Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-27 04:29 UTC

ashvardanian / TinySemVer

Tiny Semantic Versioning (SemVer) library with LLMs and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file

PythonApache-2.0★ 28 estrellas⑂ 3 forksdesde jun 2024Ver en GitHub ↗

ashvardanian/TinySemVer tiene un índice de salud de 56 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (72/100) y la más baja, AI Readiness (19/100). Se actualizó por última vez hace 5 días. Una sola persona concentra la mayor parte del trabajo reciente.

56
global / 100
Moderado

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

56
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas 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.

Titularidad

Ash VardanianCuenta personal
1422 seguidores61 repositorios públicosdesde jul 2012BDFL @ Unum

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPItinysemver3.0.320421hace 5 días

Métricas por categoría

Vitalidad

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

72Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 5 días
2.8/36Cadencia de commits — 4/52 semanas con commits
13/18Volumen de commits — 27 commits en el último año
7/10OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
Datos de entrada utilizados
commits_last_year27
human_commit_share1
days_since_last_push5
active_weeks_last_year4
Cómo se puntúa
27/27Publica versiones — 25 versiones publicadas
36/36Recencia de las versiones — última versión hace 5 días
19.8/27Cadencia de publicación — una versión cada ~78,3 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count25
latest_release_tagv3.0.3
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases78,3
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

37En riesgo · 18% del índice global
Cómo se puntúa
23.2/60Estrellas — 28 estrellas
2.5/25Forks — 3 forks
0/15Observadores — 2 observadores
Datos de entrada utilizados
forks3
stars28
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
Cómo se puntúa
30.8/80Descargas mensuales — 204 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagestinysemver
dependents
ecosystemspypi
total_downloads
monthly_downloads204
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

59Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
1.3/22.5Distribución de commits — el principal contribuyente firma el 94% de los commits
4.1/13.5Amplitud de contribuyentes — 3 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled3
top_contributor_share0,943
Cómo se puntúa
23.4/46.8Resolución de issues — 50% de issues cerradas
30.6/38.3Aceptación de PR — 8/10 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 0/19 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs8
open_issues3
closed_issues3
issue_closed_ratio0,5
closed_unmerged_prs2
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
22.7/25Alcance del propietario — 1422 seguidores de ashvardanian
25/25Trayectoria — 61 repos públicos, cuenta de ~14 años
Datos de entrada utilizados
followers1422
owner_typeUser
is_verified
owner_loginashvardanian
public_repos61
account_age_days5123
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 5 días
20/20Historial de versiones — 21 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagestinysemver
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

52Moderado · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
0/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_testsno
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

65Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://github.com/marketplace/actions/tinysemver
10/10Descripción del repositorio
10/10Topics — 8 topics
0/10Wiki
Datos de entrada utilizados
topicssemantic-version, semantic-versioning, devops, devops-tools, github-actions, minimalist, llm, openai-api
has_wikino
homepagehttps://github.com/marketplace/actions/tinysemver
has_readme
has_docs_dirno
has_description

Seguridad

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

54Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/19 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,3
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:tinysemver@3.0.3 —lo que arrastra la instalación del paquete publicado—: 4 paquetes. 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? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

19Crítico · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
11.7/40Historial de commits legible — 22 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,22
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
0/18Arranque con un solo comando
0/22Pruebas automatizadas
0/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_testsno
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/3 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes35.855
source_files_sampled3
oversized_source_files0

Datos clave

28estrellas de GitHub
3contribuidores
27commits en los últimos 12 meses
5días desde el último push
25versiones publicadas
1factor bus
3issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Más detalle

Historial de estrellas y forks 0 ★ / 3 ⇿
0Estrellas
3Forks
14Versiones

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.

12233312024-062024-082024-09
Mayor 1Menor 2Parche 11
OpenSSF Scorecard 4.3 / 10
4.3agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-27 04:29 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/19 approved changesets -- score normalized to 0
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Dependencias directas 1
RegistroPaqueteRestricción de versiónManifiesto
PyPIrich>= 13.8.0pyproject.toml
Todas las dependencias 23

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 21 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIrichdirecta
PyPIrich14.2.0directa
PyPIblack25.9.0indirecta
PyPIclick8.3.0indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.10.7indirecta
PyPIiniconfig2.1.0indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImdurl0.1.2indirecta
PyPImypy1.18.2indirecta
PyPImypy-extensions1.1.0indirecta
PyPIpackaging25.0indirecta
PyPIpathspec0.12.1indirecta
PyPIplatformdirs4.5.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpygments2.19.2indirecta
PyPIpytest8.4.2indirecta
PyPIpytest-cov7.0.0indirecta
PyPIpytest-mock3.15.1indirecta
PyPIpytokens0.1.10indirecta
PyPIruff0.14.0indirecta
PyPItinysemver2.1.1indirecta
PyPItyping-extensions4.15.0indirecta
Avisos de dependencias 0

Instalar pypi:tinysemver@3.0.3 arrastra 4 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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.

