Registro público
Informe de salud del softwareesquema 0.30.0 · métricas 2.5.0 · 2026-08-04 00:55 UTC

depalmar / ai_for_the_win

Build AI-powered security tools. 50+ hands-on labs covering ML, LLMs, RAG, threat detection, DFIR, and red teaming. Includes Colab notebooks, Docker environment, and CTF challenges.

Python · Jupyter NotebookLicencia propia★ 157 estrellas⑂ 24 forksdesde dic 2025Ver en GitHub ↗

depalmar/ai_for_the_win tiene un índice de salud de 81 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Engineering Quality (95/100) y la más baja, Sustainability & Governance (50/100). Se actualizó por última vez hace 2 días. Una sola persona concentra la mayor parte del trabajo reciente.

81
global / 100
Excelente

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.

81
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

El resultado global ponderado 69 se calibra a 81 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

Raymond DePalmaCuenta personal
24 seguidores4 repositorios públicosdesde oct 2019

Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

73Bueno · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 2 días
8.3/36Cadencia de commits — 12/52 semanas con commits
18/18Volumen de commits — 268 commits en el último año
0/10OpenSSF Scorecard: Maintained — sin datos
Datos de entrada utilizados
commits_last_year268
human_commit_share0,85
days_since_last_push2
active_weeks_last_year12
Cómo se puntúa
27/27Publica versiones — 11 versiones publicadas
16.2/36Recencia de las versiones — última versión hace 205 días
27/27Cadencia de publicación — una versión cada ~0,9 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count11
latest_release_tagv1.9.0
releases_from_tagsno
days_since_latest_release205
mean_days_between_releases0,9

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

58Moderado · 17% del índice global
Cómo se puntúa
35.6/60Estrellas — 157 estrellas
11.3/25Forks — 24 forks
0/15Observadores — 2 observadores
Datos de entrada utilizados
forks24
stars157
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
16.9/22.5Licencia — archivo de licencia presente, no es una licencia reconocida
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges60
has_contributing
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_template

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

50Moderado · 23% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.5/22.5Distribución de commits — el principal contribuyente firma el 84% de los commits
2.7/13.5Amplitud de contribuyentes — 2 contribuyentes
0/10OpenSSF Scorecard: Contributors — sin datos
Datos de entrada utilizados
bus_factor1
contributors_sampled2
top_contributor_share0,844
Cómo se puntúa
42/42Resolución de issues — 100% de issues cerradas
24.8/30Aceptación de PR — 225/272 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
0/15OpenSSF Scorecard: Code-Review — sin datos
Datos de entrada utilizados
merged_prs225
open_issues0
closed_issues1
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio1
closed_unmerged_prs47
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
10.1/25Alcance del propietario — 24 seguidores de depalmar
17.1/25Trayectoria — 4 repos públicos, cuenta de ~6 años
Datos de entrada utilizados
followers24
owner_typeUser
is_verified
owner_logindepalmar
public_repos4
account_age_days2473
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

95Excepcional · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 9 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — ruff.toml
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

100Excepcional
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://depalmar.github.io/ai_for_the_win/
10/10Descripción del repositorio
10/10Topics — 20 topics
10/10Wiki
Datos de entrada utilizados
topicsadversarial-ml, ai, cybersecurity, incident-response, llm, machine-learning, malware-analysis, python, siem, threat-detection, ctf, dfir, docker, threat-intelligence, hands-on-labs, security-training, blue-team, cloud-security, threat-hunting, xdr
has_wiki
homepagehttps://depalmar.github.io/ai_for_the_win/
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

