3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.2K

Stars

Python

Language

418.4K

Lines of Code

452

Files

745

Pattern Hits

2026-10-31

Scan Date

0.04

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 265 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 12.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 463 finding(s).

PR Review Velocity Impact 18.9/100 · LOW

Which changes need focused human review? 745 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 16MEDIUM 466LOW 263

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 745 distinct pattern matches across 13 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.

Decorative Section Separators410 hits · 1030 pts

Severity	File	Line	Snippet	Context
MEDIUM	library/zh/prompting-2.md	1622	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1624	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1637	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1639	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1653	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1655	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1699	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1701	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1724	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1726	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1751	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1753	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1825	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	1827	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2635	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2637	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2653	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2655	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2875	# =============================================================================	COMMENT
MEDIUM	library/zh/prompting-2.md	2877	# =============================================================================	COMMENT
MEDIUM⚡	library/zh/prompting-2.md	5186	# ==========================================================	STRING
MEDIUM⚡	library/zh/prompting-2.md	5188	# ==========================================================	STRING
MEDIUM⚡	library/zh/prompting-2.md	5196	# ==========================================================	STRING
MEDIUM⚡	library/zh/prompting-2.md	5198	# ==========================================================	STRING
MEDIUM⚡	library/zh/prompting-2.md	5200	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	2707	# =============================================================================	STRING
MEDIUM	library/zh/prompting-2.md	2709	# =============================================================================	STRING
MEDIUM	library/zh/prompting-2.md	5146	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5148	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5257	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5259	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5315	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5317	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5361	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5363	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5380	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5382	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5403	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5405	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5434	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5436	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5457	# ==========================================================	STRING
MEDIUM	library/zh/prompting-2.md	5459	# ==========================================================	STRING
MEDIUM	library/zh/lifestyle.md	3289	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle.md	3342	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle.md	3344	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle.md	3967	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle.md	3969	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle.md	5385	# ---------------------------------------------------------------------	COMMENT
MEDIUM	library/zh/lifestyle.md	5408	# ---------------------------------------------------------------------	COMMENT
MEDIUM	library/zh/business.md	262	# ==========================================================	COMMENT
MEDIUM	library/zh/business.md	264	# ==========================================================	COMMENT
MEDIUM⚡	library/zh/business.md	275	# ==========================================================	COMMENT
MEDIUM⚡	library/zh/business.md	276	# ==========================================================	COMMENT
MEDIUM⚡	library/zh/business.md	278	# ==========================================================	COMMENT
MEDIUM	library/zh/business.md	289	# ==========================================================	COMMENT
MEDIUM	library/zh/lifestyle-2.md	957	# =========================================================	COMMENT
MEDIUM	library/zh/lifestyle-2.md	961	# =========================================================	COMMENT
MEDIUM	library/zh/lifestyle-2.md	991	# =========================================================	COMMENT
MEDIUM	library/zh/lifestyle-2.md	1371	# ==========================================================	COMMENT
350 more matches not shown…