Informe JSON sin procesar legible por máquina
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          "body": "…irst\n\npatch_with_regex replaced only the first match, so a file that names a dependency more than once - a\nREADME with several install snippets - kept every later occurrence pinned to a stale version. It also\nreported all matches as line 1, reading match.pos rather than match.start.\n\nGive patch_wit\n[…]\nstrings too, and rewriting all of them would duplicate the version. Fix the line-number\nreport, and cover the all-occurrences path, the first-only default, and a full bump over a\nmulti-example README.",
          "is_bot": false,
          "headline": "Fix: Bump every match of an update-version-in pattern, not just the f…",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T11:46:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c59782f7a53b6b905c8c040a032f9879d4bef61",
          "body": "The rebase job's push-protected step ran with unprotect_reviews, which\ncalls the branch-protection API to delete and restore main-dev's\nrequired reviews around the force-push. The fine-grained token lacks\nthe administration scope for that endpoint, so the call answered 403\nand the job failed after e\n[…]\nhe post-release\nrebase is a fast-forward in the common case, so the review dance is\nunnecessary; if a future setup does require it, grant the token repo\nadministration instead of re-enabling the flag.",
          "is_bot": false,
          "headline": "Make: Stop unprotecting reviews in the post-release rebase",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:11:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2f528ea17c8bf3e06fabe299d4db7ca04d793192",
          "body": "### Patch\n\n- Fix: Ignore moving aliases when detecting the last tag (095cc2f)\n- Make: Gate versioning on tests and dogfood the moving tags (fac5e2f)\n- Fix: Warn when moving tags cannot be force-pushed (8a47b82)",
          "is_bot": false,
          "headline": "Release: v3.0.2 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-07-15T15:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "095cc2fd4cfe3c64ad5e383fac51186ba233aff4",
          "body": "get_last_tag ran a bare 'git describe --tags --abbrev=0', which picks\nthe newest annotated tag reachable from HEAD. The moving v3 and v3.0\naliases that push_moving_tags maintains point at the same commit as\nthe real release and are tagged later, so they won the race, and\nparse_version rejected 'v3' \n[…]\nfeature would break its own next release. The describe call now\nmatches only three-component tags, with and without the 'v' prefix,\nand a regression test plants both aliases beside a real release tag.",
          "is_bot": false,
          "headline": "Fix: Ignore moving aliases when detecting the last tag",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:08:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fac5e2f3f07154831f06d876590baab9b6fddb40",
          "body": "Neither workflow ran the test suite: pushes to main-dev only dry-ran\nthe versioner, and pushes to main released without any testing. Both\nnow run pytest over test.py in a leading job the semver job needs, so\na release only happens once the CI is green, and the post-release\nrebase job keeps refreshin\n[…]\n0.0 - the reason\nthe v3 and v3.0 aliases never existed and every consumer pinning\ntinysemver@v3 failed to resolve the action since March. Requires\nTINYSEMVER_TOKEN to keep force-push rights over tags.",
          "is_bot": false,
          "headline": "Make: Gate versioning on tests and dogfood the moving tags",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8a47b8218b5660b8478ac8414118de3775594c21",
          "body": "The moving-tag pushes run after the version commit and the exact\nvX.Y.Z tag are already on the remote, so the release is complete and\ncannot be retried - the version files are bumped and a re-run raises\nNoNewCommitsError. Raising a RuntimeError there left releases looking\nfailed while being half-pub\n[…]\n The\naliases are a convenience for consumers pinning @vX or @vX.Y, so a\ndenied force-push now prints a warning naming the tag and the remote\nerror, and the release proceeds to the GitHub release step.",
          "is_bot": false,
          "headline": "Fix: Warn when moving tags cannot be force-pushed",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "64c6eaed7db90bbf8e1563234b11ebe70758a204",
          "body": "### Patch\n\n- Make: Refresh CI (f1cc2e5)",
          "is_bot": false,
          "headline": "Release: v3.0.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-04-01T18:09:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1cc2e51d37bf11fea34bf69ebc8e0bc703a3748",
          "body": null,
          "is_bot": false,
          "headline": "Make: Refresh CI",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-04-01T17:31:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4e5fa49eb7ac40f5a009cf1e95da4c33aab124e",
          "body": "### Major\n\n- Break: Drop all AI features (734832e)\n\n### Minor\n\n- Add: Moving Major and Minor releases (d153cc8)\n- Add: Test and lock dependencies (0547fcc)\n\n### Patch\n\n- Improve: Make moving tags optional (02b4222)\n- Fix: Traceback exception handling (7a677d9)\n- Docs: Repo capitalization (2c56857)\n-\n[…]\nx: Don't override `GITHUB_TOKEN` env var with nil (027d05e)\n- Fix: Return new semantic version (8b4939c)\n- Improve: Normalize `pathlib.Path` to `str` (83679b4)\n- Improve: Check file presence (29ed202)",
          "is_bot": false,
          "headline": "Release: v3.0.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2025-10-14T14:04:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "02b422214b938266461f7da2cf76d34798ab515e",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Make moving tags optional",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:03:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a677d93752b4fd3b80d15da81a12be0ceb8403c",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Traceback exception handling",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c5685715a1559675e6ec91395f35908e04d5c9f",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Repo capitalization",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53fca7929a5dc09cb06edbcae5674be8bb86fa49",
