENT
MEDIUM	tests/test_export.py	1	# Create a font with one glyph and another glyph referencing it, export the	COMMENT
MEDIUM	po/toengb.c	152	fprintf( output, "# This file is distributed under the same license as the FontForge package.\n" );	CODE

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	Unicode/makeutype.py	707	fprint(" if (ch >= 0x600 && ch <= 0x6ff) {")	CODE
HIGH	Unicode/makeutype.py	913	fprint(" if (ch >= 0xAC00 && ch <= 0xD7A3) {")	CODE
HIGH	Unicode/makeutype.py	931	range_cond = "ch >= 0x%X && ch <= 0x%X" % (start, end)	CODE

Deep Nesting17 hits · 14 pts

Severity	File	Line	Context
LOW	Unicode/makeutype.py	335	CODE
LOW	Unicode/makeutype.py	714	CODE
LOW	Unicode/makeutype.py	198	CODE
LOW	Unicode/data/makeutypedata.py	20	CODE
LOW	tests/test_bitmap_export.py	122	CODE
LOW	tests/test926.py	639	CODE
LOW	tests/test926.py	1013	CODE
LOW	tests/test926.py	1453	CODE
LOW	tests/test926.py	1566	CODE
LOW	tests/test926.py	1651	CODE
LOW	tests/test926.py	2043	CODE
LOW	tests/test926.py	2173	CODE
LOW	pycontrib/GlyphAlignment/GlyphAlignment.py	91	CODE
LOW	po/fix_newlines.py	4	CODE
LOW	doc/sphinx/_extensions/flex_grid.py	72	CODE
LOW	doc/sphinx/_extensions/flex_grid.py	139	CODE
LOW	doc/sphinx/_extensions/fontforge_scripting_domain.py	247	CODE

Unused Imports13 hits · 12 pts

Severity	File	Line	Context
LOW	Unicode/makeutype.py	14	CODE
LOW	tests/test1010.py	3	CODE
LOW	tests/test0004.py	3	CODE
LOW	tests/test934.py	5	CODE
LOW	tests/test_generate.py	3	CODE
LOW	tests/test_generate.py	3	CODE
LOW	tests/test_generate.py	3	CODE
LOW	tests/test932.py	3	CODE
LOW	tests/pyhook_smoketest.py	2	CODE
LOW	tests/pyhook_smoketest.py	5	CODE
LOW	tests/test926.py	67	CODE
LOW	_build_meta/version_provider.py	4	CODE
LOW	doc/sphinx/_extensions/flex_grid.py	35	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_math_device_table.py	28	# Set table to None	COMMENT
LOW	tests/test_math_device_table.py	34	# Set element to None	COMMENT
LOW	contrib/setup_mac_deps.sh	23	# Check if running on macOS	COMMENT
LOW	po/fix_newlines.py	30	# Check if msgid ends with a newline	COMMENT
LOW	po/crowdin_id_update.sh	3	# Check if a file is provided as an argument	COMMENT
LOW	po/crowdin_id_update.sh	9	# Read the file line by line	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	gdraw/ggdkdraw.c	1088	// I've added autopaint cleanups before such calls, so this should	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	Unicode/data/makeutypedata.py	20	def map_canonical_combining_class(ccc: int) -> Pose:	CODE
LOW	tests/test_bitmap_export.py	25	def _make_deterministic_environment() -> None:	CODE
LOW	tests/test_bitmap_export.py	81	def _assert_identical_outputs(generated_files: list[str], refs_dir: str) -> None:	CODE
LOW	tests/test926.py	2457	function testResultToggleButtonHit(buttonID, className) {	CODE
LOW	pycontrib/FontCompare/fc/GlyphConsistency.py	63	def glyph_basicset_consistency(self, font, range_tuple):	CODE
LOW	pycontrib/GlyphAlignment/GlyphAlignment.py	15	def parse_and_apply_transform(glyph, command_str):	CODE

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_bitmap_export.py	72	except Exception as e:	CODE
LOW	tests/test_contextual_multirule.py	95	except Exception:	CODE
LOW	tests/test_style_set_names.py	91	except Exception:	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test926.py	46	# or publicity pertaining to the work without specific, written prior	COMMENT

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	_build_meta/version_provider.py	13	__all__ = ["dynamic_metadata"]	CODE
LOW	pycontrib/FontCompare/fc/__init__.py	33	__all__ = ["FontCompare", "GlyhCompare","GlyphConsistency", \	CODE
LOW	doc/sphinx/_extensions/fontforge_scripting_domain.py	35	logger = logging.getLogger(__name__)	CODE

AI Structural Patterns4 hits · 2 pts

Severity	File	Line	Context
LOW	tests/test926.py	535	CODE
LOW	tests/test926.py	1853	CODE
LOW	tests/test926.py	1860	CODE
LOW	tests/test926.py	2627	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	po/fix_newlines.py	47	# Example usage	COMMENT

fontforge/fontforge

Open-Source Code Quality, Security and Technical Debt Review