72Bueno · 16% del índice global
Cómo se puntúa
30/30Política de seguridad (SECURITY.md)
25/25Configuración de Dependabot
0/25Lockfiles de dependencias
20/20Flujo de trabajo de CodeQL
Datos de entrada utilizados
sourcefile_signals
lockfiles
manifestsdocker/requirements.txt, pyproject.toml, requirements-core.txt, requirements-llm.txt, requirements.txt
has_codeql_workflow
has_security_policy
has_dependabot_config
Cómo se puntúa
14.5/35Dependencias directas libres de avisos conocidos — 2 afectados: python-dotenv 1.0.0 (moderate 6.6), requests 2.32.4 (moderate 5.5)
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
30.7/40Sin avisos pendientes — 2 paquete(s) con avisos sin atender más allá de 90 días; el más antiguo publicado hace 131 días
Datos de entrada utilizados
sourceosv
advisories35
affected_packages9
assessed_packages21
unassessed_packages100
affected_by_severitycritical 2, high 3, moderate 4
direct_affected_packages2
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos. Los pesos restantes se han renormalizado. Se cotejaron 21 dependencias resueltas con OSV. 100 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.

70Bueno · 4% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — .cursorrules, CLAUDE.md, docs/CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 85 de 85 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
agent_instruction_files.cursorrules, CLAUDE.md, docs/CLAUDE.md
agent_instruction_max_bytes14.724
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — ruff.toml
0/11Verificación estática de tipos
10/10Entorno reproducible — Dockerfile
10/10Práctica demostrada con agentes — 39 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 15 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — sin datos
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0,39
toolchain_manifests
dependency_bot_commit_share0,15
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
54.4/55Tamaños de archivo manejables — 2/183 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes137.037
source_files_sampled183
oversized_source_files2
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — notebooks
Datos de entrada utilizados
example_dirsnotebooks
has_mcp_signal
api_schema_files

Datos clave

157estrellas de GitHub
2contribuidores
268commits en los últimos 12 meses
2días desde el último push
11versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'ai-for-the-win' from its registry
  • OpenSSF Scorecard did not return a usable result (2026/08/04 00:54:53 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Más detalle

Historial de estrellas y forks 0 ★ / 24 ⇿
0Estrellas
24Forks
6Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

048121620242452026-012026-042026-07
Mayor 0Menor 5Parche 1
Dependencias directas 16
RegistroPaqueteRestricción de versiónManifiesto
PyPIpandas>=2.0.0pyproject.toml
PyPInumpy>=1.24.0pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIlangchain>=1.0.0pyproject.toml
PyPIlangchain-core>=0.3.0pyproject.toml
PyPIlangchain-community>=0.3.0,<1.0.0pyproject.toml
PyPIlanggraph>=0.2.0pyproject.toml
PyPIchromadb>=0.5.0pyproject.toml
PyPIsentence-transformers>=2.2.0pyproject.toml
PyPInltk>=3.8.0pyproject.toml
PyPIpython-dotenv>=1.0.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIplotly>=5.18.0pyproject.toml
PyPImatplotlib>=3.7.0pyproject.toml
Todas las dependencias 121

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 21 paquetes directos y 100 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIchromadbdirecta
PyPIlangchaindirecta
PyPIlangchain-communitydirecta
PyPIlangchain-coredirecta
PyPIlanggraphdirecta
PyPImatplotlibdirecta
PyPInltkdirecta
PyPInumpydirecta
PyPInumpy1.26.3directa
PyPIpandasdirecta
PyPIpandas2.2.0directa
PyPIplotlydirecta
PyPIpydanticdirecta
PyPIpython-dotenvdirecta
PyPIpython-dotenv1.0.0directa
PyPIrequestsdirecta
PyPIrequests2.32.4directa
PyPIrichdirecta
PyPIrich13.7.0directa
PyPIscikit-learndirecta
PyPIsentence-transformersdirecta
npm@types/react^18.2.48indirecta
npmaxios^1.6.5indirecta
npmeslint^8.56.0indirecta
npmlodash^4.17.21indirecta
npmmoment^2.30.1indirecta
npmprettier^3.2.4indirecta
npmreact^18.2.0indirecta
npmreact-dom^18.2.0indirecta
npmreact-router-dom^6.21.2indirecta
npmreact-scripts5.0.1indirecta
npmtypescript^5.3.3indirecta
PyPIaiohttpindirecta
PyPIaltairindirecta
PyPIanthropicindirecta
PyPIbanditindirecta
PyPIbeautifulsoup4indirecta
PyPIblackindirecta
PyPIblack24.3.0indirecta
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PyPIcatboostindirecta
PyPIclickindirecta
PyPIclick8.1.7indirecta
PyPIcryptography46.0.5indirecta
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PyPIpsycopg2-binary2.9.9indirecta
PyPIpyarrowindirecta
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PyPIpypdfindirecta
PyPIpysharkindirecta
PyPIpysigmaindirecta
PyPIpytestindirecta
PyPIpytest7.4.4indirecta
PyPIpytest-asyncioindirecta
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PyPItiktokenindirecta
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PyPItyperindirecta
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PyPIwerkzeugindirecta
PyPIwerkzeug3.1.5indirecta
PyPIxgboostindirecta
PyPIyara-pythonindirecta
Avisos de dependencias 9

