3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

24.5K

Stars

C++

Language

157.8K

Lines of Code

726

Files

548

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 15.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 521 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 16.3/100 · LOW

Which changes need focused human review? 548 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 2MEDIUM 2LOW 544

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 548 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 Block496 hits · 482 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	61	# simdjson.h/simdjson.cpp, who never run CMake.	COMMENT
LOW	benchmark/benchmarker.h	1	#ifndef __BENCHMARKER_H	COMMENT
LOW	benchmark/benchmarker.h	21	#include <chrono>	COMMENT
LOW	benchmark/benchmarker.h	261	event_collector& collector;	COMMENT
LOW	benchmark/bench_number_accessors.cpp	1	#include <atomic>	COMMENT
LOW	benchmark/benchfeatures.cpp	1	#include <counters/event_counter.h>	COMMENT
LOW	benchmark/benchfeatures.cpp	21	#include <iomanip>	COMMENT
LOW	benchmark/bench_ondemand.cpp	1	#include "simdjson.h"	COMMENT
LOW	benchmark/bench_ondemand.cpp	21	#include <nlohmann/json.hpp>	COMMENT
LOW	benchmark/bench_ondemand.cpp	41		COMMENT
LOW	benchmark/bench_ondemand.cpp	61	#include "distinct_user_id/simdjson_ondemand_json_pointer.h"	COMMENT
LOW	benchmark/bench_ondemand.cpp	81	#if SIMDJSON_COMPETITION_ONDEMAND_SAJSON	COMMENT
LOW	benchmark/bench_ondemand.cpp	101	#if SIMDJSON_COMPETITION_SAX	COMMENT
LOW	benchmark/bench_ondemand.cpp	121	#include "kostya/nlohmann_json.h"	COMMENT
LOW	benchmark/bench_ondemand.cpp	141	#include "large_random/nlohmann_json.h"	COMMENT
LOW	benchmark/distinct_user_id/rapidjson_sax.h	61	#endif // SIMDJSON_COMPETITION_RAPIDJSON	COMMENT
LOW	…ecipe_book_benchmark/benchmark_parsing_recipe_book.cpp	1	#include <cstdio>	COMMENT
LOW	…eflect/twitter_benchmark/benchmark_parsing_twitter.cpp	1	#include <cassert>	COMMENT
LOW	…/twitter_benchmark/benchmark_serialization_twitter.cpp	1	#include <cassert>	COMMENT
LOW	benchmark/static_reflect/serde-benchmark/lib.rs	241	// FFI Overhead Measurement Functions	COMMENT
LOW	…log_benchmark/benchmark_serialization_citm_catalog.cpp	1	#include <cassert>	COMMENT
LOW	…lect/citm_catalog_benchmark/benchmark_parsing_citm.cpp	1	#include <cassert>	COMMENT
LOW	benchmark/partial_tweets/tweet.h	1	#pragma once	COMMENT
LOW	benchmark/dom/perfdiff.cpp	1	#include <cstdio>	COMMENT
LOW	benchmark/dom/parse.cpp	1	#include <counters/event_counter.h>	COMMENT
LOW	benchmark/dom/parse.cpp	21	#include <iostream>	COMMENT
LOW	tools/vendor_fast_float.sh	1	#!/bin/sh	COMMENT
LOW	tools/vendor_fast_float.sh	61	// fast_float's bigint comparison is several times quicker than the	COMMENT
LOW	tools/minify.cpp	1	#include <chrono>	COMMENT
LOW	tools/json2json.cpp	1	#include <iostream>	COMMENT
LOW	include/simdjson.h	41	#include "simdjson/simdjson_version.h"	COMMENT
LOW	include/simdjson.h	61	#include "simdjson/compile_time_json.h"	COMMENT
LOW	include/simdjson/builtin.h	1	#ifndef SIMDJSON_BUILTIN_H	COMMENT
LOW	include/simdjson/builtin.h	21	#elif SIMDJSON_BUILTIN_IMPLEMENTATION_IS(westmere)	COMMENT
LOW	include/simdjson/fallback.h	1	#ifndef SIMDJSON_FALLBACK_H	COMMENT
LOW	include/simdjson/dom.h	1	#ifndef SIMDJSON_DOM_H	COMMENT
LOW	include/simdjson/dom.h	21	#include "simdjson/internal/tape_ref-inl.h"	COMMENT
LOW	include/simdjson/ppc64.h	1	#ifndef SIMDJSON_PPC64_H	COMMENT
LOW	include/simdjson/annotations.h	161	inline constexpr detail::is_empty_t is_empty{};	COMMENT
LOW	include/simdjson/annotations.h	181	// default behaviour is used in that direction.	COMMENT
LOW	include/simdjson/rvv-vls.h	1	#ifndef SIMDJSON_RVV_VLS_H	COMMENT
LOW	include/simdjson/haswell.h	1	#ifndef SIMDJSON_HASWELL_H	COMMENT
LOW	include/simdjson/convert-inl.h	121	#endif // SIMDJSON_SUPPORTS_CONCEPTS	COMMENT
LOW	include/simdjson/icelake.h	1	#ifndef SIMDJSON_ICELAKE_H	COMMENT
LOW	include/simdjson/portability.h	1	#ifndef SIMDJSON_PORTABILITY_H	COMMENT
LOW	include/simdjson/portability.h	41		COMMENT
LOW	include/simdjson/portability.h	61		COMMENT
LOW	include/simdjson/portability.h	81	// We are not using GCC, so we assume that we can support runtime dispatch for LASX.	COMMENT
LOW	include/simdjson/portability.h	101	#elif defined(__PPC__) \|\| defined(_M_PPC)	COMMENT
LOW	include/simdjson/portability.h	121	#define SIMDJSON_STRINGIFY(a,...) SIMDJSON_CAT_IMPLEMENTATION_(a, __VA_ARGS__)	COMMENT
LOW	include/simdjson/portability.h	141	//	COMMENT
LOW	include/simdjson/portability.h	161	#endif // defined(SIMDJSON_IS_X86_64) \|\| defined(SIMDJSON_IS_LSX)	COMMENT
LOW	include/simdjson/portability.h	181	// Lack of compiler optimization may generate high stack usage.	COMMENT
LOW	include/simdjson/portability.h	201	#define simdjson_pure	COMMENT
LOW	include/simdjson/portability.h	221	#define simdjson_strncasecmp _strnicmp	COMMENT
LOW	include/simdjson/portability.h	241	#endif	COMMENT
LOW	include/simdjson/portability.h	261	#elif defined(__MVS__)	COMMENT
LOW	include/simdjson/portability.h	281	#if __BYTE_ORDER__ == __ORDER_LITTLE_ENDIAN__	COMMENT
LOW	include/simdjson/portability.h	301	// On Windows the class is disabled by default and must be explicitly	COMMENT
LOW	include/simdjson/portability.h	321	// simply does not exist -- any attempt to use it fails at compile time	COMMENT
436 more matches not shown…

