AI Slop Code Risk Monitor

allinurl/goaccess

Name: allinurl/goaccess — C Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in *nix systems or through your browser.

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for allinurl/goaccess, a C project with 21,103 GitHub stars. SynthScan examined 55,234 lines of code across 111 source files, recording 48 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.0 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

21.1K

Stars

Language

55.2K

Lines of Code

111

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 5.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 48 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 4.9/100 · LOW

Which changes need focused human review? 48 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 1LOW 46

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 48 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 Block45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	README.md	201		COMMENT
LOW	src/json.c	41	#include <time.h>	COMMENT
LOW	src/gholder.c	41	#include "error.h"	COMMENT
LOW	src/util.c	41	#include <stdio.h>	COMMENT
LOW	src/ui.h	21	#include <ncurses.h>	COMMENT
LOW	src/ui.h	41	#define SPIN_LBL 256	COMMENT
LOW	src/ui.h	61	#define GENER_ID "general"	COMMENT
LOW	src/ui.h	81	#define OVERALL_STATIC "unique_static_files"	COMMENT
LOW	src/ui.h	101	#define SCHEME_MENU_H 4	COMMENT
LOW	src/ui.h	121	#define HELP_MENU_HEIGHT 12	COMMENT
LOW	src/persistence.c	41	#include "persistence.h"	COMMENT
LOW	src/websocket.h	41	#include <time.h>	COMMENT
LOW	src/websocket.h	61	#else	COMMENT
LOW	src/websocket.h	81	# endif	COMMENT
LOW	src/websocket.h	101		COMMENT
LOW	src/websocket.h	121	#define WS_PAYLOAD_EXT64 127	COMMENT
LOW	src/tpl.h	21	SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.	COMMENT
LOW	src/tpl.h	41	#if defined __cplusplus	COMMENT
LOW	src/tpl.h	61	#define TPL_MEM (1 << 1)	COMMENT
LOW	src/parser.h	41		COMMENT
LOW	src/pdjson.h	1	#ifndef PDJSON_H	COMMENT
LOW	src/khash.h	141	typedef unsigned long khint64_t;	COMMENT
LOW	src/khash.h	161		COMMENT
LOW	src/khash.h	181	#endif	COMMENT
LOW	src/websocket.c	41	#include <stddef.h>	COMMENT
LOW	src/gdashboard.h	41	/* IMPORTANT: These defines are BASE VALUES used for calculation.	COMMENT
LOW	src/ui.c	41	#define _DEFAULT_SOURCE	COMMENT
LOW	src/goaccess.c	41	#if HAVE_CONFIG_H	COMMENT
LOW	src/goaccess.c	61	#include "gkhash.h"	COMMENT
LOW	src/commons.h	41	/* Remove the __attribute__ stuff when the compiler is not GCC. */	COMMENT
LOW	src/gstorage.c	41	#include "geoip1.h"	COMMENT
LOW	src/tpl.c	21	SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.	COMMENT
LOW	src/tpl.c	41	#include <fcntl.h> /* for 'open' */	COMMENT
LOW	src/tpl.c	101	#define TPL_TYPE_UINT32 2	COMMENT
LOW	src/parser.c	41		COMMENT
LOW	src/parser.c	61	#include <libgen.h>	COMMENT
LOW	src/labels.h	41	#define gettext_noop(String) String	COMMENT
LOW	src/labels.h	61	#define T_DASH _( "Dashboard")	COMMENT
LOW	src/labels.h	81	#define T_VALID _( "Valid Requests")	COMMENT
LOW	src/pdjson.c	1	/**	COMMENT
LOW	src/output.c	41		COMMENT
LOW	src/gdns.c	41	#include <netinet/in.h>	COMMENT
LOW	src/options.c	41	#include <errno.h>	COMMENT
LOW	src/wsauth.c	41		COMMENT
LOW	src/win/mman.h	1	#ifndef _MMAN_H_	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/win/mman.h	14	#define MAP_FIXED 0x0010 /* map addr must be exactly as requested */	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/deb-packaging.yml	86	# Create an artifacts directory	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	resources/js/charts.js	31	function setMapFullscreenControlState(control, expanded) {	CODE