          "body": null,
          "is_bot": false,
          "headline": "Merge: Minus LLMs; Plus Moving Major & Minor Releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:51:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88db1414365e8abcea289af0d7b830c996dbb0b3",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Deprecated `re.sub` positional count",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:48:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6005b2a58d45a4f8039f40c89eaf856eff69d10a",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Remove LLMs from positioning",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "d153cc823e98d5d03d94b7cd58b93121143c9f77",
          "body": null,
          "is_bot": false,
          "headline": "Add: Moving Major and Minor releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d757afcdb62f11442d5a804808bf16cda50be66",
          "body": null,
          "is_bot": false,
          "headline": "Make: Bump dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:35:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0547fcc69824fab833dfb9e761f830bc198f8c09",
          "body": null,
          "is_bot": false,
          "headline": "Add: Test and lock dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:29:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7f8f3e346621afdaf503849ee5cf8dbf415ab93",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Expose functionality in `__init__`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:27:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "734832e32adefe3968ee638e5174b7a6475b48f3",
          "body": null,
          "is_bot": false,
          "headline": "Break: Drop all AI features",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:26:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19b939c90c989cf34b17c35f3fd8a025463510c6",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Match `Feat` verb, as claimed in docs",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "027d05ea81782a00869237e578bd993f32ead84e",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Don't override `GITHUB_TOKEN` env var with nil",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "8b4939c82d7a33f8b3492ff4e7da30dfacf356f5",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Return new semantic version",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83679b4eabfe906234b9a1c8940d13d4799b8e53",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Normalize `pathlib.Path` to `str`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:48:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29ed202bb81b86a23e99ade5e7ebdc74e985fe2b",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Check file presence",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-01-13T19:53:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48818c9da3c4d6da59efde64bce219bbd579903a",
          "body": "### Patch\n\n- Fix: Missing symbol (a1b2b8a)",
          "is_bot": false,
          "headline": "Release: v2.1.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:43:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1b2b8ad5fe6e2c5565bb236d7798a57aaa048a4",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Missing symbol",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:42:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f46e4a69e95e723e05bcd5587421b3f346a1fd2",
          "body": "### Minor\n\n- Add: AI & Rock-n-Roll (de8e5a2)\n\n### Patch\n\n- Improve: Optional dependencies (4ff62ee)\n- Make: Dependencies of publishing script (66d69f0)\n- Improve: Rich text output (9dbddca)\n- Make: `requirements.txt` (e0b362c)\n- Fix: Missing quote in YAML (f822b2e)\n- Improve: OpenAI action args (c9f5845)",
          "is_bot": false,
          "headline": "Release: v2.1.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:28:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ff62eea3fdb2209e67b5e66867aec564cc3e39f",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Optional dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:28:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66d69f05965e839cadc4974163db2f0e83e37b64",
          "body": null,
          "is_bot": false,
          "headline": "Make: Dependencies of publishing script",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:12:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dbddca9efd0a8c056fba4c6b1cd4ba6086c2acd",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Rich text output",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:05:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0b362c8f26dbd94e3dcb0b9a37e6dfd88630484",
          "body": null,
          "is_bot": false,
          "headline": "Make: `requirements.txt`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:01:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f822b2eab6415d8162b6706afa173d009e73e23f",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Missing quote in YAML",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:48:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1408723285ddcce64991f1589633c84f7b98bf4e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of https://github.com/ashvardanian/tinysemver",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:42:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9f58457842e0c0637bf7778e52ad96908be5b35",
          "body": null,
          "is_bot": false,
          "headline": "Improve: OpenAI action args",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:41:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "is_bot": false,
          "headline": "Add: AI & Rock-n-Roll",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:28:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e070842578dc7477a1b05e8a5b0ae62480ce6eb",
          "body": "### Patch\n\n- Improve: Named tuples for commits (1bf5232)\n- Improve: Added function to convert the different commits into a message (4847361)\n- Improve: Added commit hashes to the end of the commit messages (533402b)\n- Improve: Added commit messages to the release notes (0f1c843)",