Structural Annotation Overuse116 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW⚡	library/en/prompting-2.md	181	### Step 1: Upload the Skill	COMMENT
LOW⚡	library/en/prompting-2.md	186	### Step 2: Ask Claude	COMMENT
LOW⚡	library/en/prompting-2.md	192	### Step 3: Get Expert Guidance	COMMENT
LOW⚡	library/en/prompting-2.md	1145	### Step 1: Read the Overview	COMMENT
LOW⚡	library/en/prompting-2.md	1148	### Step 2: Learn Best Practices	COMMENT
LOW⚡	library/en/prompting-2.md	1151	### Step 3: Explore Examples	COMMENT
LOW⚡	library/en/prompting-2.md	1154	### Step 4: Try It Out	COMMENT
LOW⚡	library/en/prompting-2.md	1157	### Step 5: Troubleshoot	COMMENT
LOW⚡	library/en/prompting-2.md	2397	### Step 1: Identify the Problem	COMMENT
LOW⚡	library/en/prompting-2.md	2402	### Step 2: Analyze the Prompt	COMMENT
LOW⚡	library/en/prompting-2.md	2408	### Step 3: Test Hypotheses	COMMENT
LOW⚡	library/en/prompting-2.md	2414	### Step 4: Implement Fix	COMMENT
LOW⚡	library/en/prompting-2.md	2420	### Step 5: Validate	COMMENT
LOW	library/en/prompting-2.md	5479	### Step 1: Identify Context Grammar	STRING
LOW	library/en/prompting-2.md	5488	### Step 2: Define "Transformation"	STRING
LOW	library/en/prompting-2.md	5499	### Step 3: Construct Decision Question	STRING
LOW	library/en/prompting-2.md	5502	### Step 4: Define Signals	STRING
LOW	library/en/business.md	581	### Step 1: Pre-Analysis & Keyword Tiering (Internal)	COMMENT
LOW	library/en/business.md	603	### Step 2: ATS Normalization & Metadata Layer (The Degradation Loop)	COMMENT
LOW	library/en/business.md	624	### Step 3: Generate Detailed Analysis	COMMENT
LOW	library/en/business.md	636	### Step 4: Executive Summary Synthesis	COMMENT
LOW	library/en/business.md	1109	### Step 1: Pre-Analysis & Keyword Tiering (Internal)	COMMENT
LOW	library/en/business.md	1126	### Step 2: ATS Normalization & Metadata Layer (The Degradation Loop)	COMMENT
LOW	library/en/business.md	1148	### Step 3: Generate Detailed Analysis	COMMENT
LOW	library/en/business.md	1160	### Step 4: Executive Summary Synthesis	COMMENT
LOW⚡	library/en/business.md	4755	## Step 6: Risk Control	STRING
LOW⚡	library/en/business.md	4765	## Step 7: Validation Metrics	STRING
LOW⚡	library/en/business.md	4774	## Step 8: Growth Path	STRING
LOW⚡	library/en/business.md	4782	## Step 9: Accountability Loop (MANDATORY)	STRING
LOW	library/en/business.md	4642	## Step 1: Collect Required Information (MANDATORY)	STRING
LOW	library/en/business.md	4696	## Step 2: Position Analysis	STRING
LOW	library/en/business.md	4710	## Step 3: Action Recommendations (3–5 ONLY)	STRING
LOW	library/en/business.md	4727	## Step 4: Priority Ranking	STRING
LOW	library/en/business.md	4741	## Step 5: Weekly Execution Plan (MANDATORY)	STRING
LOW	library/en/business-2.md	1197	## Step 0: Candidate Priorities	COMMENT
LOW	library/en/business-2.md	1209	## Step 2: Portfolio / Work Samples	COMMENT
LOW	library/en/coding-5.md	2137	## Step 1: Parse Plan & Research Codebase	COMMENT
LOW	library/en/coding-5.md	2146	## Step 2: Generate Implementation File	COMMENT
LOW	library/en/data.md	5233	# Step 0: Standardize disguised missing values	STRING
LOW	library/en/data.md	5237	# Step 1: Generate missing value report	STRING
LOW	library/en/coding-4.md	989	### Step 1: Ingest & Resolve Project Parameters	COMMENT
LOW	library/en/coding-4.md	1010	### Step 2: Establish Architecture & Layout	COMMENT
LOW	library/en/coding-4.md	1188	### Step 1: Ingest & Resolve Project Parameters	COMMENT
LOW	library/en/coding-4.md	1209	### Step 2: Establish Architecture & Layout	COMMENT
LOW	library/en/coding-4.md	1237	### Step 3: Apply Non-Functional Standards	COMMENT
LOW	library/en/coding-4.md	1255	### Step 4: Deliver Complete Artifacts	COMMENT
LOW	library/en/coding.md	1458	## Step 1: Ensure Arcjet Is Set Up	COMMENT
LOW	library/en/coding.md	1462	## Step 2: Add AI Protection Rules	COMMENT
LOW	library/en/coding.md	1502	## Step 3: Compose the protect() Call and Handle Decisions	COMMENT
LOW	library/en/coding.md	1552	## Step 5: Verify	COMMENT
LOW⚡	library/en/coding.md	2335	### Step 1: Analyze	COMMENT
LOW⚡	library/en/coding.md	2340	### Step 2: Justify	COMMENT
LOW⚡	library/en/coding.md	2346	### Step 3: Proposal	COMMENT
LOW⚡	library/en/coding.md	2353	### Step 4: Ask Permission (MANDATORY)	COMMENT
LOW⚡	library/en/coding.md	2359	### Step 5: Implement (Only after approval)	COMMENT
LOW⚡	library/en/coding.md	2365	### Step 6: Verify	COMMENT
LOW	library/en/research.md	4315	### Step 1: Data Collection & Understanding	COMMENT
LOW	library/en/research.md	4320	### Step 2: Structured Analysis	COMMENT
LOW	library/en/research.md	4336	### Step 3: Paper Drafting	COMMENT
LOW	library/en/research.md	4358	### Step 4: Quality Assurance	COMMENT
56 more matches not shown…