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 21 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 9 tienen avisos conocidos, de los cuales 2 son directas. 100 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
black24.3.0indirectacrítica326.3.1
cryptography46.0.5indirectacrítica850.0.0
click8.1.7indirectaalta18.3.3
pyjwt2.8.0indirectaalta112.13.0
urllib32.6.3indirectaalta42.7.0
python-dotenv1.0.0directamoderada21.2.2
requests2.32.4directamoderada22.33.0
pytest7.4.4indirectamoderada29.0.3
werkzeug3.1.5indirectamoderada23.1.6

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

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          "headline": "feat: make notebooks provider-agnostic with Ollama fallback (#240)",
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          "headline": "docs: add public source disclaimers to threat intel data (#226)",
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          "headline": "ci: bump lycheeverse/lychee-action from 2.0.2 to 2.7.0 (#215)",
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          "body": "Bumps [actions/dependency-review-action](https://github.com/actions/dependency-review-action) from 4.7.1 to 4.8.2.\n- [Release notes](https://github.com/actions/dependency-review-action/releases)\n- [Commits](https://github.com/actions/dependency-review-action/compare/v4.7.1...3c4e3dcb1aa7874d2c16be7d\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "headline": "ci: bump actions/dependency-review-action from 4.7.1 to 4.8.2 (#214)",
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          "body": "* docs: V2 launch review - add walkthroughs and fixes (Jan 2026)\n\n- Add 9 new walkthrough guides:\n  - Lab 26: Windows Event Log Analysis\n  - Lab 27: Windows Registry Forensics\n  - Lab 28: Live Response Techniques\n  - Lab 40: LLM Security Testing\n  - Lab 41: ML Model Security Monitoring\n  - Lab 43: R\n[…]\nhon requirements\n\nChanged target-version from py311 to py310 to match requires-python >= 3.10 in pyproject.toml. This ensures Ruff flags Python 3.11-only syntax that would break for Python 3.10 users.",
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          "body": "The walkthrough notebook existed in labs/lab03-vibe-coding-with-ai/\nbut was missing from the central notebooks/ directory.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "fix: add missing lab03 vibe coding notebook to notebooks folder (#222)",
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          "headline": "docs: V2 launch review - add walkthroughs and fixes (Jan 2026) (#223)",
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          "body": "Updates the requirements on [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) to permit the latest version.\n- [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases)\n- [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.23.0...v1.3.0)\n\n---\nupdated-dependenci\n[…]\nendency-version: 1.3.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n AND API key set\n- Google: langchain_google_genai installed AND API key set\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "feat: selective LLM provider installation and Docker-first setup (#221)",
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          "body": "Bumps [actions/github-script](https://github.com/actions/github-script) from 7.0.1 to 8.0.0.\n- [Release notes](https://github.com/actions/github-script/releases)\n- [Commits](https://github.com/actions/github-script/compare/60a0d83039c74a4aee543508d2ffcb1c3799cdea...ed597411d8f924073f98dfc5c65a23a232\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n docs\n\n* chore: complete removal of COMMERCIAL_LICENSING.md\n\nFile has been renamed to .draft (private) and excluded from repository.\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "fix: move security-events permission to job level in codeql.yml (#211)",
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          "body": "Pin all pip install commands to specific versions to improve\nPinned-Dependencies score:\n\n- flake8==7.3.0\n- black==25.12.0\n- isort==7.0.0\n- pytest==9.0.2\n- pytest-cov==7.0.0\n- pytest-html==4.1.1\n- bandit==1.9.2\n- safety==3.7.0\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: pin pip packages in workflows for OpenSSF Scorecard (#210)",
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          "body": "* fix: improve OpenSSF Scorecard compliance\n\n- Pin all GitHub Actions to SHA hashes in curriculum-check.yml\n- Add permissions blocks to all jobs (Token-Permissions check)\n- Enhance SECURITY.md with direct GitHub Security Advisory link\n- Add explicit security contact email\n- Update Contact section wi\n[…]\n21441 (urllib3)\n- CVE-2024-34069, CVE-2024-49766, CVE-2026-21860 (werkzeug)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "fix: improve OpenSSF Scorecard compliance (#209)",
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          "body": "…26 updates (#208)\n\n* fix(docs): improve Colab quick start with beginner-friendly progression\n\nUpdate \"Start in 60 Seconds\" section to provide clear learning path:\n- Add beginner labs (Lab 02, 07) for complete beginners\n- Keep intermediate ML lab (Lab 10)\n- Fix mislabeled \"Lab 35\" to correct \"Lab 15\n[…]\n links\n\nResolves Cursor bot review comment about broken YOUR-FORM-ID links.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add threat intel and AI model freshness validation with 2025-20…",
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          "body": "…on (#206)\n\nUpdate \"Start in 60 Seconds\" section to provide clear learning path:\n- Add beginner labs (Lab 02, 07) for complete beginners\n- Keep intermediate ML lab (Lab 10)\n- Fix mislabeled \"Lab 35\" to correct \"Lab 15\" for advanced LLM lab\n\nAdd \"Completely new to AI?\" entry point in \"Pick Your Start\n[…]\n02 → Lab 07 → Lab 10\n\nThis prevents new users from jumping straight to intermediate/advanced\nlabs and provides a gentler onboarding experience.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): improve Colab quick start with beginner-friendly progressi…",