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_reflection_usage_compilation.sh	322	"name": "John Doe",	CODE
LOW	benchmark/benchmark_reflection_usage_compilation.sh	327	"street": "123 Main St",	CODE
LOW	benchmark/benchmark_reflection_usage_compilation.sh	393	"name": "John Doe",	CODE
LOW	benchmark/benchmark_reflection_usage_compilation.sh	398	"street": "123 Main St",	CODE
LOW	benchmark/accessor_performance/accessor_benchmark.h	16	"street": "123 Main St",	CODE
LOW	tests/ondemand/compile_time_json_path_tests.cpp	47	"name": "John Doe",	CODE
LOW	tests/ondemand/compile_time_json_path_tests.cpp	58	"street": "123 Main St",	CODE
LOW	tests/ondemand/compile_time_json_path_tests.cpp	133	ASSERT_EQUAL(name, "John Doe");	CODE
LOW	tests/ondemand/compile_time_json_path_tests.cpp	178	ASSERT_EQUAL(street, "123 Main St");	CODE
LOW	tests/ondemand/compile_time_json_pointer_tests.cpp	47	"name": "John Doe",	CODE
LOW	tests/ondemand/compile_time_json_pointer_tests.cpp	96	"street": "123 Main St",	CODE
LOW	tests/ondemand/compile_time_json_pointer_tests.cpp	120	ASSERT_EQUAL(name, "John Doe");	CODE
LOW	tests/ondemand/compile_time_json_pointer_tests.cpp	432	ASSERT_EQUAL(street, "123 Main St");	CODE
LOW	tests/ondemand/compile_time_json_pointer_tests.cpp	527	ASSERT_EQUAL(name, "John Doe");	CODE
LOW	tests/builder/static_reflection_comprehensive_tests.cpp	577	Person person{"John Doe", 30, "john@example.com", std::nullopt};	CODE
LOW	tests/builder/static_reflection_comprehensive_tests.cpp	592	ASSERT_EQUAL(name, "John Doe");	CODE
LOW	tests/builder/static_reflection_comprehensive_tests.cpp	598	Person person{"Jane Smith", 25, "jane@example.com", "555-1234"};	CODE
LOW	tests/builder/static_reflection_comprehensive_tests.cpp	617	ASSERT_EQUAL(phone, "555-1234");	CODE
LOW	tests/builder/static_reflection_comprehensive_tests.cpp	672	Company company{"TechCorp", {"123 Main St", "San Francisco", "94105"}, 500};	CODE