Modern AI Meta-Vocabulary47 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	README.md	958	\| [OpenAI Agents SDK for JS/TS](https://github.com/openai/openai-agents-js) \| OpenAI \| Official JavaScript/TypeScrip	CODE
MEDIUM⚡	README.md	962	\| [GitHub Agentic Workflows (gh-aw)](https://github.com/github/gh-aw) \| GitHub \| Security-first agentic workflows fo	CODE
MEDIUM⚡	README.md	967	\| [openai/codex](https://github.com/openai/codex) \| OpenAI \| Lightweight agentic coding CLI — o3/o4-mini powered, ru	CODE
MEDIUM⚡	README.md	1033	- GitHub: [google-agentic-commerce/AP2](https://github.com/google-agentic-commerce/AP2) — Google's Agent Payments Protoc	CODE
MEDIUM⚡	README.md	1034	- GitHub: [Universal-Commerce-Protocol/ucp](https://github.com/Universal-Commerce-Protocol/ucp) — Universal Commerce Pro	CODE
MEDIUM⚡	README.md	1035	- Curated ecosystem map: [bitrefill/awesome-agentic-payments](https://github.com/bitrefill/awesome-agentic-payments) — p	CODE
MEDIUM⚡	README.md	1114	\| [verl](https://github.com/volcengine/verl) \| ![](https://img.shields.io/github/stars/volcengine/verl?style=flat-sq	CODE
MEDIUM⚡	README.md	1116	\| [OpenRLHF](https://github.com/OpenRLHF/OpenRLHF) \| ![](https://img.shields.io/github/stars/OpenRLHF/OpenRLHF?style	CODE
MEDIUM⚡	README.md	1117	\| [TRL](https://github.com/huggingface/trl) \| ![](https://img.shields.io/github/stars/huggingface/trl?style=flat-squ	CODE
MEDIUM⚡	README.md	1118	\| [Slime](https://github.com/THUDM/Slime) \| ![](https://img.shields.io/github/stars/THUDM/Slime?style=flat-square) \|	CODE
MEDIUM⚡	README.md	1121	\| [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) \| ![](https://img.shields.io/github/stars/PrimeIntellect	CODE
MEDIUM⚡	README.md	1122	\| [Agent Lightning](https://github.com/microsoft/agent-lightning) \| ![](https://img.shields.io/github/stars/microsof	CODE
MEDIUM⚡	README.md	1156	\| Anthropic \| [Agentic coding is straining CI: Here's how we scaled test impact analysis at Anthropic](https://claud	CODE
MEDIUM⚡	README.md	1158	\| OpenAI \| [GPT-5.2 Prompting Guide](https://cookbook.openai.com/examples/gpt-5/gpt-5-2_prompting_guide) (Dec 2025)	CODE
MEDIUM⚡	README.md	1168	\| Google \| [Agents Companion Whitepaper](https://www.kaggle.com/whitepaper-agent-companion) (2026) \| Agents — 76-pag	CODE
MEDIUM	README.md	1244	### RAG & Knowledge	COMMENT
MEDIUM	README.md	35	\| [Papers](#papers) \| Foundations, optimization, reasoning, RAG, agents, safety, multimodal \|	CODE
MEDIUM	README.md	593	\| [forge](https://github.com/antoinezambelli/forge) \| ![](https://img.shields.io/github/stars/antoinezambelli/forge?	CODE
MEDIUM	README.md	604	\| [Terminal-Bench](https://github.com/laude-institute/terminal-bench) \| — \| Real-terminal agent benchmark (Stanford/	CODE
MEDIUM	README.md	756	\| Abliteration.ai (commercial) \| Commercial service selling abliterated models; hosted modified GLM-5.3 and others \| [Te	CODE
MEDIUM	README.md	810	\| [SoK: Rethinking Jailbreaking in the Era of Agentic AI (2026)](https://arxiv.org/abs/2609.12413) \| Attack and defense	CODE
MEDIUM	README.md	852	\| [DeepEval](https://github.com/confident-ai/deepeval) \| ![](https://img.shields.io/github/stars/confident-ai/deepev	CODE
