3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-09-03

Last Push

17.2K

Stars

C++

Language

371.0K

Lines of Code

1.2K

Files

1.4K

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 13.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1326 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 84 finding(s).

PR Review Velocity Impact 19.6/100 · LOW

Which changes need focused human review? 1417 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 99LOW 1318

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 1417 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.

Over-Commented Block1291 hits · 996 pts

Severity	File	Line	Snippet	Context
LOW	version.h	41	#endif	COMMENT
LOW	CMakeLists.txt	41	# ZT_BUILD_ARCHITECTURE (read by one.cpp via version.h).	COMMENT
LOW	selftest.cpp	1	/* This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	selftest.cpp	21	#include "node/Packet.hpp"	COMMENT
LOW	selftest.cpp	41	#include <vector>	COMMENT
LOW	one.cpp	21	#include <time.h>	COMMENT
LOW	one.cpp	41	#include <dirent.h>	COMMENT
LOW	one.cpp	61	#include <linux/capability.h>	COMMENT
LOW	one.cpp	81	#include <algorithm>	COMMENT
LOW	one.cpp	1721		COMMENT
LOW	nonfree/controller/BigTableStatusWriter.cpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/BigTableStatusWriter.cpp	121	const uint64_t keyHash = hasher(row_key);	COMMENT
LOW	nonfree/controller/EmbeddedNetworkController.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/EmbeddedNetworkController.hpp	21	#include <atomic>	COMMENT
LOW	nonfree/controller/CtlUtil.hpp	41	// Prefix every controller log line with the controller (node) ID. A single atomic fprintf;	COMMENT
LOW	nonfree/controller/RedisListener.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/PubSubListener.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/PubSubWriter.cpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/CentralDB.cpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/CentralDB.cpp	21	#include "Redis.hpp"	COMMENT
LOW	nonfree/controller/DB.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/PostgreSQL.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/CentralDB.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/ConnectionPool.hpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/EmbeddedNetworkController.cpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	nonfree/controller/EmbeddedNetworkController.cpp	21	#include <map>	COMMENT
LOW	nonfree/controller/CtlUtil.cpp	21		COMMENT
LOW	nonfree/controller/PubSubListener.cpp	1	/* (c) ZeroTier, Inc.	COMMENT
LOW	include/ZeroTierDebug.h	21	#include <unistd.h>	COMMENT
LOW	include/ZeroTierDebug.h	41	#define ZT_RESET "\x1B[0m"	COMMENT
LOW	include/ZeroTierDebug.h	61	#ifdef __FreeBSD__	COMMENT
LOW	include/ZeroTierDebug.h	81	#endif	COMMENT
LOW	include/ZeroTierOne.h	21	// clang-format off	COMMENT
LOW	include/ZeroTierOne.h	41	#pragma comment(lib, "ZeroTierOne_x64d.lib")	COMMENT
LOW	include/ZeroTierOne.h	281	* Packet characteristics flag: TCP SYN flag	COMMENT
LOW	include/ZeroTierOne.h	301	#define ZT_REMOTE_TRACE_FIELD__LOCAL_PHYADDR "localPhyAddr"	COMMENT
LOW	include/ZeroTierOne.h	321	#define ZT_REMOTE_TRACE_FIELD__CREDENTIAL_TIMESTAMP "credTs"	COMMENT
LOW	include/ZeroTierOne.h	341	#define ZT_REMOTE_TRACE_EVENT__NETWORK_CONFIG_REQUEST_SENT 0x2005	COMMENT
LOW	ext/arm32-neon-salsa2012-asm/salsa2012.h	1	#ifndef ZT_SALSA2012_ARM32NEON_ASM	COMMENT
LOW	ext/hiredis-0.14.1/win32.h	1	#ifndef _WIN32_HELPER_INCLUDE	COMMENT
LOW	ext/hiredis-0.14.1/win32.h	41	#endif	COMMENT
LOW	ext/hiredis-0.14.1/sdsalloc.h	41	#define s_realloc realloc	COMMENT
LOW	ext/hiredis-0.14.1/net.c	41	#include <netinet/tcp.h>	COMMENT
LOW	ext/hiredis-0.14.1/test.c	1	#include "fmacros.h"	COMMENT
LOW	ext/hiredis-0.14.1/test.c	741	}	COMMENT
LOW	ext/hiredis-0.14.1/test.c	761	// __test_callback_flags <<= 8;	COMMENT
LOW	ext/hiredis-0.14.1/test.c	781	// redisFree(c);	COMMENT
LOW	ext/hiredis-0.14.1/test.c	801	//	COMMENT
LOW	ext/hiredis-0.14.1/test.c	821	// redisCommandWithCallback(c,__test_reply_callback,(void*)3,"PING");	COMMENT
LOW	ext/hiredis-0.14.1/fmacros.h	1	#ifndef __HIREDIS_FMACRO_H	COMMENT
LOW	ext/hiredis-0.14.1/read.h	41	* error that occurred. REDIS_ERR_IO means there was an I/O error and you	COMMENT
LOW	ext/hiredis-0.14.1/include/hiredis/win32.h	1	#ifndef _WIN32_HELPER_INCLUDE	COMMENT
LOW	ext/hiredis-0.14.1/include/hiredis/win32.h	41	#endif	COMMENT
LOW	ext/hiredis-0.14.1/include/hiredis/sdsalloc.h	41	#define s_realloc realloc	COMMENT
LOW	ext/hiredis-0.14.1/include/hiredis/fmacros.h	1	#ifndef __HIREDIS_FMACRO_H	COMMENT
LOW	ext/hiredis-0.14.1/include/hiredis/read.h	41	* error that occurred. REDIS_ERR_IO means there was an I/O error and you	COMMENT
LOW	ext/inja/inja.hpp	41	#endif	COMMENT
LOW	ext/inja/inja.hpp	61	#include <sstream>	COMMENT
LOW	ext/inja/inja.hpp	81	// #include "node.hpp"	COMMENT
LOW	ext/inja/inja.hpp	901	#include <string>	COMMENT
1231 more matches not shown…

