0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.9K

Stars

Language

153.1K

Lines of Code

200

Files

109

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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 109 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 109 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 108

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 109 distinct pattern matches across 2 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 Block108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	wrapper/src/wrapper.cpp	1		COMMENT
LOW	wrapper/src/wrapper.cpp	21	#include "llvm/IR/Function.h"	COMMENT
LOW	resources/examples/project_all_settings.json	1	{	COMMENT
LOW	resources/examples/project_all_settings.json	21	// Output location, relative to project file.	COMMENT
LOW	resources/examples/nolibc-freebsd/project.json	1	{	COMMENT
LOW	resources/examples/nolibc/project.json	1	{	COMMENT
LOW	resources/examples/nolibc/project.json	21	// Output location, relative to project file.	COMMENT
LOW	resources/examples/dynlib-test/test_multi.c	1	// Regression test: dlopen two independently built C3 dynamic libraries into one	COMMENT
LOW	dependencies/miniz/miniz.c	3061	#endif	COMMENT
LOW	dependencies/miniz/miniz.c	3121	#else	COMMENT
LOW	dependencies/miniz/miniz.c	3141	#define MZ_FILE_STAT_STRUCT _stat	COMMENT
LOW	dependencies/miniz/miniz.c	3161	#define MZ_FILE_STAT_STRUCT stat	COMMENT
LOW	dependencies/miniz/miniz.c	3181	#define MZ_DELETE_FILE remove	COMMENT
LOW	dependencies/miniz/miniz.c	3201	#include <utime.h>	COMMENT
LOW	dependencies/miniz/miniz.c	3221	#define MZ_FCLOSE fclose	COMMENT
LOW	dependencies/miniz/miniz.h	161	callbacks to the zlib and archive API's, and a few stand-alone helper API's which don't provide custom user	COMMENT
LOW	dependencies/miniz/miniz.h	181	#include <time.h>	COMMENT
LOW	dependencies/miniz/miniz.h	201		COMMENT
LOW	dependencies/miniz/miniz.h	221	#if !defined(MINIZ_USE_UNALIGNED_LOADS_AND_STORES)	COMMENT
LOW	dependencies/miniz/miniz.h	461	typedef char charf;	COMMENT
LOW	dependencies/miniz/miniz.h	481	#define Z_BUF_ERROR MZ_BUF_ERROR	COMMENT
LOW	dependencies/miniz/miniz.h	601	#define ZLIB_VER_MINOR MZ_VER_MINOR	COMMENT
LOW	dependencies/miniz/miniz.h	641	#ifdef _MSC_VER	COMMENT
LOW	dependencies/miniz/miniz.h	661	#else	COMMENT
LOW	dependencies/miniz/miniz.h	681	#define MZ_CLEAR_PTR(obj) memset((obj), 0, sizeof(*obj))	COMMENT
LOW	dependencies/xz/standalone.c	1	/* SPDX-License-Identifier: 0BSD */	COMMENT
LOW	dependencies/xz/standalone.c	21	#define memeq(a, b, size) (memcmp(a, b, size) == 0)	COMMENT
LOW	dependencies/xz/standalone.c	81	#ifndef get_le32	COMMENT
LOW	dependencies/xz/standalone.c	101	# ifdef CONFIG_XZ_DEC_POWERPC	COMMENT
LOW	dependencies/xz/standalone.c	121	# endif	COMMENT
LOW	dependencies/xz/standalone.c	141	#endif	COMMENT
LOW	dependencies/xz/standalone.c	181	XZ_EXTERN enum xz_ret xz_dec_lzma2_run(struct xz_dec_lzma2 *s,	COMMENT
LOW	dependencies/xz/standalone.c	201	#define STREAM_HEADER_SIZE 12	COMMENT
LOW	dependencies/xz/standalone.c	221	# include <linux/crc32.h>	COMMENT
LOW	dependencies/xz/standalone.c	241	#define XZ_CHECK_MAX 15	COMMENT
LOW	dependencies/xz/standalone.c	301	#define LEN_HIGH_SYMBOLS (1 << LEN_HIGH_BITS)	COMMENT
LOW	dependencies/xz/standalone.c	381	#define blk0(i) (W[i] = get_be32(&data[4 * i]))	COMMENT
LOW	dependencies/xz/standalone.c	2281	case BCJ_POWERPC:	COMMENT
LOW	dependencies/xz/xz.h	401	* If CRC64 support has been enabled with XZ_USE_CRC64, a CRC64	COMMENT
LOW	dependencies/xz/xz_config.h	1	/* Enable support for concatenated .xz files. */	COMMENT
LOW	scripts/tools/test_distros.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/version.h	1	#define COMPILER_VERSION "0.8.6"	COMMENT
LOW	src/main.c	1	#include "build/build.h"	COMMENT
LOW	src/utils/whereami.c	1	// Copyright (c) 2020 Christoffer Lerno. All rights reserved.	COMMENT
LOW	src/utils/stats.c	1	// Copyright (c) 2026 Christoffer Lerno. All rights reserved.	COMMENT
LOW	src/utils/vmem.c	1	// Copyright (c) 2020 Christoffer Lerno. All rights reserved.	COMMENT
LOW	src/utils/vmem.c	21	#define COMMIT_PAGE_SIZE (MB_SIZE * 4U)	COMMENT
LOW	src/utils/lib.h	1	#pragma once	COMMENT
LOW	src/utils/lib.h	261	#define CALLOC(mem) (printf("calloc at %s %zu\n", __FUNCTION__, (size_t)(mem)), calloc_arena(mem))	COMMENT
LOW	src/utils/common.h	1	#pragma once	COMMENT
LOW	src/utils/common.h	21	#include <limits.h>	COMMENT
LOW	src/utils/common.h	41	#if defined( _WIN32 ) \|\| defined( __WIN32__ ) \|\| defined( _WIN64 )	COMMENT
LOW	src/utils/common.h	61	#ifndef USE_PTHREAD	COMMENT
LOW	src/utils/common.h	81		COMMENT
LOW	src/utils/common.h	101	#define FORMAT_STR	COMMENT
LOW	src/utils/common.h	121	#define FORMAT_STR _Printf_format_string_	COMMENT
LOW	src/utils/common.h	161	##__VA_ARGS__, __func__, __FILE__, __LINE__); } while(0)	COMMENT
LOW	src/utils/http.c	141	#define CURLOPT_URL 10002	COMMENT
LOW	src/utils/file_utils.c	1	// Copyright (c) 2019 Christoffer Lerno. All rights reserved.	COMMENT
LOW	src/utils/file_utils.c	21	#include <dirent.h>	COMMENT
48 more matches not shown…

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/compiler/llvm_codegen_expr.c	5027	// Essentially &(*ptr)[x]	COMMENT

c3lang/c3c

Open-Source Code Quality, Security and Technical Debt Review