MEDIUM	README.md	987	\| [PraisonAI](https://github.com/MervinPraison/PraisonAI) \| Mervin Praison \| Production-ready multi-agent framework	CODE
MEDIUM	README.md	1225	\| [Agentic Code Reasoning (March 2026)](https://arxiv.org/abs/2603.01896) \| Semi-formal reasoning using structured templ	CODE
MEDIUM	README.md	1228	\| [RAGEN-2: Reasoning Collapse in Agentic RL (April 2026)](https://arxiv.org/abs/2604.06268) \| Identifies "template coll	CODE
MEDIUM	README.md	1241	\| [Credit Assignment in Reinforcement Learning for Large Language Models (April 2026)](https://arxiv.org/abs/2604.09459)	CODE
MEDIUM	README.md	1270	\| [From Prompts to Contracts: Harness Engineering for Auditable Enterprise LLM Agents (July 2026)](https://arxiv.org/abs	CODE
MEDIUM	README.md	1310	\| [Attack and Defense Landscape of Agentic AI (2026)](https://arxiv.org/abs/2603.11088) \| Dawn Song (UC Berkeley) et al.	CODE
MEDIUM	README.md	1335	\| [Context Engineering: From Prompts to Corporate Multi-Agent Architecture (2026)](https://arxiv.org/abs/2603.09619) \| D	CODE
MEDIUM	README.md	1352	\| [Agentic Tool Use in Large Language Models (April 2026)](https://arxiv.org/abs/2604.00835) \| Comprehensive framework f	CODE
MEDIUM	README.md	1363	\| [Agent Psychometrics: Task-Level Performance Prediction (April 2026)](https://arxiv.org/abs/2604.00594) \| Shifts evalu	CODE
MEDIUM	README.md	1397	\| [Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence? (April 2026)](https://arxiv.org/abs/26	CODE
MEDIUM	README.md	1451	\| [Awesome-Agentic-Reasoning](https://github.com/weitianxin/Awesome-Agentic-Reasoning) \| Papers and resources on agentic	CODE
MEDIUM	library/zh/coding-2.md	5381	## Cluster guardrails	COMMENT
MEDIUM⚡	library/en/prompting-2.md	8290	# safeguards for hallucination prevention, surgical code edits, architecture	STRING
MEDIUM	library/en/prompting-2.md	8263	# software development. Reduce hallucinations, unnecessary	STRING
MEDIUM⚡	library/en/lifestyle.md	6092	# - Minimum 8K context window recommended	COMMENT
MEDIUM⚡	library/en/lifestyle.md	6098	# - If context window <8K: Summarize prior conversation history.	COMMENT
MEDIUM	library/en/coding-5.md	3655	## Cluster guardrails	COMMENT
MEDIUM⚡	library/en/research.md	2809	# - Fixed hallucination guards by restricting recommendations strictly	COMMENT
MEDIUM	library/en/research.md	2798	# - Strengthened usage-tip hallucination protections.	COMMENT
MEDIUM	library/en/writing.md	2131	## Brand voice guardrails	COMMENT
MEDIUM	library/en/coding-10.md	2801	description: A Claude Code agent skill for Unity game developers. Provides expert-level architectural planning, system d	CODE
MEDIUM	prompts/technical_diagram_engineer.txt	153	\| Async / event \| #6b7280 \| 1.5px \| 4,2 \| Non-blocking, event-driven \|	CODE
MEDIUM	prompts/llm_architect.txt	24	### RAG Implementation	COMMENT
MEDIUM	prompts/llm_architect.txt	94	## RAG Architecture Template	COMMENT
MEDIUM	prompts/agents_best_practices.txt	192	- OpenAI guardrails and human review: https://developers.openai.com/api/docs/guides/agents/guardrails-approvals	CODE

Over-Commented Block85 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	library/zh/prompting-2.md	5141	</details>	COMMENT
LOW	library/zh/prompting-2.md	5161	# 为 LLM 辅助的软件开发建立实用的操作规则。减少幻觉、不必要的复杂度、	COMMENT
LOW	library/zh/prompting-2.md	5181	#	COMMENT
LOW	library/zh/lifestyle.md	3281	sys.exit(main())	COMMENT
LOW	library/zh/lifestyle.md	3301	# 多问题处理及完整示例	COMMENT
LOW	library/zh/lifestyle.md	3321	#	COMMENT
LOW	library/zh/lifestyle.md	5381	# 目标并非判断房东是否不诚实，而是	COMMENT
LOW	library/zh/business.md	261	```text	COMMENT
LOW	library/zh/business.md	4661		COMMENT
LOW	library/zh/lifestyle-2.md	961	# =========================================================	COMMENT
LOW	library/zh/lifestyle-2.md	981	# - 新增追问处理、不责备规则、不泄露提示词规则、长度上限。阶段 1 和 2 仅供内部使用。	COMMENT
LOW	library/zh/lifestyle-2.md	1601		COMMENT
LOW	library/zh/data.md	2121	# df$log_income <- log(df$income + 1)	COMMENT
LOW	library/zh/data.md	2201	# car::vif(fit)	COMMENT
LOW	library/zh/data.md	2221	par(mfrow = c(2, 2))	COMMENT
LOW	library/zh/data.md	2241	# cat("\n=== Confidence Intervals ===\n")	COMMENT
LOW	library/zh/data.md	2401	col = "lightyellow")	COMMENT
LOW	library/zh/data.md	4701	X_test[cat_cols_low_card] = imp_mode.transform(X_test[cat_cols_low_card])	COMMENT
LOW	library/zh/data.md	4721	# ─────────────────────────────────────────────────────────────────	COMMENT
LOW	library/zh/research.md	1341	# 最后更新：2026-10-18	COMMENT
LOW	library/zh/research.md	1361	# - 将工具列表重新定义为经授权的工具目录。	COMMENT
LOW	library/zh/writing.md	4701	</details>	COMMENT
LOW	library/zh/productivity.md	1961	# 作者：Scott Malin, CISSP	COMMENT
LOW	library/zh/productivity.md	4041	# - 非技术岗位同事	COMMENT
LOW	library/zh/productivity.md	4061	# - Perplexity：Pro 模式（在需要实时搜索的同时兼顾同理心时非常有用）	COMMENT
LOW	library/zh/productivity.md	4401	# ============================================================	COMMENT
LOW	library/zh/productivity.md	4421	# 将对阻力的最小化视为风险信号。	COMMENT
LOW	library/zh/games.md	921	# 提示词名称：Question Quality Lab Game	COMMENT
LOW	library/zh/prompting.md	61	```	COMMENT
LOW	library/zh/prompting.md	81	#	COMMENT
LOW	library/zh/prompting.md	101	# 锁定；新增 punycode 相似域名检查。	COMMENT
LOW	library/zh/prompting.md	121	# 邮件的规则、报告结构和测试用例是本项目自己的实现选择。	COMMENT
LOW	library/zh/prompting.md	141	# 4. 对有重大影响的对外操作，要求应用层审批。	COMMENT
LOW	library/en/prompting-2.md	8241		COMMENT
LOW	library/en/prompting-2.md	8261	# PURPOSE:	COMMENT
LOW	library/en/prompting-2.md	8281	# - Strengthened root-cause analysis and surgical changes.	COMMENT
LOW	library/en/lifestyle.md	6041	- fridge_summary has no more than eight short lines.	COMMENT
LOW	library/en/lifestyle.md	6061	# multi-issue handling, and complete examples	COMMENT
LOW	library/en/lifestyle.md	6081	#	COMMENT
LOW	library/en/business.md	381		COMMENT
LOW	library/en/business.md	401	# Author: Scott Malin, CISSP	COMMENT
LOW	library/en/lifestyle-2.md	221	# VERSION: 1.2.2	COMMENT
LOW	library/en/lifestyle-2.md	241	# - Consolidated redundant phases (Phases 2, 3, 7, 16) into streamlined Gap Analysis.	COMMENT
LOW	library/en/lifestyle-2.md	3301	# Author: Scott Malin, CISSP	COMMENT
LOW	library/en/lifestyle-2.md	3321	# - Rebuilt first-turn flow: if content is pasted, analyze now and ask safety questions after. No content = greeting +	COMMENT
LOW	library/en/data.md	1361	# ============================================================	COMMENT
LOW	library/en/data.md	1421	# names(df)[names(df) == "old_name"] <- "new_name"	COMMENT
LOW	library/en/data.md	1521	# ·· 6d. Logistic regression (binary outcome) ··	COMMENT
LOW	library/en/data.md	1541		COMMENT
LOW	library/en/data.md	1681	}	COMMENT
LOW	library/en/data.md	1781	# Model diagnostics	COMMENT
LOW	library/en/data.md	5521	# ─────────────────────────────────────────────────────────────────	COMMENT
LOW	library/en/data.md	5541	# X_test[TARGET_IMP_COL] = X_test[TARGET_IMP_COL].fillna(	COMMENT
LOW	library/en/research.md	2761	<details><summary><b>OSINT Navigator</b></summary>	COMMENT
LOW	library/en/research.md	2781	# CHANGELOG:	COMMENT
LOW	library/en/research.md	2801	# - Added match-confidence indicator.	COMMENT
LOW	library/en/writing.md	5781		COMMENT
LOW	library/en/productivity.md	3101	# Version: 1.5 (Multi-turn optimized, updated recommendations & instructions section)	COMMENT
LOW	library/en/productivity.md	3121	# - Google: Gemini 1.5 Pro or 2.5 series (great context handling and multimodal if screenshots are involved)	COMMENT
LOW	library/en/productivity.md	3821		COMMENT
25 more matches not shown…