Decorative Section Separators81 hits · 192 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	273	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	286	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	568	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	570	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	580	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	582	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	6	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	8	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	327	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	334	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	409	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	411	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	487	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	489	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	649	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	651	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	169	# ----------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	178	# --------------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	480	# -------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	529	# ---------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	575	# ----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	598	# --------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	622	# ------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	646	# ------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	679	# -------------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	691	# --------------------------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	712	# ----------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	731	# --------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	740	# ------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	776	# -----------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	789	# -----------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	801	# -----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	812	# ---------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	838	# ---------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	886	# -------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	924	# ------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1014	# --------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1030	# --------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1095	# --------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1147	# -------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1177	# ---------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1207	# -----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1232	# ------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1261	# ----------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1282	# -------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1295	# -----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1308	# ----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1333	# -----------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1350	# ---------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1483	# -----------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1495	# ---------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1512	# ------------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1523	# ---------------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1646	# ----------------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1663	# ---------------------	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1697	# --------------------------	COMMENT
21 more matches not shown…

Self-Referential Comments11 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	ext/libpqxx-7.7.3/tools/template2mak.py	83	# This file is generated automatically by libpqxx's {script} script, and	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	1402	# This file is a library for parsing options in your shell scripts along	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2594	# This function is only a basic sanity check; it will hardly flush out	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2604	# This function implements the same check as func_lalib_p without	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2627	# This function is only a basic sanity check; it will hardly flush out	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2637	# This function is only a basic sanity check; it will hardly flush out	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2662	# This function is only a basic sanity check; it will hardly flush out	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	2802	# Create a libtool object file (analogous to a ".la" file),	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	7570	# Create the object directory.	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	10249	# Create the old-style object.	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	10269	# Create an invalid libtool object if no PIC, so that we don't	COMMENT

