ChatGPT 中文调教指南。各种场景使用指南。学习怎么让它听你的话。
This report summarizes scanner evidence for PlexPt/awesome-chatgpt-prompts-zh with 64,264 GitHub stars. SynthScan examined 675,994 lines of code across 679 source files, recording 21 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 0.0 (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.
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.
Can maintainers explain intent, assumptions, and trade-offs? 0 finding(s).
Are imports declared and package/API names verified? 21 finding(s).
Are wrappers, guards, and repeated structures necessary? 0 finding(s).
Which changes need focused human review? 21 finding(s).
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.
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.
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.
The scanner identified 21 distinct pattern matches across 1 syntactic category. 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | question/559.md | 823 | | 编辑文章 | 请根据以下文本,在不改变原意的情况下进行编辑:Lorem Ipsum 是一种印刷和排版领域常用的虚拟文字。| | CODE |
| LOW | question/186.md | 378 | | 文章编辑 | 下面这篇文章有语法错误,请帮忙进行修改:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt | CODE |
| LOW | question/186.md | 378 | | 文章编辑 | 下面这篇文章有语法错误,请帮忙进行修改:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt | CODE |
| LOW | question/233.md | 373 | |文本编辑|请将下列文章中的所有逗号转换为分号:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed sagittis, velit vitae euismod imper | CODE |
| LOW | question/233.md | 373 | |文本编辑|请将下列文章中的所有逗号转换为分号:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed sagittis, velit vitae euismod imper | CODE |
| LOW | question/285.md | 496 | | 编辑 | 把下面这段文字排版整齐:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla in qu | CODE |
| LOW | question/285.md | 496 | | 编辑 | 把下面这段文字排版整齐:Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nulla in qu | CODE |
| LOW | question/509.md | 846 | | 文本翻译 | 将以下一段英文翻译成中文:“Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididun | CODE |
| LOW | question/509.md | 846 | | 文本翻译 | 将以下一段英文翻译成中文:“Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididun | CODE |
| LOW | question/197.md | 736 | | Editing | 下面这段文字中有五处错误,请找出来并更正:Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Donec odio. Quisque volutpat | CODE |
| LOW | question/197.md | 736 | | Editing | 下面这段文字中有五处错误,请找出来并更正:Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Donec odio. Quisque volutpat | CODE |
| LOW | question/512.md | 234 | |文本生成|请根据下面这段文字,继续生成接下来的三个段落。Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras at tincidunt leo. Phasellus e | CODE |
| LOW | question/512.md | 234 | |文本生成|请根据下面这段文字,继续生成接下来的三个段落。Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras at tincidunt leo. Phasellus e | CODE |
| LOW | question/422.md | 275 | | 编辑 | 下列这段文字中哪些部分是需要重新编辑的?"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce sit amet convallis leo." | | CODE |
| LOW | question/422.md | 275 | | 编辑 | 下列这段文字中哪些部分是需要重新编辑的?"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Fusce sit amet convallis leo." | | CODE |
| LOW | question/453.md | 477 | | | Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Maecenas porttitor congue massa. Fusc | CODE |
| LOW | question/453.md | 477 | | | Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Maecenas porttitor congue massa. Fusc | CODE |
| LOW | question/603.md | 1000 | |编辑文章|以下是一篇短文,请根据语言习惯进行编辑: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed venenatis risus at auctor elei | CODE |
| LOW | question/603.md | 1000 | |编辑文章|以下是一篇短文,请根据语言习惯进行编辑: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed venenatis risus at auctor elei | CODE |
| LOW | question/643.md | 1002 | | 分类任务 | 对于下列文本,请判断它们属于哪种语言类型:1. Lorem ipsum dolor sit amet, consectetur adipiscing elit. 2. こんにちは、元気ですか? | | CODE |
| LOW | question/643.md | 1002 | | 分类任务 | 对于下列文本,请判断它们属于哪种语言类型:1. Lorem ipsum dolor sit amet, consectetur adipiscing elit. 2. こんにちは、元気ですか? | | CODE |