AI Slop Code Risk Monitor

digitalinnovationone/dio-lab-open-source

SlopCodeMonitor badge for digitalinnovationone/dio-lab-open-source Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Repositório do lab "Contribuindo em um Projeto Open Source no GitHub" da Digital Innovation One.

0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for digitalinnovationone/dio-lab-open-source, a Jupyter Notebook project with 8,701 GitHub stars. SynthScan examined 1,248,425 lines of code across 40482 source files, recording 262 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2
Adjusted Signal
0.2
Raw Pattern Score
100%
Time Factor
2026-07-20
Last Push
8.7K
Stars
Jupyter Notebook
Language
1.2M
Lines of Code
40.5K
Files
262
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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 241 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · 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? 6 finding(s).

PR Review Velocity Impact 1.2/100 · LOW

Which changes need focused human review? 262 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 2MEDIUM 10LOW 250

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 262 distinct pattern matches across 5 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.

Over-Commented Block235 hits · 235 pts
SeverityFileLineSnippetContext
LOWcommunity/denismenegon.md1COMMENT
LOWcommunity/Aldo-Muniz.md1# ALDO MUNIZ - SEJA BEM VINDOCOMMENT
LOWcommunity/DangeloConegundes2024.md1# Redme DangeloConegundes2024COMMENT
LOWcommunity/CesarCaps.md1 # CESAR CAPSCOMMENT
LOWcommunity/felmback.md1# Felipe FariaCOMMENT
LOWcommunity/Gustavo780g.md1# GustavoCOMMENT
LOWcommunity/Ezequiel-Junior.md1#Ezequiel JuniorCOMMENT
LOWcommunity/davicsensei.md1# Olá, sou Davi ClaudinoCOMMENT
LOWcommunity/mfaneco.md1# Matheus Ferreira FanecoCOMMENT
LOWcommunity/Jantovanne.md21#### **Produtividade**COMMENT
LOWcommunity/eduardoajs2020.md1# DescriçãoCOMMENT
LOWcommunity/frnunes1.md1# Frnunes1COMMENT
LOWcommunity/AugustoBSimionato.md1# Augusto SimionatoCOMMENT
LOWcommunity/kelyys.md1# Meu perfil Tech COMMENT
LOWcommunity/marjorywashio.md1# Marjory WashioCOMMENT
LOWcommunity/Alessandro0722.md1# Alessandro Lobato AbranchesCOMMENT
LOWcommunity/miller00315.md1# Olá, sou o Miller, tudo bem?COMMENT
LOWcommunity/gmarquettia.md1# Guilherme MarquettiCOMMENT
LOWcommunity/DiegoKozan.md1#DiegoKozan Desafio Dio.meCOMMENT
LOWcommunity/cibellymei.md61##### ***" Se você não gosta do seu destino, não aceite. Em vez disso, tenha a coragem de mudá-lo do jeito que você querCOMMENT
LOWcommunity/Rafaamb.md1# Olá, pessoal.COMMENT
LOWcommunity/Marcelo-msp.md1#Criando arquivo .mdCOMMENT
LOWcommunity/lucksgarcia.md141##COMMENT
LOWcommunity/caioeax.md241## Atualmente estudandoCOMMENT
LOWcommunity/leonardomunijz.md1# INTROCOMMENT
LOWcommunity/raffaelbrandao.md1# Rafael BrandãoCOMMENT
LOWcommunity/cauaqroz.md41#COMMENT
LOWcommunity/Barbaracgpe4.md1# BarbaracgpeCOMMENT
LOWcommunity/ulissesmarciano.md41### 🚀 "Codificar é transformar ideias em realidade!" 🌟COMMENT
LOWcommunity/Christian-Assis.md1# Christian de AssisCOMMENT
LOWcommunity/Gabriellqv.md1# Gabriel QueirozCOMMENT
LOWcommunity/GuiMello83.md21COMMENT
LOWcommunity/adrianoreis9490.md1# Olá sou Adriano ReisCOMMENT
LOWcommunity/daniilomiguel.md1# Danilo Miguel COMMENT
LOWcommunity/alvaromizuguchi.md1# _Álvaro Mizuguchi_:vulcan_salute:COMMENT
LOWcommunity/leoneguimaraes.md1###### Leone GuimarãesCOMMENT
LOWcommunity/AlineASouza.md21## Minhas contribuiçõesCOMMENT
LOWcommunity/Pontesmt.md21## Minhas ContribuiçõesCOMMENT
LOWcommunity/stellablima.md1### Hi, I'm Stella and I looking for knowledges about Tech and UX DesignCOMMENT
LOWcommunity/AiltonAlberto.md21COMMENT
LOWcommunity/Henrique-2025.md1# Henrique SenaCOMMENT
LOWcommunity/NaizaHub.md1# NaizaHubCOMMENT
LOWcommunity/GFSDevOps037.md1# hello-worldCOMMENT
LOWcommunity/PedroOBertoni.md41## COMMENT
LOWcommunity/Crake1.md1# Crake1COMMENT
LOWcommunity/lander2023.md1 # Lucas Anderson COMMENT
LOWcommunity/BrennoBener.md1# TesteCOMMENT
LOWcommunity/Arthur-Di-Loreto.md1# ArthurCOMMENT
LOWcommunity/iambruno-code.md1# Bruno SouzaCOMMENT
LOWcommunity/VitorHenriqueGitHub.md1# VitorHenriqueGitHubCOMMENT
LOWcommunity/alexsrs.md1### Hi there 👋COMMENT
LOWcommunity/LucasDevTi.md1# Me Chamo Lucas Duarte, sou desenvolvedor web - backend php. COMMENT
LOWcommunity/Barbara-Albuquerque.md1COMMENT
LOWcommunity/GMun1z.md1# Gabriel Muniz de AlmeidaCOMMENT
LOWcommunity/biaabez.md21## Minhas ContribuiçõesCOMMENT
LOWcommunity/laelandre.md1# Olá, eu me chamo André Lael! 👋COMMENT
LOWcommunity/DEV-DAVID-GOMES.md21# Linguagens mais utilizadasCOMMENT
LOWcommunity/LeonardoHTMilani.md1 # 🙋‍♂️ Olá, meu nome é Leonardo MilaniCOMMENT
LOWcommunity/fabiodobeck.md1# Fábio COMMENT
LOWcommunity/ItaloLuc.md1# Olá! Eu me chamo Ítalo Lúcio. ✌️COMMENT
175 more matches not shown…
Fake / Example Data15 hits · 20 pts
SeverityFileLineSnippetContext
LOW⚡community/anpan2299.md6Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam eget ligula eu lectus lobortis condimentum. Aliquam nonumCODE
LOW⚡community/anpan2299.md6Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam eget ligula eu lectus lobortis condimentum. Aliquam nonumCODE
LOW⚡community/anpan2299.md8 <p>Lorem ipsum dolor sit amet...CODE
LOW⚡community/anpan2299.md8 <p>Lorem ipsum dolor sit amet...CODE
LOWcommunity/L3onix.md3Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum ante ex, iaculis ut diam non, vestibulum porttitor eCODE
LOWcommunity/L3onix.md3Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum ante ex, iaculis ut diam non, vestibulum porttitor eCODE
LOWcommunity/tiago1820.md114 </p>Lorem Ipsum is simply dummy text of the printing and typesetting industry.</p>CODE
LOWcommunity/Matthew8717.md4### _*Sobre mim:*_ Meu nome é Matheus Henr- Na verdade, estou com preguiça de fazer uma descrição decente, então fica coCOMMENT
LOWcommunity/ArrudaFreitas.md1Lorem ipsum odor amet, consectetuer adipiscing elit. Pulvinar mus porta vitae euismod fames felis viverra. Euismod plateCODE
LOWcommunity/pedroluizbezerra.md11Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum oCODE
LOWcommunity/pedroluizbezerra.md11Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum oCODE
LOW⚡community/pedroluizbezerra.md27Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum oCODE
LOW⚡community/pedroluizbezerra.md27Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum oCODE
LOW⚡community/pedroluizbezerra.md30> Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulumCODE
LOW⚡community/pedroluizbezerra.md30> Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulumCODE
Decorative Section Separators6 hits · 16 pts
SeverityFileLineSnippetContext
MEDIUMcommunity/penerdesto.md37### ------------------------------------------------COMMENT
MEDIUMcommunity/skycavalcant.md26### ----------------------------------------------------COMMENT
MEDIUMcommunity/Ademivaldo.md25### ----------------------------------------------------COMMENT
MEDIUMcommunity/Hirvaini.md17**# ------------------------CODE
MEDIUMcommunity/Hirvaini.md19**# ------------------------CODE
MEDIUMcommunity/Rafael-S-Alberto.md4## --------------------------------------------------COMMENT
AI Response Leakage2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHcommunity/victor-jesus.md24#### I don't have many statistics, but I will add everything that I am doing or will do.COMMENT
HIGHcommunity/ItaSsa.md52#### 🔥 [See on Medium how I have implemented source control in Power BI](https://medium.com/@itairaest/my-experience-enaCOMMENT
Modern AI Meta-Vocabulary4 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMcommunity/ElendeBona.md16Também participei recentemente do #TecHub de IA Generativa para Mulheres voltado a Vertex IA#, com RAG, Labs, agentes BoCODE
MEDIUMcommunity/an0brega.md5I have experience working with software development with C# using REST APIs, MySQL, .NET and the SOLID principles. In adCODE
MEDIUMcommunity/Gabrielsln.md43#### Furthermore, I'm very interested in diving deeper into **Spring Boot development** and **Docker** for container orcCOMMENT
MEDIUMcommunity/Thiago-Cardoso.md4Full Stack Software Engineer with over 16 years of experience in a wide of Technologies on Software Development in mobilCODE