AI Slop Vocabulary6 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	331	# Sed substitution that helps us do robust quoting. It backslashifies	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	5319	# Sed substitution that helps us do robust quoting. It backslashifies	COMMENT
MEDIUM	ext/libpqxx-7.7.3/config/ltmain.sh	9271	# This code stresses the "libraries are programs" paradigm to its	COMMENT
MEDIUM	…i-only/include/opentelemetry/trace/span_startoptions.h	45	// more nuanced parent identification:	COMMENT
MEDIUM	…de/opentelemetry/nostd/internal/absl/base/attributes.h	41	// are not defined as such in any file). To utilize the following	COMMENT
MEDIUM	…clude/opentelemetry/nostd/internal/absl/base/options.h	42	// Diamond dependency problems can be avoided if all packages utilize the same	COMMENT

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…rometheus-cpp-lite-1.0/core/include/prometheus/gauge.h	113	/// Example usage:	COMMENT
LOW	…metheus-cpp-lite-1.0/core/include/prometheus/counter.h	98	/// Example usage:	COMMENT
LOW	…ometheus-cpp-lite-1.0/core/include/prometheus/family.h	329	/// Example usage:	COMMENT
LOW	…theus-cpp-lite-1.0/core/include/prometheus/histogram.h	128	/// Example usage:	COMMENT
LOW	…metheus-cpp-lite-1.0/core/include/prometheus/summary.h	128	/// Example usage:	COMMENT
LOW	scripts/bootstrap-deps.sh	19	# Usage:	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	ext/libpqxx-7.7.3/tools/template2mak.py	19	CODE
LOW	ext/libpqxx-7.7.3/tools/template2mak.py	19	CODE
LOW	ext/libpqxx-7.7.3/tools/template2mak.py	19	CODE
LOW	ext/libpqxx-7.7.3/tools/test_all.py	12	CODE
LOW	ext/libpqxx-7.7.3/tools/m4esc.py	10	CODE
LOW	ext/libpqxx-7.7.3/tools/m4esc.py	10	CODE
LOW	ext/libpqxx-7.7.3/tools/m4esc.py	10	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…ubuntu22.04/amd64/include/sw/redis++/connection_pool.h	145	// NOTE: This class is similar to `SafeConnection`.	COMMENT
LOW	…ubuntu22.04/arm64/include/sw/redis++/connection_pool.h	145	// NOTE: This class is similar to `SafeConnection`.	COMMENT
LOW	…redis-plus-plus-1.3.3/src/sw/redis++/connection_pool.h	145	// NOTE: This class is similar to `SafeConnection`.	COMMENT
LOW	…edis-plus-plus-1.3.3/src/sw/redis++/async_connection.h	361	// NOTE: This class is similar to `SafeAsyncConnection`.	COMMENT

Redundant / Tautological Comments7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	623	# Set func_arith_result to the result of evaluating TERMs.	COMMENT
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	647	# Set func_basename_result to FILE with everything up to and including	COMMENT
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	813	# Set func_len_result to the length of STRING. STRING may not	COMMENT
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	1031	# Set func_relative_path_result to the relative path from SRCDIR to DSTDIR.	COMMENT
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	4003	# Check if any of the arguments is a wrapper script.	COMMENT
LOW	ext/libpqxx-7.7.3/config/ltmain.sh	9972	# Loop over the list of objects to be linked.	COMMENT
LOW	pkg/qnap/zerotier/qpkg.cfg	46	# Set value to 1 means to open the QPKG's Web UI inside QTS desktop instead of new window.	COMMENT

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ext/libpqxx-7.7.3/tools/test_all.py	261	except Exception as error:	CODE
LOW	ext/libpqxx-7.7.3/tools/test_all.py	416	except Exception as error:	CODE
LOW	ext/libpqxx-7.7.3/tools/test_all.py	437	except Exception as error:	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…lude/opentelemetry/semconv/incubating/aws_attributes.h	24	href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.html">guardrail</a> helps	CODE

zerotier/ZeroTierOne

Open-Source Code Quality, Security and Technical Debt Review