Verbosity Indicators7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	42	// Step 1: Serialize to minified JSON	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	49	// Step 2: Reformat with FracturedJson	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	73	// Step 1: Extract fields to minified JSON	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	80	// Step 2: Reformat with FracturedJson	COMMENT
LOW⚡	src/to_chars.cpp	919	// Step 1: Schubfach multiplier calculation.	COMMENT
LOW⚡	src/to_chars.cpp	928	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/to_chars.cpp	958	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	42	// Step 1: Serialize to minified JSON	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	49	// Step 2: Reformat with FracturedJson	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	73	// Step 1: Extract fields to minified JSON	COMMENT
LOW⚡	…lude/simdjson/generic/builder/fractured_json_builder.h	80	// Step 2: Reformat with FracturedJson	COMMENT
LOW⚡	src/to_chars.cpp	919	// Step 1: Schubfach multiplier calculation.	COMMENT
LOW⚡	src/to_chars.cpp	928	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	src/to_chars.cpp	958	// Step 3: Find the significand with the smaller divisor.	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	style/run-clang-format.py	36	CODE
LOW	style/run-clang-format.py	163	CODE
LOW	scripts/detect_nonascii_sourcefiles.py	5	CODE
LOW	singleheader/amalgamate.py	717	CODE
LOW	singleheader/amalgamate.py	375	CODE
LOW	singleheader/amalgamate.py	540	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/release.py	190	print("to issue release, enter \n git commit -a && git push && git tag -a v"+toversionstring(*newversion)+" -m \"versi	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	style/run-clang-format.py	255	except AttributeError:	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/benchmark_reflection_usage_compilation.sh	57	# ───────────────────────────── BOX-PRINT HELPER ────────────────────────────	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	tools/release.py	8	CODE
LOW	style/run-clang-format.py	11	CODE
LOW	style/run-clang-format.py	11	CODE

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	style/run-clang-format.py	97	except Exception as e:	CODE
MEDIUM	style/run-clang-format.py	91	def run_clang_format_diff_wrapper(args, file):	CODE

Hyper-Verbose Identifiers3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	style/run-clang-format.py	91	def run_clang_format_diff_wrapper(args, file):	CODE
LOW	singleheader/amalgamate.py	375	def validate_free_dependency_file(self):	STRING
LOW	singleheader/amalgamate.py	423	def validate_free_dependency_files(self):	STRING

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark_reflection_usage_compilation.sh	167	# Check if we found a working compiler	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	fuzz/ossfuzz.sh	9	# make sure to exit on problems	COMMENT

simdjson/simdjson

Open-Source Code Quality, Security and Technical Debt Review