3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.8K

Stars

Java

Language

323.0K

Lines of Code

1.1K

Files

264

Pattern Hits

2026-10-31

Scan Date

0.06

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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 193 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.5/100 · LOW

Are imports declared and package/API names verified? 65 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 15.3/100 · LOW

Which changes need focused human review? 264 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 32HIGH 34MEDIUM 177LOW 21

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 264 distinct pattern matches across 12 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.

Modern AI Meta-Vocabulary177 hits · 444 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-lit-ai-bootcamp/manuscript/luoyang-lit-ai-bootcamp.md	76	## 02、派聪明企业级 RAG 知识库实战	COMMENT
MEDIUM	materials/luoyang-lit-ai-bootcamp/schedule/cur.json	6	"content": "<title id=\"DEB3dfX4lohPbfxR4LhcSfdgn7d\">洛阳理工AI实训 · 两天16节课排课表（每天8节·每节40分钟）</title><p id=\"doxcnd1oTOK	CODE
MEDIUM	materials/luoyang-lit-ai-bootcamp/schedule/hist_32.json	6	"content": "<title id=\"DEB3dfX4lohPbfxR4LhcSfdgn7d\">洛阳理工AI实训 · 两天16节课排课表（每天8节·每节40分钟）</title><p id=\"doxcnd1oTOK	CODE
MEDIUM	…ing_references_tmp/20261019_163939_653823_xrgg5_9i.txt	105	"content": "聚焦 Agent 的定义、工作方式、规划、反思和多 Agent 协作。部分新增题目参考了开源书《深入理解 AI Agent：设计原理与工程实践》（[bojieli/ai-agent-book](htt	CODE
MEDIUM	…ude/skills/ai-article/references/anshui-yin-mianshi.md	221	### 10、RAG 的工作流程了解吗？	COMMENT
MEDIUM	.claude/skills/ai-article/references/deepseek-v4.md	149	## 02、派聪明 RAG 接入 DeepSeek V4	COMMENT
MEDIUM	…kills/ai-article/references/claude-code-grep-vs-rag.md	62	## 02、RAG 检索代码的三个问题	COMMENT
MEDIUM	.claude/skills/ai-article/knowledge/xiaomi-mimo.md	33	- 罗福莉 X 原帖 2026-09-17 凌晨（北京）https://x.com/_LuoFuli/status/2100296686719610932 ：~2B tokens/step，1568 prompts × 16 rollout	CODE
MEDIUM	…ude/skills/ai-article/knowledge/paicli-architecture.md	227	## 十一、代码索引与检索（RAG）	COMMENT
MEDIUM	…/skills/ai-article/knowledge/nvidia-inference-agent.md	50	- 来源：https://developer.nvidia.com/blog/full-stack-optimizations-for-agentic-inference-with-nvidia-dynamo/	CODE
MEDIUM	…/skills/ai-article/knowledge/nvidia-inference-agent.md	55	- 来源：https://developer.nvidia.com/blog/streaming-tokens-and-tools-multi-turn-agentic-harness-support-in-nvidia-dynamo/	CODE
MEDIUM	…/skills/ai-article/knowledge/nvidia-inference-agent.md	75	- 来源：https://developer.nvidia.com/blog/full-stack-optimizations-for-agentic-inference-with-nvidia-dynamo/	CODE
MEDIUM	.claude/skills/ai-article/knowledge/paismart-rag.md	4	# 派聪明 RAG 源码知识库	COMMENT
MEDIUM	.claude/skills/one-minute-remotion/references/motion.md	68	### RAG	COMMENT
MEDIUM	docs/src/sidebar/itwanger/paicli/build-agent-p4-rag.md	28	## 01、RAG 的整体设计	COMMENT
MEDIUM	…bar/itwanger/paicli/paicli-interview-memory-context.md	154	### 04、什么是 RAG	COMMENT
MEDIUM	…bar/itwanger/paicli/paicli-interview-memory-context.md	274	### 09、长上下文模型出来后，RAG 还有必要吗	COMMENT
MEDIUM	…bar/itwanger/paicli/paicli-interview-memory-context.md	393	### 13、RAG 检索效果不好怎么优化	COMMENT
MEDIUM	…debar/itwanger/paicli/paicli-interview-prompt-skill.md	263	## 12、Skill 和 RAG 有什么区别？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/qiuzhi/agent-mianshi.md	278	### Q13：知识库内容更新很快，RAG 系统怎么应对？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/qiuzhi/agent-mianshi.md	292	### Q14：如何提升 RAG 问答的准确度？	COMMENT
MEDIUM	…rc/sidebar/itwanger/ai/agent-mianshi-zijie-compiler.md	52	### 02、RAG 的相关性如何计算？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/rag-mysql-mianshi.md	197	### 08、视频音频怎么做 RAG 检索？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/karpathy-llm-wiki.md	138	## 03、和 RAG 比，真的更好吗？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/paismart-rag-interview.md	35	### 01、RAG 项目，你里边的分片是怎么设计的？然后还有就是内容的解析以及向量化又是怎么做的，然后在检索召回的时候又是怎么做的？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/rag-to-agent-paicli.md	40	## 01、派聪明 RAG 是什么？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/rag-to-agent-paicli.md	93	## 02、给 RAG 加上工具调用	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-agent-xuexiluxian.md	92	### 第三层：数据与检索层——RAG 的主战场	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-agent-xuexiluxian.md	268	### 第二阶段：掌握 RAG + Agent 两大核心模式（6-8 周）	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-agent-xuexiluxian.md	396	### 派聪明（PaiSmart）——RAG 知识库系统	COMMENT
MEDIUM	…/src/sidebar/itwanger/ai/ai-30-gongsi-agent-mianshi.md	128	### 07、目前 RAG 最大的瓶颈是什么？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/agent-mianshi-paicli.md	92	### 03、文件作为事实源，为什么不直接用 RAG / 向量数据库存？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/agent-mianshi-paicli.md	284	### 12、RAG 的具体流程	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/agent-mianshi-paicli.md	298	### 13、Embedding，RAG 如何检索向量？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-mianshi-openclaw.md	92	### 03、什么是 RAG？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-mianshi-openclaw.md	134	### 04、RAG 智能报价系统是在哪个公司做的？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/ai-mianshi-openclaw.md	156	### 05、你在 RAG 项目中担任什么角色？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/glm51-vs-deepseekv4.md	196	### 第二组：RAG 架构全景图	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/glm51-vs-deepseekv4.md	277	## 04、派聪明 RAG 问答	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/agent-mianshi-tengxun-4.md	123	### 04、多模态 RAG 系统怎么设计？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/agent-mianshi-tengxun-4.md	145	### 06、RAG 系统的召回率 85% 怎么计算？测试集怎么构建？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/README.md	246	## RAG 与知识检索	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/embedding-rerank-rag.md	28	## 01、为什么需要 RAG？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/glm5-turbo-pingce.md	142	## 03、派聪明 RAG 前端自动化部署	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/glm5-turbo-pingce.md	242	## 04、派聪明 RAG 邀请码管理	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/anshui-yin-mianshi.md	221	### 10、RAG 的工作流程了解吗？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/paismart-rag-mianshi.md	74	### 02、派聪明 RAG 的流程讲一下？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/paismart-rag-mianshi.md	283	### 10、RAG 遇到较长较多的上下文怎么解决？	COMMENT
MEDIUM	docs/src/sidebar/itwanger/ai/paismart-rag-mianshi.md	324	### 派聪明 RAG 知识库 AI 应用开发 2026-01 ～ 2026-02	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	255	### 80. 什么是 RAG？RAG 的主要流程是什么？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	258	### 81. 什么是 RAG 中的 Rerank？具体需要怎么做？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	264	### 83. RAG 的完整流程是怎么样的？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	267	### 84. 在 RAG 应用中为了优化检索精度，其中的数据清洗和预处理怎么做？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	270	### 85. 什么查询扩展？为什么在 RAG 应用中需要查询扩展？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	273	### 86. 什么自查询？为什么在 RAG 中需要自查询？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	276	### 87. 什么提示压缩？为什么在 RAG 中需要提示压缩？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	279	### 88. 如何进行 RAG 调优后的效果评估？请给出真实应用场景中采用的效果评估标准与方法	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	282	### 89. 什么是 RAG 中的分块？为什么需要分块？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	285	### 90. 在 RAG 中，常见的分块策略有哪些？分别有什么区别？	COMMENT
MEDIUM⚡	docs/src/sidebar/itwanger/ai/ai-large-model-333.md	288	### 91. 在 RAG 中的 Embedding 嵌入是什么？	COMMENT
117 more matches not shown…

Hallucination Indicators32 hits · 385 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/src/sidebar/sanfene/spring.md	2481	2023-06-16 11:06:13,008 [http-nio-8080-exec-3] INFO \|00000000.1686884772947.468581113\|101\|c.g.p.forum.core.mdc.MdcAspect	CODE
CRITICAL	docs/src/sidebar/sanfene/spring.md	3742	int shardIndex = com.xxl.job.core.context.XxlJobHelper.getShardIndex();	CODE
CRITICAL	docs/src/sidebar/sanfene/spring.md	3743	int shardTotal = com.xxl.job.core.context.XxlJobHelper.getShardTotal();	CODE
CRITICAL	docs/src/springboot/swagger.md	171	>Caused by: java.lang.NullPointerException: Cannot invoke "org.springframework.web.servlet.mvc.condition.PatternsRequest	CODE
CRITICAL	docs/src/java8/optional.md	59	at com.cmower.dzone.optional.WithoutOptionalDemo.main(WithoutOptionalDemo.java:24)	CODE
CRITICAL	docs/src/java8/optional.md	276	at com.cmower.dzone.optional.GetOptionalDemo.main(GetOptionalDemo.java:9)	CODE
CRITICAL	docs/src/common-tool/StringUtils.md	115	\tat com.sue.jump.service.test1.UtilTest.main(UtilTest.java:21)	CODE
CRITICAL	docs/src/io/Serializbale.md	99	at com.cmower.java_demo.xuliehua.Test.main(Test.java:21)	CODE
CRITICAL	docs/src/io/Serializbale.md	383	at com.cmower.java_demo.xuliehua1.Test.main(Test.java:27)	CODE
CRITICAL	docs/src/io/Serializbale.md	546	at com.cmower.java_demo.xuliehua1.Test.main(Test.java:27)	CODE
CRITICAL	docs/src/io/Serializbale.md	567	at com.cmower.java_demo.xuliehua1.Test.main(Test.java:27)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	189	at com.fasterxml.jackson.databind.exc.InvalidDefinitionException.from(InvalidDefinitionException.java:67)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	190	at com.fasterxml.jackson.databind.DeserializationContext.reportBadDefinition(DeserializationContext.java:1589)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	191	at com.fasterxml.jackson.databind.DeserializationContext.handleMissingInstantiator(DeserializationContext.java:1055)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	192	at com.fasterxml.jackson.databind.deser.BeanDeserializerBase.deserializeFromObjectUsingNonDefault(BeanDeserializerBase.	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	193	at com.fasterxml.jackson.databind.deser.BeanDeserializer.deserializeFromObject(BeanDeserializer.java:326)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	194	at com.fasterxml.jackson.databind.deser.BeanDeserializer.deserialize(BeanDeserializer.java:159)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	195	at com.fasterxml.jackson.databind.ObjectMapper._readMapAndClose(ObjectMapper.java:4202)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	196	at com.fasterxml.jackson.databind.ObjectMapper.readValue(ObjectMapper.java:3205)	CODE
CRITICAL⚡	docs/src/gongju/jackson.md	197	at com.fasterxml.jackson.databind.ObjectMapper.readValue(ObjectMapper.java:3173)	CODE
CRITICAL	docs/src/oo/interface.md	208	at com.cmower.baeldung.interface1.CloneableTest.clone(CloneableTest.java:6)	CODE
CRITICAL	docs/src/oo/interface.md	209	at com.cmower.baeldung.interface1.CloneableTest.main(CloneableTest.java:11)	CODE
CRITICAL	docs/src/thread/LockSupport.md	104	at java.util.concurrent.locks.LockSupport.park(LockSupport.java:304)	CODE
CRITICAL	docs/src/thread/LockSupport.md	115	at java.util.concurrent.locks.LockSupport.park(LockSupport.java:175)	CODE
CRITICAL	docs/src/exception/try-with-resources.md	91	at com.cmower.dzone.trycatchfinally.MyfinallyOutThrow.close(TryfinallyCustomOutThrow.java:17)	CODE
CRITICAL	docs/src/exception/try-with-resources.md	92	at com.cmower.dzone.trycatchfinally.TryfinallyCustomOutThrow.main(TryfinallyCustomOutThrow.java:10)	CODE
CRITICAL⚡	docs/src/exception/try-with-resources.md	290	at com.cmower.dzone.trycatchfinally.MyResourceOutThrow.out(TrywithresourcesCustomOutThrow.java:20)	CODE
CRITICAL⚡	docs/src/exception/try-with-resources.md	291	at com.cmower.dzone.trycatchfinally.TrywithresourcesCustomOutThrow.main(TrywithresourcesCustomOutThrow.java:6)	CODE
CRITICAL⚡	docs/src/exception/try-with-resources.md	293	at com.cmower.dzone.trycatchfinally.MyResourceOutThrow.close(TrywithresourcesCustomOutThrow.java:16)	CODE
CRITICAL⚡	docs/src/exception/try-with-resources.md	294	at com.cmower.dzone.trycatchfinally.TrywithresourcesCustomOutThrow.main(TrywithresourcesCustomOutThrow.java:5)	CODE
CRITICAL	docs/src/basic-grammar/basic-data-type.md	136	System.out.println("Size of single boolean: " + org.openjdk.jol.info.ClassLayout.parseInstance(singleBoolean).to	CODE
CRITICAL	docs/src/basic-grammar/basic-data-type.md	137	System.out.println("Size of boolean array: " + org.openjdk.jol.info.ClassLayout.parseInstance(booleanArray).toPr	CODE

Cross-Language Confusion29 hits · 184 pts

Severity	File	Line	Snippet	Context
HIGH	output/zhihu-search/zhihu-search/scripts/enum-params.py	43	return JSON.stringify({{ success: true, param: key, values: enums[key] \|\| null }});	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	51	type: item.type \|\| obj.type \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	51	type: item.type \|\| obj.type \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	52	id: obj.id \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	52	id: obj.id \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	53	title: obj.title \|\| obj.name \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	53	title: obj.title \|\| obj.name \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	54	excerpt: obj.excerpt \|\| obj.description \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	54	excerpt: obj.excerpt \|\| obj.description \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	55	url: obj.url \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	55	url: obj.url \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	57	id: obj.author.id \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	57	id: obj.author.id \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	58	name: obj.author.name \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	58	name: obj.author.name \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	59	headline: obj.author.headline \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	59	headline: obj.author.headline \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	60	avatar_url: obj.author.avatar_url \|\| null	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	61	}} : null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	62	upvoted_count: obj.voteup_count \|\| obj.upvoted_count \|\| 0,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	63	comment_count: obj.comment_count \|\| 0,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	64	created_time: obj.created \|\| obj.created_time \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	64	created_time: obj.created \|\| obj.created_time \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	65	updated_time: obj.updated_time \|\| null	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	72	total: data.paging?.totals \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	72	total: data.paging?.totals \|\| null,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	75	has_next: !data.paging?.is_end \|\| false,	CODE
HIGH⚡	output/zhihu-search/zhihu-search/scripts/search.py	76	has_prev: !data.paging?.is_start \|\| false,	CODE
HIGH	output/zhihu-search/zhihu-search/scripts/search.py	32	const url = 'https://www.zhihu.com/api/v4/search_v3?' + params.toString();	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…c/sidebar/itwanger/ai/interviewer-learn-claude-code.md	你是一个任务规划助手。收到用户任务后，先制定执行计划，把大任务拆成小步骤。输出格式： 1. 步骤一：xxx 2. 步骤二：xxx ...	STRING
HIGH	docs/src/sidebar/sanfene/claude-code.md	你是一个任务规划助手。收到用户任务后，先制定执行计划，把大任务拆成小步骤。输出格式： 1. 步骤一：xxx 2. 步骤二：xxx ...	STRING
HIGH	docs/src/sidebar/itwanger/ai/learn-claude-code.md	你是一个任务规划助手。收到用户任务后，先制定执行计划，把大任务拆成小步骤。输出格式： 1. 步骤一：xxx 2. 步骤二：xxx ...	STRING

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ude/skills/one-minute-remotion/assets/huashu/motion.js	81	// freq 3 / decay 6 第一次过冲 ≈37%（砸进来的大字）；2.5 / 9 ≈16%（常规弹入）；2.2 / 10 ≈8%（主词落定）	COMMENT
LOW	…ude/skills/one-minute-remotion/assets/huashu/camera.js	41	if (t <= b.t) { const e = (b.ease \|\| MO.cubicInOut)(MO.seg(t, a.t, b.t));	COMMENT
LOW	docs/src/springboot/readme.md	1	# 二哥的 Spring Boot 进阶之路	COMMENT
LOW	docs/src/array/double-array.md	141	// 5	COMMENT
LOW	docs/src/jvm/asm.md	61	flags: ACC_PUBLIC, ACC_SUPER	COMMENT
LOW	docs/src/jvm/asm.md	81	#19 = Utf8 a	COMMENT
LOW	docs/src/jvm/bytecode.md	101	#9 = Utf8 Code	COMMENT
LOW	docs/src/.vuepress/theme.ts	261	// 在启用之前安装 flowchart.ts	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ude/skills/one-minute-remotion/scripts/start_studio.py	28	except OSError:	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/src/sidebar/itwanger/paicli/paicli-mcp.md	67	"Authorization": "Bearer your_api_key"	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	…/skills/video-cover-image/scripts/render_text_cover.py	93	CODE
LOW	.claude/skills/ai-article/scripts/check_prose.py	263	CODE
LOW	.claude/skills/ai-article/scripts/check_prose.py	382	CODE
LOW	…laude/skills/one-minute-remotion/scripts/one_minute.py	78	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docs/src/sidebar/itwanger/ai/skill-creator-deep-dive.md	650	def load_reference_incremental(ref_path, section=None):	STRING
LOW	docs/src/sidebar/itwanger/ai/claude-code-compaction.md	142	export function getEffectiveContextWindowSize(model: string): number {	CODE
LOW	docs/src/sidebar/sanfene/skills.md	774	def load_reference_incremental(ref_path, section=None):	CODE
LOW	docs/src/.vuepress/config.ts	135	function clearInstallingFallbackTimer() {	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/skills/video-cover-image/scripts/render_text_cover.py	49	except Exception:	CODE
LOW	.claude/skills/ai-article/scripts/check_body_length.py	47	except Exception as e:	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/ai-article/scripts/check_prose.py	4		CODE
LOW	.claude/skills/ai-article/scripts/wording_rules.py	8		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/src/nice-article/weixin/jwtjsonwebtokengjmxj.md	235	{"SSN": "123-45-6789","email": "user@example.com","role": "admin"}	CODE

itwanger/toBeBetterJavaer

Open-Source Code Quality, Security and Technical Debt Review