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          "body": "* security: improve OpenSSF Scorecard from 5.3 to target ~7.0\n\nImprovements made:\n- Fix Werkzeug CVE-2026-21860 vulnerability (update to 3.1.5)\n- Add SPDX license identifier for GitHub recognition\n- Add dependency-review workflow to block PRs with vulnerable deps\n- Add SBOM generation to releases (S\n[…]\n Keeping only deny-licenses\nto block copyleft licenses (GPL-3.0, AGPL-3.0).\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "security: improve OpenSSF Scorecard from 5.3 to ~7.0 (#202)",
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          "body": "…(#207)\n\n* fix(docs,tests): reorder installation (Docker first) and rename old test files\n\n1. **README Installation Reordering**:\n   - Moved Docker installation to \"Option 1\" (easiest)\n   - Moved Python installation to \"Option 2\"\n   - Docker is one command vs. multiple steps for Python setup\n\n2. **T\n[…]\nh, docstring now matches\n\nResolves Cursor bot review comments on PR #207.\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Legal: Add employment protection and open-source security tool focus …",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-10T16:54:17Z",
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          "oid": "bcc7f7be6dedf2d99bd3bb585fea5cbec9bd9e12",
          "body": "Replace 31 instances of old lab numbering (Lab 09b, 10a, etc.) with\ncorrect lab numbers across documentation.\n\nOld → New mapping:\n- Lab 09b → Lab 24\n- Lab 10a → Lab 25\n- Lab 10b → Lab 26\n- Lab 10c → Lab 27\n- Lab 10d → Lab 28\n- Lab 11a → Lab 30\n- Lab 16b → Lab 37\n- Lab 17a → Lab 38\n- Lab 17b → Lab 40\n[…]\n10 walkthrough files\n- 2 guide files\n- ROADMAP.md, lab-prerequisites.md, documentation-guide.md\n- data/README.md\n- 2 lab READMEs (lab28, lab48)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update all old lab numbering references to new scheme (#205)",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-10T15:08:10Z",
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          "oid": "a9ebf161ef52a15346b29793fbb6894f684599e0",
          "body": "The docs/index.md Lab Navigator was showing old display numbers (09, 09b,\n10, 10a, etc.) instead of actual lab folder numbers (23, 24, 25, 26, etc.).\n\nChanges:\n- Fix all lab card display numbers in docs/index.md to match folder numbers\n- Add test_index_md_lab_card_display_numbers_match_folder test\n-\n[…]\nest: pytest tests/test_lab_data_integrity.py::TestLabCategoryConsistency -v\nAll 11 tests pass including the new display number validation test.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct Lab Navigator display numbers in GitHub Pages (#204)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T14:54:47Z",
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          "oid": "e55f67c1fde59e89e84341fd5bbb8a1b16a6bb67",
          "body": "… (#203)\n\nThe Lab Navigator on the GitHub Pages site (docs/index.md) was showing:\n- Scrambled lab order (00, 01, 04, 02, 05...)\n- Old display numbers (01, 02, 03 instead of 10, 11, 12)\n- Old category names (Expert DFIR, Expert AI)\n\nFixed to show:\n- Sequential lab order within each category\n- Actual \n[…]\n- Correct category names and ranges (Foundation 00-09, ML 10-13, etc.)\n\nNote: Some lab cards in the grid still need updating in a follow-up PR.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages Lab Navigator with correct lab numbers…",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T14:40:42Z",
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          "oid": "1316a73011664f17084228a84a3e80adab19aebb",
          "body": "…legend (#201)\n\n* fix(readme): reorganize Lab Navigator to sequential order and update legend\n\nThe Lab Navigator table was displaying labs in confusing non-sequential order\n(00, 01, 04, 02, 05...) instead of proper sequential order (00, 01, 02, 03...).\nAlso updated the legend to use correct category\n[…]\npattern for \"Intro (Free)\"\nneeds escaped parentheses to match literal text.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(readme): reorganize Lab Navigator to sequential order and update …",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T14:27:39Z",
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          "oid": "cd7314e0e601360d164f45773db5df07caec01ed",
          "body": "…(#200)\n\n- Fix outdated lab references in docs/index.md FAQ section\n- Labs 01-03 -> Labs 00-13 (Foundation + ML, no API needed)\n- Add test_index_md_lab_numbering to catch future regressions\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages (index.md) lab numbering and add test …",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T13:47:00Z",
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          "oid": "dbee32b548c007fa9c119b88f6c5d4e6d65ed2e3",
          "body": "…n (#199)\n\nUpdate lab number references to match actual directory structure:\n- Old numbering: Labs 01-03 (ML), Labs 04-07 (LLM), Labs 08-10 (Advanced)\n- New numbering: Labs 10-13 (ML), Labs 14-18 (LLM), Labs 19-24 (Detection)\n\nFiles updated:\n- docs/learning-guide.md, CLAUDE.md - Lab quick reference\n\n[…]\n - Lab progression\n- 13 lab README.md files - Prerequisites sections\n- docs/walkthroughs/lab13-ml-vs-llm-walkthrough.md - Bridge lab references\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): comprehensive lab numbering update across all documentatio…",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T16:10:04Z",
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          "oid": "2f7ff2d85cd5f698fb78a0b0f965803d675de11c",
