2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-07-09

Last Push

17.1K

Stars

C++

Language

70.6K

Lines of Code

160

Files

307

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 13.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 306 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 19.6/100 · LOW

Which changes need focused human review? 307 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 0MEDIUM 1LOW 306

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 307 distinct pattern matches across 4 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 · 201 pts

Severity	File	Line	Snippet	Context
LOW	include/httplib.h	1	//	COMMENT
LOW	include/httplib.h	21	#ifndef CPPHTTPLIB_KEEPALIVE_MAX_COUNT	COMMENT
LOW	include/httplib.h	41	#ifndef CPPHTTPLIB_WRITE_TIMEOUT_SECOND	COMMENT
LOW	include/httplib.h	61	#ifndef CPPHTTPLIB_REQUEST_URI_MAX_LENGTH	COMMENT
LOW	include/httplib.h	81	#ifndef CPPHTTPLIB_FORM_URL_ENCODED_PAYLOAD_MAX_LENGTH	COMMENT
LOW	include/httplib.h	101	: 0))	COMMENT
LOW	include/httplib.h	121	#ifndef _CRT_SECURE_NO_WARNINGS	COMMENT
LOW	include/httplib.h	141	#endif // _MSC_VER	COMMENT
LOW	include/httplib.h	161	#endif	COMMENT
LOW	include/httplib.h	181	#define NI_MAXHOST 1025	COMMENT
LOW	include/httplib.h	201		COMMENT
LOW	include/httplib.h	221	#include <iostream>	COMMENT
LOW	include/httplib.h	241	// these are defined in wincrypt.h and it breaks compilation if BoringSSL is	COMMENT
LOW	include/httplib.h	261	#include <openssl/evp.h>	COMMENT
LOW	include/jpcre2.hpp	41	* manually. In this case you will have to define `PCRE2_CODE_UNIT_WIDTH` before including `pcre2.h`.	COMMENT
LOW	include/jpcre2.hpp	61	//previous inclusion of pcre2.h will be respected and we won't try to include it twice.	COMMENT
LOW	include/jpcre2.hpp	81	#define JPCRE2_USE_MINIMUM_CXX_17 1	COMMENT
LOW	include/jpcre2.hpp	301	mcontext, replacement, rlength, outputbuffer, outlengthptr);	COMMENT
LOW	include/jpcre2.hpp	361	//~ static Pcre2Type<8>::JitStack *jit_stack_create(PCRE2_SIZE startsize, PCRE2_SIZE maxsize,	COMMENT
LOW	include/jpcre2.hpp	421	PCRE2_SIZE rlength,	COMMENT
LOW	include/jpcre2.hpp	481	//~ Pcre2Type<16>::JitCallback callback_function,	COMMENT
LOW	include/jpcre2.hpp	601	static int set_newline(Pcre2Type<32>::CompileContext *ccontext, uint32_t value){	COMMENT
LOW	include/jpcre2.hpp	621	//~ }	COMMENT
LOW	include/jpcre2.hpp	981	///@param jo pointer to JPCRE2 match option that will be modified.	COMMENT
LOW	include/jpcre2.hpp	1001	///@param x whether to add or remove the modifers.	COMMENT
LOW	include/jpcre2.hpp	1201	//specialization	COMMENT
LOW	include/jpcre2.hpp	1221	///If you want to be specific, then here's the rule:	COMMENT
LOW	include/jpcre2.hpp	1241	#else	COMMENT
LOW	include/jpcre2.hpp	1261	#ifdef JPCRE2_USE_MINIMUM_CXX_11	COMMENT
LOW	include/jpcre2.hpp	1321	///@overload	COMMENT
LOW	include/jpcre2.hpp	1501		COMMENT
LOW	include/jpcre2.hpp	1521	deepMove(rm);	COMMENT
LOW	include/jpcre2.hpp	1601	///@see RegexReplace::getSubject()	COMMENT
LOW	include/jpcre2.hpp	1701	return vec_ntn;	COMMENT
LOW	include/jpcre2.hpp	1721	vec_num = v;	COMMENT
LOW	include/jpcre2.hpp	1861	///Set the match context.	COMMENT
LOW	include/jpcre2.hpp	1881	///User will be responsible for freeing the memory of the match data block.	COMMENT
LOW	include/jpcre2.hpp	1901	/// You can get the message with RegexMatch::getErrorMessage() function.	COMMENT
LOW	include/jpcre2.hpp	1921	jpcre2_match_opts = x ? jpcre2_match_opts \| opt : jpcre2_match_opts & ~opt;	COMMENT
LOW	include/jpcre2.hpp	1941	/// @see Regex::addModifier()	COMMENT
LOW	include/jpcre2.hpp	1981	///If you are using lambda function with capture, you must use the `std::function` approach.	COMMENT
LOW	include/jpcre2.hpp	2001	/// //Examples with lambda (>=C++11)	COMMENT
LOW	include/jpcre2.hpp	2021	///This class does not allow object instantiation.	COMMENT
LOW	include/jpcre2.hpp	2041	///a MatchEvaluator object with its default constructor:	COMMENT
LOW	include/jpcre2.hpp	2061	#endif	COMMENT
LOW	include/jpcre2.hpp	2081	///	COMMENT
LOW	include/jpcre2.hpp	2101	/// In such cases, previous Match data can not be used to perform a new replacment operation with this second callba	COMMENT
LOW	include/jpcre2.hpp	2121	/// //In above, nreplace() populates jp::NumSub and jp::MapNtn with match data.	COMMENT
LOW	include/jpcre2.hpp	2161	typename MatchEvaluatorCallback<void, MapNas const &, void>::Callback callback2;	COMMENT
LOW	include/jpcre2.hpp	2281	/// .nreplace();	COMMENT
LOW	include/jpcre2.hpp	2441		COMMENT
LOW	include/jpcre2.hpp	2461	callback1 = mef;	COMMENT
LOW	include/jpcre2.hpp	2481	///@param mef Callback function.	COMMENT
LOW	include/jpcre2.hpp	2501	///```cpp	COMMENT
LOW	include/jpcre2.hpp	2521	///```cpp	COMMENT
LOW	include/jpcre2.hpp	2541	///@overload	COMMENT
LOW	include/jpcre2.hpp	2561	return *this;	COMMENT
LOW	include/jpcre2.hpp	2581	callback6 = mef;	COMMENT
LOW	include/jpcre2.hpp	2761	///If buffer size proves to be enough to fit the resultant string	COMMENT
LOW	include/jpcre2.hpp	2841	///It uses the `MatchEvaluatorCallback` function that was set with a constructor or `MatchEvaluator::setCallback	COMMENT
244 more matches not shown…

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	include/jpcre2.hpp	2179	// Also, this approach proved to be more readable and robust.	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update_rules.py	84	except Exception as e:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update_rules.py	45		CODE

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Open-Source Code Quality, Security and Technical Debt Review