AI Slop Code Risk Monitor

f/prompts.chat

SlopCodeMonitor badge for f/prompts.chat Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for f/prompts.chat, a HTML project with 175,334 GitHub stars. SynthScan examined 454,955 lines of code across 733 source files, recording 256 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
175.3K
Stars
HTML
Language
455.0K
Lines of Code
733
Files
256
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 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 185 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 71 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 256 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 0MEDIUM 73LOW 183

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 256 distinct pattern matches across 8 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-Vocabulary59 hits · 118 pts
SeverityFileLineSnippetContext
MEDIUMpublic/book-pdf/book-nl-print.html2001 <a href="#06-chain-of-thought">Chain of Thought</a>CODE
MEDIUMpublic/book-pdf/book-nl-print.html2006 <a href="#07-few-shot-learning">Few-Shot Leren</a>CODE
MEDIUMpublic/book-pdf/book-nl-print.html5968 <span style="color:#333;">Voeg few-shot voorbeelden toe</span>CODE
MEDIUMpublic/book-pdf/book-nl-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG Voordelen<CODE
MEDIUMpublic/book-pdf/book-ru-print.html2001 <a href="#06-chain-of-thought">Цепочка рассуждений</a>CODE
MEDIUMpublic/book-pdf/book-ru-print.html2006 <a href="#07-few-shot-learning">Few-Shot обучение</a>CODE
MEDIUMpublic/book-pdf/book-ru-print.html3061 <span style="color:#666;">Модели с большим context window (Claude, Gemini)</span>CODE
MEDIUMpublic/book-pdf/book-ru-print.html5968 <span style="color:#333;">Добавить few-shot примеры</span>CODE
MEDIUMpublic/book-pdf/book-ru-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> Преимущества RCODE
MEDIUMpublic/book-pdf/book-tr-print.html2001 <a href="#06-chain-of-thought">Düşünce Zinciri</a>CODE
MEDIUMpublic/book-pdf/book-tr-print.html2006 <a href="#07-few-shot-learning">Az Örnekli Öğrenme</a>CODE
MEDIUMpublic/book-pdf/book-tr-print.html8778 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG AvantajlarCODE
MEDIUMpublic/book-pdf/book-it-print.html2001 <a href="#06-chain-of-thought">Chain of Thought</a>CODE
MEDIUMpublic/book-pdf/book-it-print.html2006 <a href="#07-few-shot-learning">Few-Shot Learning</a>CODE
MEDIUMpublic/book-pdf/book-it-print.html5968 <span style="color:#333;">Aggiungi esempi few-shot</span>CODE
MEDIUMpublic/book-pdf/book-it-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> Vantaggi RAG</CODE
MEDIUMpublic/book-pdf/book-ar-print.html2001 <a href="#06-chain-of-thought">سلسلة التفكير</a>CODE
MEDIUMpublic/book-pdf/book-ar-print.html2006 <a href="#07-few-shot-learning">التعلم بأمثلة قليلة</a>CODE
MEDIUMpublic/book-pdf/book-ar-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> مزايا RAG</p>CODE
MEDIUMpublic/book-pdf/book-zh-print.html2001 <a href="#06-chain-of-thought">思维链</a>CODE
MEDIUMpublic/book-pdf/book-zh-print.html2006 <a href="#07-few-shot-learning">少样本学习</a>CODE
MEDIUMpublic/book-pdf/book-zh-print.html9576 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG 优势</p>CODE
MEDIUMpublic/book-pdf/book-es-print.html2001 <a href="#06-chain-of-thought">Cadena de Pensamiento</a>CODE
MEDIUMpublic/book-pdf/book-es-print.html2006 <a href="#07-few-shot-learning">Aprendizaje Few-Shot</a>CODE
MEDIUMpublic/book-pdf/book-es-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> Ventajas de RACODE
MEDIUMpublic/book-pdf/book-az-print.html2001 <a href="#06-chain-of-thought">Düşüncə Zənciri</a>CODE
MEDIUMpublic/book-pdf/book-az-print.html2006 <a href="#07-few-shot-learning">Az Nümunə ilə Öyrənmə</a>CODE
MEDIUMpublic/book-pdf/book-az-print.html8778 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG ÜstünlükləCODE
MEDIUMpublic/book-pdf/book-pt-print.html2001 <a href="#06-chain-of-thought">Cadeia de Pensamento</a>CODE
