3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

8.9K

Stars

C++

Language

20.0K

Lines of Code

177

Files

Pattern Hits

2026-10-31

Scan Date

0.01

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 13.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 57 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.9/100 · LOW

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

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 17.9/100 · LOW

Which changes need focused human review? 74 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 1MEDIUM 0LOW 73

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 74 distinct pattern matches across 5 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 Block47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# vim: et ts=4 sts=4 sw=4 tw=0	COMMENT
LOW	gcovr.cfg	1	# Newer versions of gcovr have strict function merging by default, which	COMMENT
LOW	test/data/legacy_test_real_08.json	1	// Out of 32-bit integer range, switch to double in 32-bit mode. Length the	COMMENT
LOW	test/data/legacy_test_real_09.json	1	// Out of 64-bit integer range, switch to double in all modes. Length the same	COMMENT
LOW	test/data/legacy_test_real_10.json	1	// Out of 32-bit signed integer range, switch to double in all modes. Length	COMMENT
LOW	test/data/legacy_test_real_11.json	1	// Out of 64-bit signed integer range, switch to double in all modes. Length	COMMENT
LOW	include/json/reader.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/version.h	1	#ifndef JSON_VERSION_H_INCLUDED	COMMENT
LOW	include/json/version.h	21	#if !defined(JSONCPP_USE_SECURE_MEMORY)	COMMENT
LOW	include/json/assertions.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/config.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/config.h	21	#endif	COMMENT
LOW	include/json/config.h	41		COMMENT
LOW	include/json/config.h	61	extern JSON_API int msvc_pre1900_c99_snprintf(char* outBuf, size_t size,	COMMENT
LOW	include/json/config.h	81	#elif defined(__GNUC__) // not clang (gcc comes later since clang emulates gcc)	COMMENT
LOW	include/json/value.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/value.h	21	#endif	COMMENT
LOW	include/json/value.h	41		COMMENT
LOW	include/json/value.h	461	/// \post type() is unchanged	COMMENT
LOW	include/json/value.h	481	///@{	COMMENT
LOW	include/json/value.h	641	#ifdef JSONCPP_HAS_STRING_VIEW	COMMENT
LOW	include/json/allocator.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/json.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/writer.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	include/json/writer.h	361		COMMENT
LOW	include/json/json_features.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	devtools/__init__.py	1	# Copyright 2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	devtools/fixeol.py	41	## includes = '*/.py /wscript /wscript_build',	COMMENT
LOW	devtools/fixeol.py	61	## pass	COMMENT
LOW	src/test_lib_json/jsontest.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/test_lib_json/jsontest.cpp	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/test_lib_json/jsontest.cpp	21	#define NOMCX	COMMENT
LOW	src/test_lib_json/jsontest.cpp	41	#define NOCOLOR	COMMENT
LOW	src/test_lib_json/jsontest.cpp	61	#define NOCLIPBOARD	COMMENT
LOW	src/test_lib_json/jsontest.cpp	341	#if defined(_MSC_VER) && defined(_DEBUG)	COMMENT
LOW	src/test_lib_json/fuzz.h	1	// Copyright 2007-2010 The JsonCpp Authors	COMMENT
LOW	src/test_lib_json/fuzz.cpp	1	// Copyright 2007-2019 The JsonCpp Authors	COMMENT
LOW	src/test_lib_json/main.cpp	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/test_lib_json/main.cpp	21	#include <iterator>	COMMENT
LOW	src/test_lib_json/main.cpp	41	#define kuint32max Json::Value::maxUInt	COMMENT
LOW	src/jsontestrunner/main.cpp	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/lib_json/json_writer.cpp	1	// Copyright 2011 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/lib_json/json_reader.cpp	1	// Copyright 2007-2011 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/lib_json/json_reader.cpp	21	#include <memory>	COMMENT
LOW	src/lib_json/json_tool.h	1	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/lib_json/json_value.cpp	1	// Copyright 2011 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	src/lib_json/json_value.cpp	61	// kNull must be word-aligned to avoid crashing on ARM. We use an alignment of	COMMENT

Unused Imports16 hits · 16 pts

Severity	File	Line	Context
LOW	doxybuild.py	3	CODE
LOW	doxybuild.py	4	CODE
LOW	test/rununittests.py	6	CODE
LOW	test/rununittests.py	7	CODE
LOW	test/rununittests.py	8	CODE
LOW	test/rununittests.py	9	CODE
LOW	test/rununittests.py	14	CODE
LOW	test/pyjsontestrunner.py	9	CODE
LOW	test/generate_expected.py	6	CODE
LOW	test/runjsontests.py	6	CODE
LOW	test/runjsontests.py	7	CODE
LOW	test/runjsontests.py	13	CODE
LOW	devtools/antglob.py	8	CODE
LOW	devtools/batchbuild.py	1	CODE
LOW	devtools/fixeol.py	6	CODE
LOW	devtools/licenseupdater.py	3	CODE

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	doxybuild.py	26	CODE
LOW	test/pyjsontestrunner.py	25	CODE
LOW	test/runjsontests.py	69	CODE
LOW	devtools/antglob.py	62	CODE
LOW	devtools/batchbuild.py	111	CODE
LOW	devtools/batchbuild.py	177	CODE
LOW	devtools/tarball.py	12	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	test/runjsontests.py	30	except AttributeError:	CODE

Hyper-Verbose Identifiers3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	devtools/batchbuild.py	89	def _execute_build_subprocess(self, cmd, env, log_path):	CODE
LOW	devtools/batchbuild.py	111	def load_build_variants_from_config(config_path):	CODE
LOW	devtools/licenseupdater.py	46	def update_license_in_source_directories(source_dirs, dry_run, show_diff):	STRING

open-source-parsers/jsoncpp

Open-Source Code Quality, Security and Technical Debt Review