Repositório do lab "Contribuindo em um Projeto Open Source no GitHub" da Digital Innovation One.
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.
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? 241 finding(s).
Are imports declared and package/API names verified? 15 finding(s).
Are wrappers, guards, and repeated structures necessary? 6 finding(s).
Which changes need focused human review? 262 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 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | community/denismenegon.md | 1 | COMMENT | |
| LOW | community/Aldo-Muniz.md | 1 | # ALDO MUNIZ - SEJA BEM VINDO | COMMENT |
| LOW | community/DangeloConegundes2024.md | 1 | # Redme DangeloConegundes2024 | COMMENT |
| LOW | community/CesarCaps.md | 1 | # CESAR CAPS | COMMENT |
| LOW | community/felmback.md | 1 | # Felipe Faria | COMMENT |
| LOW | community/Gustavo780g.md | 1 | # Gustavo | COMMENT |
| LOW | community/Ezequiel-Junior.md | 1 | #Ezequiel Junior | COMMENT |
| LOW | community/davicsensei.md | 1 | # Olá, sou Davi Claudino | COMMENT |
| LOW | community/mfaneco.md | 1 | # Matheus Ferreira Faneco | COMMENT |
| LOW | community/Jantovanne.md | 21 | #### **Produtividade** | COMMENT |
| LOW | community/eduardoajs2020.md | 1 | # Descrição | COMMENT |
| LOW | community/frnunes1.md | 1 | # Frnunes1 | COMMENT |
| LOW | community/AugustoBSimionato.md | 1 | # Augusto Simionato | COMMENT |
| LOW | community/kelyys.md | 1 | # Meu perfil Tech | COMMENT |
| LOW | community/marjorywashio.md | 1 | # Marjory Washio | COMMENT |
| LOW | community/Alessandro0722.md | 1 | # Alessandro Lobato Abranches | COMMENT |
| LOW | community/miller00315.md | 1 | # Olá, sou o Miller, tudo bem? | COMMENT |
| LOW | community/gmarquettia.md | 1 | # Guilherme Marquetti | COMMENT |
| LOW | community/DiegoKozan.md | 1 | #DiegoKozan Desafio Dio.me | COMMENT |
| LOW | community/cibellymei.md | 61 | ##### ***" Se você não gosta do seu destino, não aceite. Em vez disso, tenha a coragem de mudá-lo do jeito que você quer | COMMENT |
| LOW | community/Rafaamb.md | 1 | # Olá, pessoal. | COMMENT |
| LOW | community/Marcelo-msp.md | 1 | #Criando arquivo .md | COMMENT |
| LOW | community/lucksgarcia.md | 141 | ## | COMMENT |
| LOW | community/caioeax.md | 241 | ## Atualmente estudando | COMMENT |
| LOW | community/leonardomunijz.md | 1 | # INTRO | COMMENT |
| LOW | community/raffaelbrandao.md | 1 | # Rafael Brandão | COMMENT |
| LOW | community/cauaqroz.md | 41 | # | COMMENT |
| LOW | community/Barbaracgpe4.md | 1 | # Barbaracgpe | COMMENT |
| LOW | community/ulissesmarciano.md | 41 | ### 🚀 "Codificar é transformar ideias em realidade!" 🌟 | COMMENT |
| LOW | community/Christian-Assis.md | 1 | # Christian de Assis | COMMENT |
| LOW | community/Gabriellqv.md | 1 | # Gabriel Queiroz | COMMENT |
| LOW | community/GuiMello83.md | 21 | COMMENT | |
| LOW | community/adrianoreis9490.md | 1 | # Olá sou Adriano Reis | COMMENT |
| LOW | community/daniilomiguel.md | 1 | # Danilo Miguel | COMMENT |
| LOW | community/alvaromizuguchi.md | 1 | # _Álvaro Mizuguchi_:vulcan_salute: | COMMENT |
| LOW | community/leoneguimaraes.md | 1 | ###### Leone Guimarães | COMMENT |
| LOW | community/AlineASouza.md | 21 | ## Minhas contribuições | COMMENT |
| LOW | community/Pontesmt.md | 21 | ## Minhas Contribuições | COMMENT |
| LOW | community/stellablima.md | 1 | ### Hi, I'm Stella and I looking for knowledges about Tech and UX Design | COMMENT |
| LOW | community/AiltonAlberto.md | 21 | COMMENT | |
| LOW | community/Henrique-2025.md | 1 | # Henrique Sena | COMMENT |
| LOW | community/NaizaHub.md | 1 | # NaizaHub | COMMENT |
| LOW | community/GFSDevOps037.md | 1 | # hello-world | COMMENT |
| LOW | community/PedroOBertoni.md | 41 | ## | COMMENT |
| LOW | community/Crake1.md | 1 | # Crake1 | COMMENT |
| LOW | community/lander2023.md | 1 | # Lucas Anderson | COMMENT |
| LOW | community/BrennoBener.md | 1 | # Teste | COMMENT |
| LOW | community/Arthur-Di-Loreto.md | 1 | # Arthur | COMMENT |
| LOW | community/iambruno-code.md | 1 | # Bruno Souza | COMMENT |
| LOW | community/VitorHenriqueGitHub.md | 1 | # VitorHenriqueGitHub | COMMENT |
| LOW | community/alexsrs.md | 1 | ### Hi there 👋 | COMMENT |
| LOW | community/LucasDevTi.md | 1 | # Me Chamo Lucas Duarte, sou desenvolvedor web - backend php. | COMMENT |
| LOW | community/Barbara-Albuquerque.md | 1 | COMMENT | |
| LOW | community/GMun1z.md | 1 | # Gabriel Muniz de Almeida | COMMENT |
| LOW | community/biaabez.md | 21 | ## Minhas Contribuições | COMMENT |
| LOW | community/laelandre.md | 1 | # Olá, eu me chamo André Lael! 👋 | COMMENT |
| LOW | community/DEV-DAVID-GOMES.md | 21 | # Linguagens mais utilizadas | COMMENT |
| LOW | community/LeonardoHTMilani.md | 1 | # 🙋♂️ Olá, meu nome é Leonardo Milani | COMMENT |
| LOW | community/fabiodobeck.md | 1 | # Fábio | COMMENT |
| LOW | community/ItaloLuc.md | 1 | # Olá! Eu me chamo Ítalo Lúcio. ✌️ | COMMENT |
| 175 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | community/anpan2299.md | 6 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam eget ligula eu lectus lobortis condimentum. Aliquam nonum | CODE |
| LOW⚡ | community/anpan2299.md | 6 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam eget ligula eu lectus lobortis condimentum. Aliquam nonum | CODE |
| LOW⚡ | community/anpan2299.md | 8 | <p>Lorem ipsum dolor sit amet... | CODE |
| LOW⚡ | community/anpan2299.md | 8 | <p>Lorem ipsum dolor sit amet... | CODE |
| LOW | community/L3onix.md | 3 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum ante ex, iaculis ut diam non, vestibulum porttitor e | CODE |
| LOW | community/L3onix.md | 3 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum ante ex, iaculis ut diam non, vestibulum porttitor e | CODE |
| LOW | community/tiago1820.md | 114 | </p>Lorem Ipsum is simply dummy text of the printing and typesetting industry.</p> | CODE |
| LOW | community/Matthew8717.md | 4 | ### _*Sobre mim:*_ Meu nome é Matheus Henr- Na verdade, estou com preguiça de fazer uma descrição decente, então fica co | COMMENT |
| LOW | community/ArrudaFreitas.md | 1 | Lorem ipsum odor amet, consectetuer adipiscing elit. Pulvinar mus porta vitae euismod fames felis viverra. Euismod plate | CODE |
| LOW | community/pedroluizbezerra.md | 11 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum o | CODE |
| LOW | community/pedroluizbezerra.md | 11 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum o | CODE |
| LOW⚡ | community/pedroluizbezerra.md | 27 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum o | CODE |
| LOW⚡ | community/pedroluizbezerra.md | 27 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum o | CODE |
| LOW⚡ | community/pedroluizbezerra.md | 30 | > Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum | CODE |
| LOW⚡ | community/pedroluizbezerra.md | 30 | > Lorem ipsum dolor sit amet, consectetur adipiscing elit. In ligula ligula, volutpat eu sem sit amet, mollis vestibulum | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | community/penerdesto.md | 37 | ### ------------------------------------------------ | COMMENT |
| MEDIUM | community/skycavalcant.md | 26 | ### ---------------------------------------------------- | COMMENT |
| MEDIUM | community/Ademivaldo.md | 25 | ### ---------------------------------------------------- | COMMENT |
| MEDIUM | community/Hirvaini.md | 17 | **# ------------------------ | CODE |
| MEDIUM | community/Hirvaini.md | 19 | **# ------------------------ | CODE |
| MEDIUM | community/Rafael-S-Alberto.md | 4 | ## -------------------------------------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | community/victor-jesus.md | 24 | #### I don't have many statistics, but I will add everything that I am doing or will do. | COMMENT |
| HIGH | community/ItaSsa.md | 52 | #### 🔥 [See on Medium how I have implemented source control in Power BI](https://medium.com/@itairaest/my-experience-ena | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | community/ElendeBona.md | 16 | Também participei recentemente do #TecHub de IA Generativa para Mulheres voltado a Vertex IA#, com RAG, Labs, agentes Bo | CODE |
| MEDIUM | community/an0brega.md | 5 | I have experience working with software development with C# using REST APIs, MySQL, .NET and the SOLID principles. In ad | CODE |
| MEDIUM | community/Gabrielsln.md | 43 | #### Furthermore, I'm very interested in diving deeper into **Spring Boot development** and **Docker** for container orc | COMMENT |
| MEDIUM | community/Thiago-Cardoso.md | 4 | Full Stack Software Engineer with over 16 years of experience in a wide of Technologies on Software Development in mobil | CODE |