0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-24

Last Push

33.2K

Stars

Java

Language

440.9K

Lines of Code

5.1K

Files

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 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 40 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 14HIGH 0MEDIUM 0LOW 26

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 40 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.

Hallucination Indicators14 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	…va/me/chanjar/weixin/cp/api/WxCpMessageRouterTest.java	35	router.setMessageDuplicateChecker(new me.chanjar.weixin.common.api.WxMessageInMemoryDuplicateChecker());	CODE
CRITICAL	…ixin/cp/util/crypto/WxCpIntelligentRobotCryptUtil.java	42	byte[] bytes = me.chanjar.weixin.common.util.crypto.PKCS7Encoder.decode(	CODE
CRITICAL	…ring/starter/wxjava/pay/example/WxPayMultiExample.java	180	new com.github.binarywang.wxpay.bean.request.WxPayRefundV3Request();	CODE
CRITICAL	…ring/starter/wxjava/pay/example/WxPayMultiExample.java	187	new com.github.binarywang.wxpay.bean.request.WxPayRefundV3Request.Amount();	CODE
CRITICAL	…t/java/me/chanjar/weixin/mp/api/WxMpBusyRetryTest.java	29	throw new WxErrorException(me.chanjar.weixin.common.error.WxError.builder()	CODE
CRITICAL	…wxpay/service/LegacyEcommerceApiCompatibilityTest.java	38	com.github.binarywang.wxpay.bean.ecommerce.SignatureHeader.builder()	CODE
CRITICAL	…wxpay/service/LegacyEcommerceApiCompatibilityTest.java	45	Assert.assertNotNull(com.github.binarywang.wxpay.bean.ecommerce.SignatureHeader.class.getConstructor(	CODE
CRITICAL	…wxpay/service/LegacyEcommerceApiCompatibilityTest.java	66	new com.github.binarywang.wxpay.bean.ecommerce.SignatureHeader("timestamp-1", "nonce", "signed", "serial-no");	CODE
CRITICAL	…wxpay/service/LegacyEcommerceApiCompatibilityTest.java	68	new com.github.binarywang.wxpay.bean.ecommerce.SignatureHeader("timestamp-2", "nonce", "signed", "serial-no");	CODE
CRITICAL	…n/java/com/github/binarywang/wxpay/util/SignUtils.java	107	return me.chanjar.weixin.common.util.SignUtils.createHmacSha256Sign(toSign.toString(), signKey);	CODE
CRITICAL	…n/java/com/github/binarywang/wxpay/util/SignUtils.java	191	return me.chanjar.weixin.common.util.SignUtils.createHmacSha256Sign(toSign.toString(), signKey);	CODE
CRITICAL	…/com/github/binarywang/wxpay/service/WxPayService.java	137	throw new me.chanjar.weixin.common.error.WxRuntimeException("子类需要实现此方法");	CODE
CRITICAL	…/java/cn/binarywang/wx/miniapp/test/ApiTestModule.java	32	WxMaService wxService = new cn.binarywang.wx.miniapp.api.impl.WxMaServiceImpl();	CODE
CRITICAL	…va/me/chanjar/weixin/qidian/api/WxMpBusyRetryTest.java	28	throw new WxErrorException(me.chanjar.weixin.common.error.WxError.builder()	CODE

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…ixin/cp/tp/service/impl/WxCpTpServiceJoddHttpImpl.java	101	// public WxCpConfigStorage getWxCpConfigStorage() {	COMMENT
LOW	…p/tp/service/impl/WxCpTpServiceHttpComponentsImpl.java	101	// @Override	COMMENT
LOW	…n/java/com/binarywang/wxjava/store/enums/SendTime.java	41	// FOUTEEN_DAY("SendTime_FOUTEEN_DAY", "14天内发货"),	COMMENT
LOW	…narywang/wxjava/store/api/impl/WxStoreServiceImpl.java	21	// * @deprecated 请使用 {@link BaseWxStoreServiceImpl#setConfig(WxStoreConfig) } 替代	COMMENT
LOW	…anjar/weixin/mp/api/impl/WxMpDraftServiceImplTest.java	161		COMMENT
LOW	…arywang/wxpay/bean/payscore/WxPayScoreRequestTest.java	21	.build();	COMMENT
LOW	…/wxpay/bean/payscore/WxPartnerPayScoreRequestTest.java	21	.device(new Device("deviceId","deviceId","212323232"))	COMMENT
LOW	…ay/service/impl/MarketingBusiFavorServiceImplTest.java	201	request.setComment("买价值984元3大罐送价值316元2小罐");	COMMENT
LOW	…ub/binarywang/wxpay/example/NewTransferApiExample.java	341	// 3. 发起单笔转账（默认模式）	COMMENT
LOW	…ang/wxpay/bean/marketing/FavorStocksCreateRequest.java	581	* </pre>	COMMENT
LOW	…ang/wxpay/bean/marketing/FavorStocksCreateRequest.java	601	// @SerializedName(value = "fix_available_time")	COMMENT
LOW	…ang/wxpay/bean/marketing/FavorStocksCreateRequest.java	621	// private Boolean secondDayAvailable;	COMMENT
LOW	…ang/wxpay/bean/marketing/FavorStocksCreateRequest.java	641	// @NoArgsConstructor	COMMENT
LOW	…ang/wxpay/bean/marketing/FavorStocksCreateRequest.java	661	// * 变量名：begin_time	COMMENT
LOW	…ain/java/me/chanjar/weixin/channel/enums/SendTime.java	41	// FOUTEEN_DAY("SendTime_FOUTEEN_DAY", "14天内发货"),	COMMENT
LOW	…me/chanjar/weixin/channel/api/WxChannelVipService.java	21	// String VIP_USER_LIST_URL = "https://api.weixin.qq.com/channels/ec/vip/user/list/get";	COMMENT
LOW	…njar/weixin/channel/api/impl/WxChannelServiceImpl.java	21	// * @deprecated 请使用 {@link BaseWxChannelServiceImpl#setConfig(WxChannelConfig) } 替代	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…in/common/util/http/hc/InputStreamResponseHandler.java	15	public class InputStreamResponseHandler extends AbstractHttpClientResponseHandler<InputStream> {	CODE
LOW	…ixin/common/util/http/hc/ByteArrayResponseHandler.java	14	public class ByteArrayResponseHandler extends AbstractHttpClientResponseHandler<byte[]> {	CODE
LOW	…ar/weixin/common/util/http/hc/Utf8ResponseHandler.java	18	public class Utf8ResponseHandler extends AbstractHttpClientResponseHandler<String> {	CODE
LOW	…r/weixin/common/util/http/hc/BasicResponseHandler.java	10	public class BasicResponseHandler extends BasicHttpClientResponseHandler {	CODE
LOW	…ommon/util/http/apache/InputStreamResponseHandler.java	15	public class InputStreamResponseHandler extends AbstractResponseHandler<InputStream> {	CODE
LOW	…ommon/util/http/apache/ApacheBasicResponseHandler.java	5	public class ApacheBasicResponseHandler extends BasicResponseHandler {	CODE
LOW	…/common/util/http/apache/ByteArrayResponseHandler.java	9	public class ByteArrayResponseHandler extends AbstractResponseHandler<byte[]> {	CODE
LOW	…eixin/common/util/http/apache/Utf8ResponseHandler.java	16	public class Utf8ResponseHandler extends AbstractResponseHandler<String> {	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ava/me/chanjar/weixin/cp/bean/oa/doc/WxCpFormInfo.java	78	@SerializedName("placeholder")	CODE

binarywang/WxJava

Open-Source Code Quality, Security and Technical Debt Review