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	library/zh/coding-3.md	javascript await page.waitforselector('#element-id', { state: 'visible' });	STRING
HIGH	library/zh/coding-8.md	javascript await page.waitforselector('#element-id', { state: 'visible' });	STRING
HIGH	library/en/coding-10.md	javascript await page.waitforselector('#element-id', { state: 'visible' });	STRING
HIGH	library/zh/coding-3.md	javascript const exists = await page.locator('#element-id').count() > 0;	STRING
HIGH	library/zh/coding-8.md	javascript const exists = await page.locator('#element-id').count() > 0;	STRING
HIGH	library/en/coding-10.md	javascript const exists = await page.locator('#element-id').count() > 0;	STRING
HIGH	library/zh/coding-3.md	javascript try { await page.click('#button'); } catch (error) {\n await page.screenshot({ path: 'error.png' }); throw er	STRING
HIGH	library/zh/coding-8.md	javascript try { await page.click('#button'); } catch (error) {\n await page.screenshot({ path: 'error.png' }); throw er	STRING
HIGH	library/en/coding-10.md	javascript try { await page.click('#button'); } catch (error) {\n await page.screenshot({ path: 'error.png' }); throw er	STRING

Excessive Try-Catch Wrapping33 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	library/zh/lifestyle.md	4913	except Exception:	CODE
MEDIUM	library/zh/lifestyle.md	4897	def num(v, field, row):	CODE
LOW	library/zh/coding-7.md	1098	except Exception as e:	CODE
LOW	library/zh/coding-7.md	1188	except Exception as e:	CODE
LOW	library/zh/finance.md	807	except Exception:	CODE
LOW	library/zh/finance.md	3537	except Exception:	CODE
MEDIUM	library/zh/finance.md	804	def to_cents(amount, rate=Decimal(1)):	CODE
LOW	library/zh/coding.md	1431	except Exception:	CODE
LOW⚡	library/zh/coding.md	1455	except Exception:	CODE
LOW	library/zh/coding-3.md	2144	except Exception as e:	CODE
LOW	library/zh/education.md	4906	except Exception:	CODE
LOW	library/zh/health.md	568	except Exception:	CODE
LOW	library/en/lifestyle.md	4275	except Exception:	CODE
MEDIUM	library/en/lifestyle.md	822	def g(x, what):	CODE
LOW	library/en/finance.md	1450	except Exception:	CODE
LOW	library/en/finance.md	4148	except Exception:	CODE
MEDIUM	library/en/finance.md	1447	def to_cents(amount, rate=Decimal(1)):	CODE
LOW	library/en/coding-6.md	2539	except Exception as e:	CODE
MEDIUM	library/en/coding-6.md	3019	print(f"Error parsing evaluation file {file_path}: {e}")	STRING
MEDIUM	library/en/coding-6.md	3284	print(f"Error: Evaluation file not found: {args.eval_file}")	STRING
MEDIUM	library/en/coding-6.md	3300	print(f"Error: {e}")	STRING
LOW⚡	library/en/coding-6.md	4329	except Exception:	STRING
LOW	library/en/coding-6.md	3018	except Exception as e:	STRING
LOW	library/en/coding-6.md	3062	except Exception as e:	STRING
LOW	library/en/coding-6.md	4305	except Exception:	STRING
LOW	library/en/education.md	2216	except Exception:	CODE
LOW	library/en/health.md	935	except Exception:	CODE
LOW	library/en/coding-8.md	5785	except Exception as e:	CODE
LOW	library/en/coding-8.md	5796	except Exception as e:	CODE
LOW	library/en/coding-8.md	5819	except Exception as e:	CODE
LOW	library/en/coding-8.md	5909	except Exception as e:	CODE
MEDIUM	library/en/coding-8.md	1159	def main(argv):	CODE
MEDIUM	prompts/mobile_app_builder.txt	117	print("Error loading products: \(error)")	CODE