          "is_bot": false,
          "headline": "Release: v2.0.8 [skip ci]",
          "author_name": "TinySemVer",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Improve: Named tuples for commits",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-16T15:16:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a99b3e05375d7abb7a5219f0664c7858969d250a",
          "body": "Add commit descriptions & hashes to the release notes\r\n\r\nCloses #14",
          "is_bot": false,
          "headline": "Merge pull request #15 from ashbob999/improve-release-notes",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-16T15:05:43Z",
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          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Improve: Added function to convert the different commits into a message",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T16:36:05Z",
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        },
        {
          "oid": "533402b98d58e128ddf6a2d448d2fd43bceea2ed",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Added commit hashes to the end of the commit messages",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T16:14:08Z",
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        },
        {
          "oid": "0f1c843be0eac9f4bc9fbba835a45b5eb631492b",
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          "is_bot": false,
          "headline": "Improve: Added commit messages to the release notes",
          "author_name": "ashbob999",
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          "committed_at": "2024-09-15T15:46:11Z",
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        },
        {
          "oid": "ec863da877b95d46c39cf630cc1e977f8afe20e9",
          "body": "Refresh",
          "is_bot": false,
          "headline": "Merge pull request #13 from ashvardanian/main",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-09-15T03:04:36Z",
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          "is_bot": false,
          "headline": "Release: v2.0.7 [skip ci]",
          "author_name": "TinySemVer",
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          "is_bot": false,
          "headline": "Improve: Exit with code `0`, if no commits are found",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-18T02:26:09Z",
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          "is_bot": false,
          "headline": "Release: v2.0.6 [skip ci]",
          "author_name": "TinySemVer",
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        },
        {
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          "is_bot": false,
          "headline": "Make: Fix path to the local script",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "packages": [
                "tinysemver"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 204
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "204 downloads/month across pypi",
                "points": 30.8,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 204,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 59,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 3,
              "top_contributor_share": 0.943
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "3 contributors",
                "points": 4.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "merged_prs": 8,
              "open_issues": 3,
              "closed_issues": 3,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "8/10 decided PRs merged",
                "points": 30.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 8,
                      "decided": 10
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "followers": 1422,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ashvardanian",
              "public_repos": 61,
              "account_age_days": 5123
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,422 followers of ashvardanian",
                "points": 22.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1422,
                      "login": "ashvardanian"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "61 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 61
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "tinysemver"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_ci": true,
              "has_tests": false,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "semantic-version",
                "semantic-versioning",
                "devops",
                "devops-tools",
                "github-actions",
                "minimalist",
                "llm",
                "openai-api"
              ],
              "has_wiki": false,
              "homepage": "https://github.com/marketplace/actions/tinysemver",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/marketplace/actions/tinysemver",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 43,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.3
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:tinysemver@3.0.3 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:tinysemver@3.0.3",
                  "assessed": 4
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "critical",
        "name": "AI Readiness",
        "value": 19,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.22,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "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": "22 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 22,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 35855,
              "source_files_sampled": 3,
              "oversized_source_files": 0
            },
            "components": [
              {
                "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"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/3 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 3,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T04:29:56.002638Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ashvardanian/TinySemVer.svg",
  "full_name": "ashvardanian/TinySemVer",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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