          "body": "…g (#198)\n\n- Update ctf/README.md prerequisite lab numbers to match actual labs\n- Fix docs/ARCHITECTURE.md diagram with correct lab ranges (00-50)\n- Update directory structure to show 50+ labs\n- Update version history to reflect current state\n- Add test_ctf_prerequisite_labs_exist to verify CTF lab references\n- Add test_architecture_doc_lab_count to catch outdated lab counts\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update CTF prerequisites and architecture doc lab numberin…",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-09T15:45:41Z",
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          "oid": "47b2e6730ffe4083b9f69f76f8c9f2fde8702d50",
          "body": "- Update Lab Navigator badges to use actual lab numbers (00-50)\n- Fix Detailed Lab Descriptions table entries to match lab directories\n- Update section headers with correct ranges (00-09, 10-13, 14-18, etc.)\n- Remove emojis from code blocks for better cross-platform display\n- Add test_readme_lab_numbers_match_actual_labs to catch future mismatches\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update README lab numbering and add consistency test (#197)",
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          "is_bot": false,
          "headline": "chore: clean up gitignore (#196)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T13:39:06Z",
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          "body": "….0 (#192)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-python) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-python/releases)\n- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/ope\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update openai requirement from <2.0.0,>=1.50.0 to >=1.50.0,<3.0…",
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          "body": "….0 (#190)\n\nUpdates the requirements on [plotly](https://github.com/plotly/plotly.py) to permit the latest version.\n- [Release notes](https://github.com/plotly/plotly.py/releases)\n- [Changelog](https://github.com/plotly/plotly.py/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/plotly/plotly.p\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update plotly requirement from <6.0.0,>=5.20.0 to >=5.20.0,<7.0…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T13:09:36Z",
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          "body": "Updates the requirements on [pytest-cov](https://github.com/pytest-dev/pytest-cov) to permit the latest version.\n- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)\n- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.1.0...v7.0.0)\n\n---\nupdated-dependencies:\n\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update pytest-cov requirement (#189)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:55:36Z",
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          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4.6.2 to 6.0.0.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/ea165f8d65b6e75b540449e92b4886f43607fa02...b7c566a772e6b6bfb58ed0dc25\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump actions/upload-artifact from 4.6.2 to 6.0.0 (#187)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:48:58Z",
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        {
          "oid": "26c7d6cc36c20f53ef89de80323187f2710b3da0",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4.3.1 to 6.0.1.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4.3.1...8e8c483db84b4b\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump actions/checkout from 4.3.1 to 6.0.1 (#186)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:31:11Z",
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        {
          "oid": "6513915192244864997f1c57395bb25f7e803230",
          "body": "Bumps [peter-evans/create-issue-from-file](https://github.com/peter-evans/create-issue-from-file) from 5.0.1 to 6.0.0.\n- [Release notes](https://github.com/peter-evans/create-issue-from-file/releases)\n- [Commits](https://github.com/peter-evans/create-issue-from-file/compare/e8ef132d6df98ed982188e460\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump peter-evans/create-issue-from-file from 5.0.1 to 6.0.0 (#185)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:23:26Z",
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        {
          "oid": "86ba9d44fa4891c638c47898ccc875263f92682a",
          "body": "* docs: update lab count from 45+ to 50+ and add missing labs\n\n- Update README.md and docs/index.md to reflect 50+ labs\n- Add lab10b (Windows Event Log Analysis), lab10c (Registry Forensics),\n  lab10d (Live Response), lab21 (XQL Threat Hunting) to navigator\n- Fix duplicate START HERE section in READ\n[…]\n-24)\n- Add TestLabCategoryConsistency test class to catch future mismatches\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct lab category ranges and add consistency tests (#194)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T03:30:44Z",
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          "oid": "55e70d7a47360a6a510857c379651b5650d3d847",
          "body": "* docs: update lab count from 45+ to 50+ and add missing labs\n\n- Update README.md and docs/index.md to reflect 50+ labs\n- Add lab10b (Windows Event Log Analysis), lab10c (Registry Forensics),\n  lab10d (Live Response), lab21 (XQL Threat Hunting) to navigator\n- Fix duplicate START HERE section in READ\n[…]\nopic.com>\n\n* fix(tests): update lab49 test data path and fix linting issues\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: reorder labs for progressive difficulty (#193)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T03:14:30Z",