MEDIUMpublic/book-pdf/book-pt-print.html2006 <a href="#07-few-shot-learning">Aprendizado Few-Shot</a>CODE
MEDIUMpublic/book-pdf/book-pt-print.html5968 <span style="color:#333;">Adicionar exemplos few-shot</span>CODE
MEDIUMpublic/book-pdf/book-pt-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> Vantagens do RCODE
MEDIUMpublic/book-pdf/book-ja-print.html2001 <a href="#06-chain-of-thought">思考の連鎖</a>CODE
MEDIUMpublic/book-pdf/book-ja-print.html2006 <a href="#07-few-shot-learning">Few-Shot学習</a>CODE
MEDIUMpublic/book-pdf/book-en-print.html2001 <a href="#06-chain-of-thought">Chain of Thought</a>CODE
MEDIUMpublic/book-pdf/book-en-print.html2006 <a href="#07-few-shot-learning">Few-Shot Learning</a>CODE
MEDIUMpublic/book-pdf/book-en-print.html2653 <p class="demo-note">Both your prompt AND the AI&#039;s response must fit in the context window. Longer prompts leave CODE
MEDIUMpublic/book-pdf/book-en-print.html5968 <span style="color:#333;">Add few-shot examples</span>CODE
MEDIUMpublic/book-pdf/book-en-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG AdvantagesCODE
MEDIUMpublic/book-pdf/book-en-print.html9793 <pre class="prompt-code">You are managing a conversation&#039;s context window. Given these conditions, decide when toCODE
MEDIUMpublic/book-pdf/book-fa-print.html2001 <a href="#06-chain-of-thought">زنجیره تفکر</a>CODE
MEDIUMpublic/book-pdf/book-fa-print.html2006 <a href="#07-few-shot-learning">یادگیری Few-Shot</a>CODE
MEDIUMpublic/book-pdf/book-fa-print.html5966 <span style="color:#333;">مثال‌های few-shot اضافه کنید</span>CODE
MEDIUMpublic/book-pdf/book-fa-print.html9575 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> مزایای RAG</p>CODE
MEDIUMpublic/book-pdf/book-fr-print.html2001 <a href="#06-chain-of-thought">Chaîne de Pensée</a>CODE
MEDIUMpublic/book-pdf/book-fr-print.html2006 <a href="#07-few-shot-learning">Apprentissage Few-Shot</a>CODE
MEDIUMpublic/book-pdf/book-fr-print.html5853 <span style="color:#333;">Ajouter exemples few-shot</span>CODE
MEDIUMpublic/book-pdf/book-fr-print.html8722 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> Avantages de RCODE
MEDIUMpublic/book-pdf/book-fr-print.html10387 <div class="compare-item compare-after"><strong>Hypothèse testable</strong><pre class="prompt-code">Si j&#039;ajoute 2CODE
MEDIUMpublic/book-pdf/book-ko-print.html2001 <a href="#06-chain-of-thought">사고의 사슬</a>CODE
MEDIUMpublic/book-pdf/book-ko-print.html2006 <a href="#07-few-shot-learning">Few-Shot 학습</a>CODE
MEDIUMpublic/book-pdf/book-ko-print.html5968 <span style="color:#333;">few-shot 예시 추가</span>CODE
MEDIUMpublic/book-pdf/book-he-print.html2001 <a href="#06-chain-of-thought">שרשרת חשיבה</a>CODE
MEDIUMpublic/book-pdf/book-he-print.html2006 <a href="#07-few-shot-learning">למידת Few-Shot</a>CODE
MEDIUMpublic/book-pdf/book-he-print.html5968 <span style="color:#333;">הוסיפו דוגמאות few-shot</span>CODE
MEDIUMpublic/book-pdf/book-he-print.html9577 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> יתרונות RAG</pCODE
MEDIUMpublic/book-pdf/book-de-print.html2001 <a href="#06-chain-of-thought">Gedankenkette</a>CODE
MEDIUMpublic/book-pdf/book-de-print.html2006 <a href="#07-few-shot-learning">Few-Shot-Learning</a>CODE
MEDIUMpublic/book-pdf/book-de-print.html9576 <p style="font-weight:600;color:#333;margin-bottom:0.5em;display:flex;align-items:center;gap:0.5em;"> RAG-Vorteile</CODE
Structural Annotation Overuse41 hits · 83 pts
SeverityFileLineSnippetContext
LOW.windsurf/skills/widget-generator/SKILL.md27## Step 1: Gather Widget ConfigurationCOMMENT
LOW.windsurf/skills/widget-generator/SKILL.md91## Step 2: Create Widget FileCOMMENT
LOW.windsurf/skills/widget-generator/SKILL.md210## Step 3: Register WidgetCOMMENT
LOW.windsurf/skills/widget-generator/SKILL.md228## Step 4: Add Sponsor Assets (if applicable)COMMENT
LOW.windsurf/skills/book-translation/SKILL.md23## Step 1: Copy Turkish Folder as BaseCOMMENT
LOW.windsurf/skills/book-translation/SKILL.md44## Step 2: Translate MDX Content FilesCOMMENT
LOW.windsurf/skills/book-translation/SKILL.md94## Step 3: Translate JSON KeysCOMMENT
LOW.windsurf/skills/book-translation/SKILL.md184## Step 4: Verify TranslationCOMMENT
LOW⚡public/book-pdf/book-ru-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ru-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ru-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7866 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7872 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7879 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7868 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7874 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7881 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-en-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-en-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-en-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7865 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7871 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7878 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-he-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-he-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-he-print.html7880 # Step 3: Generate insightsCOMMENT
LOWscripts/rebuild-history.sh8# WARNING: This rewrites git history! Only run this once, then delete this script.COMMENT
LOWsrc/app/api/prompts/[id]/flow/route.ts35 // Step 1: Collect all connected prompt IDs using BFS on connections onlyCOMMENT
LOWsrc/app/api/prompts/[id]/flow/route.ts118 // Step 2: Batch fetch all prompt details in ONE queryCOMMENT
LOWsrc/components/book/elements/chain-demos.tsx48 // Step 1: Generate dataCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx494 // Step 1: OutlineCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx500 // Step 2: Draft (parallel)COMMENT
LOW⚡src/components/book/elements/chain-demos.tsx506 // Step 3: ReviewCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx512 // Step 4: Final EditCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx518 // Step 5: MetadataCOMMENT
Fake / Example Data71 hits · 71 pts
SeverityFileLineSnippetContext
LOWmessages/zh.json792 "placeholder": "搜索提示词...",CODE
LOWmessages/zh.json1314 "placeholder": "描述你想要创建的提示词...",CODE
LOWmessages/zh.json1689 "placeholder": "在此粘贴您的提示词或文本以分析 token...",CODE
LOWmessages/zh.json2062 "placeholder": "搜索章节...",CODE
LOWmessages/tr.json792 "placeholder": "Prompt ara...",CODE
LOWmessages/tr.json1314 "placeholder": "Oluşturmak istediğiniz promptu tanımlayın...",CODE
LOWmessages/tr.json1689 "placeholder": "Tokenleri analiz etmek için prompt veya metninizi buraya yapıştırın...",CODE
LOWmessages/tr.json2062 "placeholder": "Bölümlerde ara...",CODE
LOWmessages/nl.json792 "placeholder": "Prompts zoeken...",CODE
LOWmessages/nl.json1309 "placeholder": "Beschrijf de prompt die je wilt bouwen...",CODE
LOWmessages/nl.json1689 "placeholder": "Plak je prompt of tekst hier om tokens te analyseren...",CODE
LOWmessages/nl.json2062 "placeholder": "Zoek hoofdstukken...",CODE
LOWmessages/ja.json792 "placeholder": "プロンプトを検索...",CODE
LOWmessages/ja.json1314 "placeholder": "作成したいプロンプトを説明してください...",CODE
LOWmessages/ja.json1689 "placeholder": "トークンを分析するためにプロンプトまたはテキストを貼り付けてください...",CODE
LOWmessages/ja.json2062 "placeholder": "チャプターを検索...",CODE
LOWmessages/de.json792 "placeholder": "Prompts suchen...",CODE
LOWmessages/de.json1314 "placeholder": "Beschreiben Sie den Prompt, den Sie erstellen möchten...",CODE
LOWmessages/de.json1689 "placeholder": "Fügen Sie Ihren Prompt oder Text hier ein, um Tokens zu analysieren...",CODE
LOWmessages/de.json2062 "placeholder": "Kapitel suchen...",CODE
LOWmessages/ru.json792 "placeholder": "Поиск промптов...",CODE
LOWmessages/ru.json1335 "placeholder": "Опишите промпт, который хотите создать...",CODE
LOWmessages/ru.json1689 "placeholder": "Вставьте промпт или текст для анализа токенов...",CODE
LOWmessages/ru.json2062 "placeholder": "Поиск глав...",CODE
LOWmessages/az.json792 "placeholder": "Promptları axtar...",CODE
LOWmessages/az.json1309 "placeholder": "Yaratmaq istədiyiniz promptu təsvir edin...",CODE
LOWmessages/az.json1689 "placeholder": "Tokenləri analiz etmək üçün prompt və ya mətninizi bura yapışdırın...",CODE
LOWmessages/az.json2062 "placeholder": "Fəsilləri axtar...",CODE
LOWmessages/pt.json792 "placeholder": "Buscar prompts...",CODE
LOWmessages/pt.json1314 "placeholder": "Descreva o prompt que você quer criar...",CODE
LOWmessages/pt.json1689 "placeholder": "Cole seu prompt ou texto aqui para analisar tokens...",CODE
LOWmessages/pt.json2062 "placeholder": "Buscar capítulos...",CODE
LOWmessages/en.json792 "placeholder": "Search prompts...",CODE
LOWmessages/en.json1309 "placeholder": "Describe the prompt you want to build...",CODE
LOWmessages/en.json1689 "placeholder": "Paste your prompt or text here to analyze tokens...",CODE
LOWmessages/en.json2062 "placeholder": "Search chapters...",CODE
LOWmessages/it.json792 "placeholder": "Cerca prompt...",CODE
LOWmessages/it.json1314 "placeholder": "Descrivi il prompt che vuoi creare...",CODE
LOWmessages/it.json1689 "placeholder": "Incolla il tuo prompt o testo qui per analizzare i token...",CODE
LOWmessages/it.json2062 "placeholder": "Cerca capitoli...",CODE
LOWmessages/fr.json792 "placeholder": "Rechercher des prompts...",CODE
LOWmessages/fr.json1314 "placeholder": "Décrivez le prompt que vous voulez créer...",CODE
LOWmessages/fr.json1689 "placeholder": "Collez votre prompt ou texte ici pour analyser les tokens...",CODE
LOWmessages/fr.json2062 "placeholder": "Rechercher des chapitres...",CODE
LOWmessages/el.json792 "placeholder": "Αναζήτηση prompts...",CODE
LOWmessages/el.json1335 "placeholder": "Περιγράψτε το prompt που θέλετε να δημιουργήσετε...",CODE
LOWmessages/el.json1689 "placeholder": "Επικολλήστε το prompt ή κείμενό σας εδώ για ανάλυση tokens...",CODE
LOWmessages/el.json2062 "placeholder": "Αναζήτηση κεφαλαίων...",CODE
LOWmessages/ko.json792 "placeholder": "프롬프트 검색...",CODE
LOWmessages/ko.json1314 "placeholder": "만들고 싶은 프롬프트를 설명하세요...",CODE
LOWmessages/ko.json1689 "placeholder": "토큰을 분석하려면 프롬프트 또는 텍스트를 붙여넣으세요...",CODE
LOWmessages/ko.json2062 "placeholder": "챕터 검색...",CODE
LOWmessages/he.json792 "placeholder": "חפש פרומפטים...",CODE
LOWmessages/he.json1335 "placeholder": "תאר את הפרומפט שאתה רוצה לבנות...",CODE
LOWmessages/he.json1689 "placeholder": "הדבק את הפרומפט או הטקסט שלך כאן לניתוח טוקנים...",CODE
LOWmessages/he.json2062 "placeholder": "חפש פרקים...",CODE
LOWmessages/fa.json792 "placeholder": "جستجوی پرامپت‌ها...",CODE
LOWmessages/fa.json1309 "placeholder": "پرامپتی که می‌خواهید بسازید را توصیف کنید...",CODE
LOWmessages/fa.json1689 "placeholder": "پرامپت یا متن خود را برای تحلیل توکن‌ها اینجا بچسبانید...",CODE
LOWmessages/fa.json2062 "placeholder": "جستجوی فصل‌ها...",CODE
11 more matches not shown…
Verbosity Indicators32 hits · 70 pts
SeverityFileLineSnippetContext
LOW⚡public/book-pdf/book-ru-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ru-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ru-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ar-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7866 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7872 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-zh-print.html7879 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7868 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7874 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ja-print.html7881 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-en-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-en-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-en-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7865 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7871 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-fa-print.html7878 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-ko-print.html7880 # Step 3: Generate insightsCOMMENT
LOW⚡public/book-pdf/book-he-print.html7867 # Step 1: SummarizeCOMMENT
LOW⚡public/book-pdf/book-he-print.html7873 # Step 2: Extract entitiesCOMMENT
LOW⚡public/book-pdf/book-he-print.html7880 # Step 3: Generate insightsCOMMENT
LOWsrc/app/api/prompts/[id]/flow/route.ts35 // Step 1: Collect all connected prompt IDs using BFS on connections onlyCOMMENT
LOWsrc/app/api/prompts/[id]/flow/route.ts118 // Step 2: Batch fetch all prompt details in ONE queryCOMMENT
LOWsrc/components/book/elements/chain-demos.tsx48 // Step 1: Generate dataCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx494 // Step 1: OutlineCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx500 // Step 2: Draft (parallel)COMMENT
LOW⚡src/components/book/elements/chain-demos.tsx506 // Step 3: ReviewCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx512 // Step 4: Final EditCOMMENT
LOW⚡src/components/book/elements/chain-demos.tsx518 // Step 5: MetadataCOMMENT
Hyper-Verbose Identifiers29 hits · 29 pts
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LOWpublic/book-pdf/book-tr-print.html5522def vucut_kitle_indeksi_hesapla(kilo_kg, boy_m):CODE
LOWpublic/book-pdf/book-az-print.html5522def beden_kutle_indeksi_hesabla(ceki_kq, boy_m):CODE
LOWscripts/generate-book-pdf.ts322function extractObjectStringFields(source: string): Record<string, string> {CODE
LOWpackages/prompts.chat/scripts/generate-docs.ts953function extractStringLiteralOptions(program: ts.Program, files: string[]): { methodOptions: Record<string, string[]>; tCODE
LOWsrc/app/how-to-write-effective-prompts/page.tsx17export default async function HowToWriteEffectivePromptsPage() {CODE
LOWsrc/app/api/admin/import-prompts/route.ts139 async function getOrCreateContributorUser(username: string): Promise<string> {CODE
LOWsrc/app/api/admin/import-prompts/route.ts139 async function getOrCreateContributorUser(username: string): Promise<string> {CODE
LOWsrc/app/api/admin/import-prompts/route.ts176 async function getOrCreateContributor(contributorField: string): Promise<string> {CODE
LOWsrc/app/api/prompt-builder/generate-example/route.ts105function validateAndCleanCode(code: string): string {CODE
LOWsrc/components/prompts/prompt-writing-guide-content.tsx94export function PromptWritingGuideContent() {CODE
LOWsrc/components/prompts/variable-fill-modal.tsx160export function renderContentWithVariables(content: string): React.ReactNode {CODE
LOW…c/components/prompts/dismiss-change-request-button.tsx29export function DismissChangeRequestButton({ changeRequestId, promptId, redirectTo }: DismissChangeRequestButtonProps) {CODE
LOWsrc/components/prompts/reopen-change-request-button.tsx16export function ReopenChangeRequestButton({ changeRequestId, promptId }: ReopenChangeRequestButtonProps) {CODE
LOWsrc/lib/db-errors.ts10export function isUniqueConstraintViolation(CODE
LOWsrc/lib/admin-auth.ts13export async function getSessionOrAdminApiKeyUser(request: Request): Promise<{ id: string; role: string } | null> {CODE
LOWsrc/lib/skill-files.ts347export function generateSkillContentWithFrontmatter(title: string, description: string): string {CODE
LOWsrc/lib/bots/schema.ts137export function computerRequirementFromParam(param: string | null | undefined): BotComputerRequirement | undefined {CODE
LOWsrc/lib/bots/pairings.ts51export async function findInvalidPairingTargets(botIds: string[]): Promise<string[]> {CODE
LOWsrc/lib/bots/pairings.ts143export function buildBundleInstallOptions(CODE
LOWsrc/lib/plugins/media-generators/fal.ts187function mapAspectRatioToImageSize(aspectRatio?: string): string {CODE
LOWsrc/lib/plugins/media-generators/index.ts31function initializeMediaGenerators(): void {CODE
LOWsrc/lib/plugins/media-generators/index.ts42export function getAllMediaGeneratorPlugins(): MediaGeneratorPlugin[] {CODE
LOWsrc/lib/plugins/media-generators/index.ts47export function getEnabledMediaGeneratorPlugins(): MediaGeneratorPlugin[] {CODE
LOWsrc/lib/plugins/media-generators/index.ts80export function isMediaGenerationAvailable(): boolean {CODE
LOWsrc/lib/plugins/media-generators/index.ts88export function getProviderWebSocketHandler(providerId: string): WebSocketHandler {CODE
LOWsrc/lib/plugins/auth/index.ts11export function registerBuiltInAuthPlugins(): void {CODE
LOWsrc/lib/plugins/storage/index.ts7export function registerBuiltInStoragePlugins(): void {CODE
LOWsrc/lib/plugins/widgets/index.ts49function getWidgetInsertionPositions(CODE
LOWsrc/lib/ai/embeddings.ts309export async function findAndSaveRelatedPrompts(promptId: string): Promise<void> {CODE
AI Slop Vocabulary13 hits · 26 pts
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MEDIUMpackage-lock.json18441 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUMpublic/book-pdf/book-nl-print.html8289B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-nl-print.html10195 <span class="ml-auto" style="color:#666;font-size:8pt;">Python best practices</span>CODE
MEDIUMpublic/book-pdf/book-ru-print.html8289B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-ar-print.html8289B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-zh-print.html8288B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-ja-print.html8290B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-en-print.html8289B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-en-print.html10153 <span class="ml-auto" style="color:#666;font-size:8pt;">Python best practices</span>CODE
MEDIUMpublic/book-pdf/book-en-print.html10497 <div class="compare-item compare-before"><strong>Overloaded prompt</strong><pre class="prompt-code">Write a blog post CODE
MEDIUMpublic/book-pdf/book-en-print.html10844 <pre class="prompt-code">Write a blog post about technology that&#039;s SEO optimized with keywords and also funny butCODE
MEDIUMpublic/book-pdf/book-fa-print.html8287B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
MEDIUMpublic/book-pdf/book-ko-print.html8289B) Process it in [N] sections if you&#039;d like comprehensive coverageCODE
Slop Phrases10 hits · 11 pts
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LOWpublic/book-pdf/book-nl-print.html11364 <div class="compare-item compare-before"><strong>Uitgebreid (67 tokens)</strong><pre class="prompt-code">I would like CODE
LOWpublic/book-pdf/book-ru-print.html11364 <div class="compare-item compare-before"><strong>Многословно (67 токенов)</strong><pre class="prompt-code">I would likCODE
LOWpublic/book-pdf/book-ar-print.html11364 <div class="compare-item compare-before"><strong>مطوّل (67 توكن)</strong><pre class="prompt-code">I would like you to CODE
LOWpublic/book-pdf/book-zh-print.html11363 <div class="compare-item compare-before"><strong>冗长版(67 tokens)</strong><pre class="prompt-code">I would like you to pCODE
LOWpublic/book-pdf/book-ja-print.html11365 <div class="compare-item compare-before"><strong>冗長(67トークン)</strong><pre class="prompt-code">I would like you to pleasCODE
LOWpublic/book-pdf/book-en-print.html11322 <div class="compare-item compare-before"><strong>Verbose (67 tokens)</strong><pre class="prompt-code">I would like youCODE
LOWpublic/book-pdf/book-fa-print.html11358 <div class="compare-item compare-before"><strong>پرگو (۶۷ توکن)</strong><pre class="prompt-code">I would like you to pCODE
LOWpublic/book-pdf/book-ko-print.html11364 <div class="compare-item compare-before"><strong>장황함 (67 토큰)</strong><pre class="prompt-code">I would like you to pleaCODE
LOWpublic/book-pdf/book-he-print.html11364 <div class="compare-item compare-before"><strong>מפורט (67 טוקנים)</strong><pre class="prompt-code">I would like you tCODE
MEDIUMsrc/app/api/prompt-builder/chat/route.ts328 await send({ type: "text", content: "I've made several changes. Let me know if you need anything else!" });CODE
Over-Commented Block1 hit · 1 pts
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LOWnext.config.ts121 // Upload a larger set of source maps for prettier stack traces (increases build time)COMMENT