AI Slop Code Risk Monitor

ithewei/libhv

Name: ithewei/libhv — 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).

🔥 比libevent/libuv/asio更易用的网络库。A c/c++ network library for developing TCP/UDP/SSL/HTTP/WebSocket/MQTT/Redis client/server.

2.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ithewei/libhv, a C project with 7,571 GitHub stars. SynthScan examined 110,758 lines of code across 464 source files, recording 385 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.9 (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.

2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

7.6K

Stars

Language

110.8K

Lines of Code

464

Files

385

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 13.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 381 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 16.2/100 · LOW

Which changes need focused human review? 385 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 383

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 385 distinct pattern matches across 6 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 Block378 hits · 306 pts

Severity	File	Line	Snippet	Context
LOW	hv.h	1	#ifndef HV_H_	COMMENT
LOW	hv.h	21	#include "hversion.h"	COMMENT
LOW	hexport.h	1	#ifndef HV_EXPORT_H_	COMMENT
LOW	hexport.h	21		COMMENT
LOW	hexport.h	41		COMMENT
LOW	hexport.h	61		COMMENT
LOW	hexport.h	81	#define BEGIN_EXTERN_C	COMMENT
LOW	hexport.h	101	struct s	COMMENT
LOW	hexport.h	121	#endif	COMMENT
LOW	misc/win32_getopt.h	61	#define __GETOPT_H__	COMMENT
LOW	misc/win32_getopt.h	81	int optopt = '?'; /* character checked for validity */	COMMENT
LOW	misc/win32_getopt.h	101	/* return values */	COMMENT
LOW	unittest/http_js_redis_test.cpp	1	/*	COMMENT
LOW	unittest/objectpool_test.cpp	1	#include <stdio.h>	COMMENT
LOW	unittest/webbench.c	1	#include <sys/types.h>	COMMENT
LOW	unittest/http_js_ws_test.cpp	1	/*	COMMENT
LOW	unittest/epoll_init_test.c	21	#define epoll_create test_epoll_create	COMMENT
LOW	unittest/http_js_mqtt_test.cpp	1	/*	COMMENT
LOW	unittest/hdns_test.c	21	#include <stdlib.h>	COMMENT
LOW	unittest/sizeof_test.cpp	1	#include <stdio.h>	COMMENT
LOW	ssl/mbedtls.c	1	#include "hssl.h"	COMMENT
LOW	ssl/wintls.c	1	#include "hssl.h"	COMMENT
LOW	ssl/wintls.c	21	#endif	COMMENT
LOW	ssl/wintls.c	41	#endif	COMMENT
LOW	ssl/wintls.c	61	#endif	COMMENT
LOW	ssl/appletls.c	21	support, for instance, require the macOS 10.8 SDK or later. TLS 1.3	COMMENT
LOW	ssl/appletls.c	41	#define CURL_BUILD_MAC_10_11 MAC_OS_X_VERSION_MAX_ALLOWED >= 101100	COMMENT
LOW	ssl/appletls.c	61	#define CURL_BUILD_MAC_10_5 0	COMMENT
LOW	ssl/hssl.h	1	#ifndef HV_SSL_H_	COMMENT
LOW	util/sha1.c	21	#include <string.h>	COMMENT
LOW	redis/RedisSubscriber.cpp	1	#include "RedisSubscriber.h"	COMMENT
LOW	redis/AsyncRedisClient.cpp	1	#include "AsyncRedisClient.h"	COMMENT
LOW	redis/AsyncRedisClient.h	1	#ifndef HV_ASYNC_REDIS_CLIENT_HPP_	COMMENT
LOW	js/hvjs_redis.cpp	1	#ifdef WITH_JS	COMMENT
LOW	js/hvjs_http.cpp	1	#ifdef WITH_JS	COMMENT
LOW	js/hvjs.h	101	// Attach `task` to the loop's per-loop runtime: register it, create its	COMMENT
LOW	js/hvjs.cpp	1	#ifdef WITH_JS	COMMENT
LOW	cpputil/hstring.h	1	#ifndef HV_STRING_H_	COMMENT
LOW	cpputil/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	cpputil/json.hpp	41	// SPDX-License-Identifier: MIT	COMMENT
LOW	cpputil/json.hpp	61	#if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PA	COMMENT
LOW	cpputil/json.hpp	81	#define JSON_USE_LEGACY_DISCARDED_VALUE_COMPARISON 0	COMMENT
LOW	cpputil/json.hpp	161	// __ _____ _____ _____	COMMENT
LOW	cpputil/json.hpp	181	#include <type_traits> // is_arithmetic, is_same, is_enum, underlying_type, is_convertible	COMMENT
LOW	cpputil/json.hpp	201	#endif	COMMENT
LOW	cpputil/json.hpp	221		COMMENT
LOW	cpputil/json.hpp	241	// SPDX-License-Identifier: MIT	COMMENT
LOW	cpputil/json.hpp	341	// SPDX-FileCopyrightText: 2016 - 2021 Evan Nemerson <evan@nemerson.com>	COMMENT
LOW	cpputil/json.hpp	361	#endif	COMMENT
LOW	cpputil/json.hpp	381	#endif	COMMENT
LOW	cpputil/json.hpp	401	#endif	COMMENT
LOW	cpputil/json.hpp	421		COMMENT
LOW	cpputil/json.hpp	441	#define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (_MSC_FULL_VER >= ((major * 1000000) + (minor * 10000) + (	COMMENT
LOW	cpputil/json.hpp	461	#define JSON_HEDLEY_INTEL_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	cpputil/json.hpp	481	#undef JSON_HEDLEY_PGI_VERSION	COMMENT
LOW	cpputil/json.hpp	501	#elif defined(__SUNPRO_C)	COMMENT
LOW	cpputil/json.hpp	521	#if defined(__EMSCRIPTEN__)	COMMENT
LOW	cpputil/json.hpp	541	#endif	COMMENT
LOW	cpputil/json.hpp	561	#endif	COMMENT
LOW	cpputil/json.hpp	581	)	COMMENT
318 more matches not shown…

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	examples/js/sleep.js	19	print("sleep example done");	CODE

Excessive Try-Catch Wrapping3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/consul.py	34	except Exception as e:	CODE
LOW	scripts/consul.py	45	except Exception as e:	CODE
LOW	scripts/consul.py	56	except Exception as e:	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	ssl/wintls.c	95	and certificate file into a pkcs#12 formatted file, For example: OpenSSL pkcs12 -export -out cert.pfx -inkey private	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	ssl/wintls.c	144	#if 0 // just use the system defalut algs	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/shini.sh	281	# Check if final existing section was target one, add it if not	COMMENT