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          "body": "Bumps the pip group with 5 updates in the /ctf-challenges/advanced/challenge-06/challenge directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [werkzeug](https://github.com/pallets/werkzeug) | `3.0.1` | `3.1.4` |\n| [requests](https://github.com/psf/requests) | `2.31.0` | `2.32.4` |\n| [urllib3](\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "body": "v1.5.0 already exists - bump to v1.6.0 for this release.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "- Lab 00i: CTF Fundamentals\n- 3 new CTF challenges (Intermediate-06, Advanced-05, Advanced-06)\n- Enhanced vibe coding guidance\n- OpenSSF Scorecard improvements\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "* feat: expand CTF challenges and enhance learning materials\n\nAdd 3 new CTF challenges (18 total, 5100 points):\n- beginner-06: Linux Persistence Hunter (cron, systemd, SSH keys, bash)\n- intermediate-06: Web Shell Detective (Apache logs, base64 decoding)\n- advanced-06: Supply Chain Detective (typosqu\n[…]\nccordingly)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "feat: expand CTF challenges and enhance learning materials (#170)",
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          "body": "* feat: improve OpenSSF scorecard and documentation quality\n\n## OpenSSF Scorecard Improvements\n- Add workflow-level permissions (contents: read) to CI workflows\n- Pin all GitHub Actions to SHA hashes for supply chain security\n- Actions pinned: checkout, setup-python, cache, codecov, stale,\n  upload-\n[…]\ns intended.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "- Move Scorecard permissions to job level (required for publish_results)\n- Add SECURITY_DOCUMENTS, create_tfidf_embeddings, calculate_similarity_matrix to lab06a",
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          "headline": "fix(ci): Scorecard permissions and lab06a test fixes (#160)",
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      {
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              "readme_badges": 60,
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              "readme_badge_services": [
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              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
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                "key": "license",
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                "points": 16.9,
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                "details": [
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              {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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        "key": "governance",
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                "name": "Bus factor",
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              {
                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
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          },
          {
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              {
                "code": "weights_renormalized",
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                "points": 42,
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                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "points": 24.8,
                "status": "partial",
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_newcomer_prs",
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                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 15
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          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
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            "notes": [
              {
                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 47,
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                "max_points": 30
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              {
                "key": "verified_domain",
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                "details": [
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              {
                "key": "owner_reach",
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                ],
                "max_points": 25
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              {
                "key": "track_record",
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        ],
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              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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                ],
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          },
          {
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            "inputs": {
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            "components": [
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              {
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              {
                "key": "repository_description",
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              {
                "key": "topics",
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                "max_points": 10
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                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "metrics": [
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            "components": [
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                "key": "security_policy_security_md",
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              },
              {
                "key": "dependabot_config",
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              },
              {
                "key": "dependency_lockfiles",
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              },
              {
                "key": "codeql_workflow",
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            ]