Fake / Example Data24 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	library/zh/coding-5.md	1673	- 无 lorem ipsum 剩余	STRING
LOW	library/zh/data.md	686	"shareholder_name": "John Doe",	STRING
LOW	library/zh/coding-4.md	5088	构建一个可用于生产环境的高端 TVS Motor 数字展厅网站。这是真实的产品,不是演示或样机。使用 React + TypeScript + Vite、Tailwind、Framer Motion、用于 3D 的 React Three	STRING
LOW	library/zh/coding-3.md	1061	"name": string, // 全名（例如 "John Doe"）	CODE
LOW	library/zh/coding-3.md	1983	"name": str, # 全名（例如："John Doe"）	STRING
LOW	library/zh/coding-3.md	2250	return {"id": user_id, "name": "John Doe", "email": "john@example.com"}	CODE
LOW	library/en/data.md	4285	"shareholder_name": "John Doe",	STRING
LOW	library/en/coding-7.md	4167	- No lorem ipsum remaining	STRING
LOW	library/en/coding-7.md	4285	Build a production-ready, premium TVS Motor digital showroom website. This is a real product, not a demo or a mockup. Us	STRING
LOW	library/en/writing.md	3123	"logo", "diagram", "chart", "figure", "untitled", "alt", "alt text", "banner", "placeholder"}	CODE
LOW	library/en/coding-6.md	2644	return {"id": user_id, "name": "John Doe", "email": "john@example.com"}	CODE
LOW	library/en/coding-6.md	1274	"name": string, // Full name (e.g., "John Doe")	STRING
LOW	library/en/coding-6.md	2378	"name": str, # Full name (e.g., "John Doe")	STRING
LOW	library/en/coding-6.md	3968	- Repetitive identical values: All users named "John Doe" or all prices at $10.00 fail to test real-world data diver	STRING
LOW	prompts/structured_output_extractor.txt	64	"name": "Jane Doe",	CODE
LOW	prompts/structured_output_extractor.txt	72	{ "name": "Jane Doe", "notes": "..." } ← "notes" not in schema	CODE
LOW	prompts/structured_output_extractor.txt	113	Output: {"company_name":"Acme Corp","founding_year":1985,"headquarters":"Austin, TX",	CODE
LOW	prompts/vercel_agent_browser_operator.txt	64	agent-browser fill @e5 "user@example.com"	CODE
LOW	prompts/generative_ui_architect.txt	20	- Avoid placeholder text like "Lorem ipsum"; use realistic, context-appropriate copy.	CODE
LOW	prompts/html_anything_publisher.txt	58	≥ 8 px, no emoji decoration, no Lorem ipsum, no placeholder image URLs).	CODE
LOW	prompts/claude_artifacts_prompt.md	63	- Images from the web are not allowed, but you can use placeholder images by specifying the width and height like so <	CODE
LOW	prompts/claude_artifacts_prompt.md	82	- Images from the web are not allowed, but you can use placeholder images by specifying the width and height like so <i	CODE
LOW	prompts/frontend_taste_engineer.txt	117	### Content & Data (The "Jane Doe" Effect)	COMMENT
LOW	prompts/frontend_taste_engineer.txt	118	* NO Generic Names: "John Doe", "Sarah Chan", or "Jack Su" are banned. Use highly creative, realistic-sounding names	COMMENT

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	library/zh/coding.md	4199	- 若存在 `<!-- Generated by claude-md-editor skill -->` → 后续运行	CODE
HIGH	library/en/coding-2.md	3147	- If `<!-- Generated by claude-md-editor skill -->` exists → subsequent run	CODE

Magic Placeholder Names3 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	library/zh/coding-3.md	841	export ANTHROPIC_API_KEY=your_api_key	STRING
HIGH	library/en/coding-6.md	1055	export ANTHROPIC_API_KEY=your_api_key	STRING
HIGH	prompts/technical_writer.txt	99	signal the pattern: YOUR_API_KEY, YOUR_PROJECT_ID. Never use real-looking values.	CODE

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	library/en/coding-6.md	1217	typescript import { McpServer } from "@modelcontextprotocol/sdk/server/mcp.js"; import { z } from "zod"; const server =	STRING
HIGH	library/en/prompting.md	5277	Channels are `peer_research`, `operator_directive`, and `kernel_signal`. Ordinary agents should use `peer_research` fo	STRING

Hyper-Verbose Identifiers11 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	library/zh/prompting-2.md	1679	def format_samples_for_prompt(samples: list[dict]) -> str:	CODE
LOW	library/zh/prompting-2.md	2832	def generate_ontological_analysis(results: List[dict]):	CODE
LOW	library/zh/coding-7.md	3778	def download_content_from_url(url):	STRING
LOW	library/zh/coding-3.md	4066	def _parse_openapi_yaml_simple(text: str) -> dict:	STRING
LOW	library/zh/coding-8.md	1836	def calculate_area_of_triangle(base: float, height: float) -> float:	STRING
LOW	library/en/prompting-2.md	4159	def format_samples_for_prompt(samples: list[dict]) -> str:	CODE
LOW	library/en/prompting-2.md	5353	def generate_ontological_analysis(results: List[dict]):	CODE
LOW	library/en/coding-4.md	97	def download_content_from_url(url):	STRING
LOW	library/en/coding.md	1904	def extract_frontmatter_fields(frontmatter: str) -> dict[str, str]:	CODE
LOW	library/en/coding-6.md	7319	def _parse_openapi_yaml_simple(text: str) -> dict:	STRING
LOW	library/en/coding-10.md	6696	def calculate_area_of_triangle(base: float, height: float) -> float:	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build_library.py	194		CODE
LOW	scripts/build_library.py	352		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check_internal_links.py	4		CODE

ai-boost/awesome-prompts

Open-Source Code Quality, Security and Technical Debt Review