          },
          {
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            "name": "Dependency advisories",
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_repository",
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              },
              {
                "code": "advisories_unassessed",
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              },
              {
                "code": "advisories_repo_graph_caveat",
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              {
                "code": "advisories_reachability",
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            ],
            "value": 60,
            "inputs": {
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
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                    "code": "advisories_affected",
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                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
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                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "2 advisory-carrying package(s) unaddressed past 90 days; oldest published 131 days ago",
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                "status": "partial",
                "details": [
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                    "code": "advisories_stale",
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
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            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "assessed_packages": 21,
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              "installable_malicious_packages": 0
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                "name": "No dependency reported as a malicious package",
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                "points": 100,
                "status": "met",
                "details": [
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      },
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        "key": "ai_readiness",
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        "metrics": [
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                "points": 45,
                "status": "met",
                "details": [
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                  }
                ],
                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "85 of 85 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
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                      "sampled": 85
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.39,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.15
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 0,
                "status": "missed",
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              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
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                "detail": "39 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "15 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
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                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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              "primary_language": "Python",
              "largest_source_bytes": 137037,
              "source_files_sampled": 183,
              "oversized_source_files": 2
            },
            "components": [
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                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
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                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/183 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "kb": 60,
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                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
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            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
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                "details": [],
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              },
              {
                "key": "mcp_server",
                "name": "MCP server",
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              },
              {
                "key": "runnable_examples",
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                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
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    ],
    "classification": {
      "top": [],
      "labels": [],
      "scores": {
        "notebook": 3,
        "mcp-server": 3,
        "network-service": 3
      },
      "primary": null,
      "evidence": [
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          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "tree.compose",
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        },
        {
          "tier": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "none",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": false
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    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'ai-for-the-win' from its registry",
    "OpenSSF Scorecard did not return a usable result (2026/08/04 00:54:53 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T00:55:28.686707Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/depalmar/ai_for_the_win.svg",
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  "license_state": "custom",
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}

Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.5.0, esquema v0.30.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas.