Registro público
Informe de salud del softwareesquema 0.12.0 · métricas 1.13.0 · 2026-07-17 15:58 UTC

minishlab / semble

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

PythonMIT★ 5635 estrellas⑂ 236 forksdesde abr 2026Ver en GitHub ↗

minishlab/semble tiene un índice de salud de 75 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (91/100) y la más baja, Security (46/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

75
global / 100
Bueno

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.

75
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

MinishOrganización
385 seguidores11 repositorios públicosdesde ago 2024

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIsemble0.5.1141.30223hace 4 díascode-searchhybrid-searchsemantic-searchmcpagentragembeddings

Métricas por categoría

Vitalidad

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

84Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
9.7/36Cadencia de commits — 14/52 semanas con commits
18/18Volumen de commits — 121 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year121
human_commit_share
days_since_last_push0
active_weeks_last_year14
Cómo se puntúa
27/27Publica versiones — 22 versiones publicadas
36/36Recencia de las versiones — última versión hace 4 días
27/27Cadencia de publicación — una versión cada ~5,2 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count22
latest_release_tagv0.5.1
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases5,2
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?

83Bueno · 18% del índice global
Cómo se puntúa
60/60Estrellas — 5635 estrellas
19.8/25Forks — 236 forks
6.8/15Observadores — 18 observadores
Datos de entrada utilizados
forks236
stars5635
watchers18
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
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
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
68.7/80Descargas mensuales — 141.302 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagessemble
dependents
ecosystemspypi
total_downloads
monthly_downloads141.302
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?

67Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
7.2/22.5Distribución de commits — el principal contribuyente firma el 68% de los commits
9.5/13.5Amplitud de contribuyentes — 7 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled7
top_contributor_share0,678
Cómo se puntúa
42.3/46.8Resolución de issues — 90% de issues cerradas
32.5/38.3Aceptación de PR — 118/139 PR decididos fusionados
10.5/15OpenSSF Scorecard: Code-Review — Found 22/30 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs118
open_issues8
closed_issues75
issue_closed_ratio0,904
closed_unmerged_prs21
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
18.6/25Alcance del propietario — 385 seguidores de MinishLab
11.7/25Trayectoria — 11 repos públicos, cuenta de ~1 años
Datos de entrada utilizados
followers385
owner_typeOrganization
is_verified
owner_loginMinishLab
public_repos11
account_age_days706
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 4 días
20/20Historial de versiones — 23 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagessemble
ecosystemspypi
any_deprecatedno
min_days_since_publish4

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

91Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://minish.ai/packages/semble/introduction/
10/10Descripción del repositorio
10/10Topics — 7 topics
0/10Wiki
Datos de entrada utilizados
topicsagents, code-search, embeddings, mcp, mcp-server, model-context-protocol, retrieval
has_wikino
homepagehttps://minish.ai/packages/semble/introduction/
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?

46En riesgo · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 22/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 4 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
7.5/7.5Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
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
0/7.5Vulnerabilities — 31 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4,6
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.

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.

85Excelente · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — src/semble/agents/claude.md, src/semble/agents/gemini.md
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_filessrc/semble/agents/claude.md, src/semble/agents/gemini.md
agent_instruction_max_bytes2122
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — src/semble/py.typed
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
0/8Mantenimiento automatizado — sin datos
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_config
typecheck_configssrc/semble/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/semble/py.typed)
55/55Tamaños de archivo manejables — 0/60 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes20.940
source_files_sampled60
oversized_source_files0

Datos clave

5635estrellas de GitHub
7contribuidores
121commits en los últimos 12 meses
0días desde el último push
22versiones publicadas
1factor bus
8issues abiertas
PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 4.6 / 10
4.6agregado

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 · 2026-07-17 15:57 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 22/30 approved changesets -- score normalized to 7
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
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
0Vulnerabilities31 existing vulnerabilities detected
Dependencias directas 9
RegistroPaqueteRestricción de versiónManifiesto
PyPImodel2vec>=0.4.0pyproject.toml
PyPIvicinity>=0.4.4pyproject.toml
PyPInumpy>=1.24.0pyproject.toml
PyPIbm25s>=0.2.0pyproject.toml
PyPIpathspec>=0.12pyproject.toml
PyPItree-sitter>=0.25,<0.26pyproject.toml
PyPItree-sitter-language-pack>=1.0,<1.8.0,!=1.6.3pyproject.toml
PyPIorjsonpyproject.toml
PyPIquestionary>=2.0,<3.0pyproject.toml
Todas las dependencias 135

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 10 paquetes directos y 125 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIbm25s0.3.8directa
PyPImodel2vec0.8.1directa
PyPInumpy2.2.6directa
PyPInumpy2.4.4directa
PyPIorjson3.11.9directa
PyPIpathspec1.1.1directa
PyPIquestionary2.1.1directa
PyPItree-sitter0.25.2directa
PyPItree-sitter-language-pack1.6.2directa
PyPIvicinity0.4.4directa
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.13.0indirecta
PyPIast-serialize0.3.0indirecta
PyPIattrs26.1.0indirecta
PyPIcertifi2026.4.22indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.5.0indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIclick8.3.3indirecta
PyPIcolorama0.4.6indirecta
PyPIcontourpy1.3.2indirecta
PyPIcontourpy1.3.3indirecta
PyPIcoverage7.14.0indirecta
PyPIcryptography48.0.0indirecta
PyPIcuda-bindings12.9.4indirecta
PyPIcuda-pathfinder1.5.4indirecta
PyPIcycler0.12.1indirecta
PyPIdistlib0.4.0indirecta
PyPIdistro1.9.0indirecta
PyPIdocstring-parser-fork0.0.14indirecta
PyPIeinops0.8.2indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIfilelock3.29.0indirecta
PyPIfonttools4.62.1indirecta
PyPIfsspec2026.4.0indirecta
PyPIh110.16.0indirecta
PyPIhf-xet1.5.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIhuggingface-hub1.14.0indirecta
PyPIidentify2.6.19indirecta
PyPIidna3.14indirecta
PyPIiniconfig2.3.0indirecta
PyPIjinja23.1.6indirecta
PyPIjiter0.14.0indirecta
PyPIjoblib1.5.3indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIkiwisolver1.5.0indirecta
PyPIlibrt0.11.0indirecta
PyPImarkdown-it-py4.2.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib3.10.9indirecta
PyPImcp1.27.1indirecta
PyPImdurl0.1.2indirecta
PyPImpmath1.3.0indirecta
PyPImypy2.1.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInetworkx3.4.2indirecta
PyPInetworkx3.6.1indirecta
PyPInodeenv1.10.0indirecta
PyPInvidia-cublas-cu1212.8.4.1indirecta
PyPInvidia-cuda-cupti-cu1212.8.90indirecta
PyPInvidia-cuda-nvrtc-cu1212.8.93indirecta
PyPInvidia-cuda-runtime-cu1212.8.90indirecta
PyPInvidia-cudnn-cu129.10.2.21indirecta
PyPInvidia-cufft-cu1211.3.3.83indirecta
PyPInvidia-cufile-cu121.13.1.3indirecta
PyPInvidia-curand-cu1210.3.9.90indirecta
PyPInvidia-cusolver-cu1211.7.3.90indirecta
PyPInvidia-cusparse-cu1212.5.8.93indirecta
PyPInvidia-cusparselt-cu120.7.1indirecta
PyPInvidia-nccl-cu122.27.5indirecta
PyPInvidia-nvjitlink-cu1212.8.93indirecta
PyPInvidia-nvshmem-cu123.4.5indirecta
PyPInvidia-nvtx-cu1212.8.90indirecta
PyPIopenai2.36.0indirecta
PyPIpackaging26.2indirecta
PyPIpillow12.2.0indirecta
PyPIplatformdirs4.9.6indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.6.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.13.4indirecta
PyPIpydantic-core2.46.4indirecta
PyPIpydantic-settings2.14.1indirecta
PyPIpydoclint0.8.3indirecta
PyPIpygments2.20.0indirecta
PyPIpyjwt2.12.1indirecta
PyPIpyparsing3.3.2indirecta
PyPIpytest9.0.3indirecta
PyPIpytest-cov7.1.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-discovery1.3.0indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpython-multipart0.0.28indirecta
PyPIpywin32311indirecta
PyPIpyyaml6.0.3indirecta
PyPIreferencing0.37.0indirecta
PyPIregex2026.5.9indirecta
PyPIrequests2.34.0indirecta
PyPIrich15.0.0indirecta
PyPIrpds-py0.30.0indirecta
PyPIruff0.15.12indirecta
PyPIsafetensors0.7.0indirecta
PyPIscikit-learn1.7.2indirecta
PyPIscikit-learn1.8.0indirecta
PyPIscipy1.15.3indirecta
PyPIscipy1.17.1indirecta
PyPIsentence-transformers5.5.0indirecta
PyPIsetuptools82.0.1indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIsniffio1.3.1indirecta
PyPIsse-starlette3.4.3indirecta
PyPIstarlette1.0.0indirecta
PyPIsympy1.14.0indirecta
PyPIthreadpoolctl3.6.0indirecta
PyPItiktoken0.12.0indirecta
PyPItokenizers0.22.2indirecta
PyPItomli2.4.1indirecta
PyPItorch2.10.0indirecta
PyPItqdm4.67.3indirecta
PyPItransformers5.8.0indirecta
PyPItriton3.6.0indirecta
PyPItyper0.25.1indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPIurllib32.7.0indirecta
PyPIuvicorn0.46.0indirecta
PyPIvirtualenv21.3.2indirecta
PyPIwcwidth0.7.0indirecta
Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "agents",
        "code-search",
        "embeddings",
        "mcp",
        "mcp-server",
        "model-context-protocol",
        "retrieval"
      ],
      "is_fork": false,
      "size_kb": 2877,
      "has_wiki": false,
      "homepage": "https://minish.ai/packages/semble/introduction/",
      "languages": {
        "Python": 367230,
        "Makefile": 686
      },
      "pushed_at": "2026-07-17T09:56:42Z",
      "created_at": "2026-04-06T14:56:45Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T14:21:21Z",
      "description": "Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://minish.ai/",
      "name": "Minish",
      "type": "Organization",
      "login": "MinishLab",
      "company": null,
      "followers": 385,
      "avatar_url": "https://avatars.githubusercontent.com/u/177965497?v=4",
      "created_at": "2024-08-09T17:27:56Z",
      "is_verified": null,
      "public_repos": 11,
      "account_age_days": 706
    },
    "activity": {
      "releases_count": 22,
      "commits_last_year": 121,
      "latest_release_at": "2026-07-13T15:50:09Z",
      "latest_release_tag": "v0.5.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 14,
      "days_since_latest_release": 4,
      "mean_days_between_releases": 5.2
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "semble",
          "exists": true,
          "license": null,
          "keywords": [
            "code-search",
            "hybrid-search",
            "semantic-search",
            "mcp",
            "agent",
            "rag",
            "embeddings",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/semble/",
          "is_deprecated": false,
          "latest_version": "0.5.1",
          "repository_url": "https://github.com/MinishLab/semble",
          "versions_count": 23,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 141302,
          "first_published_at": "2026-04-07T16:16:41.698465Z",
          "latest_published_at": "2026-07-13T15:51:44.430231Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 4
        }
      ]
    },
    "popularity": {
      "forks": 236,
      "stars": 5635,
      "watchers": 18,
      "open_issues_and_prs": 10
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/semble/py.typed"
      ],
      "largest_source_bytes": 20940,
      "source_files_sampled": 60,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "src/semble/agents/claude.md",
        "src/semble/agents/gemini.md"
      ],
      "agent_instruction_max_bytes": 2122
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "model2vec",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        },
        {
          "name": "vicinity",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.4"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.24.0"
        },
        {
          "name": "bm25s",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.0"
        },
        {
          "name": "pathspec",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12"
        },
        {
          "name": "tree-sitter",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.25,<0.26"
        },
        {
          "name": "tree-sitter-language-pack",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0,<1.8.0,!=1.6.3"
        },
        {
          "name": "orjson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "questionary",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0,<3.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "bm25s",
            "direct": true,
            "version": "0.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "model2vec",
            "direct": true,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": true,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "questionary",
            "direct": true,
            "version": "2.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tree-sitter",
            "direct": true,
            "version": "0.25.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tree-sitter-language-pack",
            "direct": true,
            "version": "1.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "vicinity",
            "direct": true,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ast-serialize",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.4.22",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "48.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-bindings",
            "direct": false,
            "version": "12.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-pathfinder",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser-fork",
            "direct": false,
            "version": "0.0.14",
            "ecosystem": "pypi"
          },
          {
            "name": "einops",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.62.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.6.19",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.14",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas-cu12",
            "direct": false,
            "version": "12.8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu12",
            "direct": false,
            "version": "9.10.2.21",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft-cu12",
            "direct": false,
            "version": "11.3.3.83",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile-cu12",
            "direct": false,
            "version": "1.13.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand-cu12",
            "direct": false,
            "version": "10.3.9.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver-cu12",
            "direct": false,
            "version": "11.7.3.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse-cu12",
            "direct": false,
            "version": "12.5.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu12",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.27.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvshmem-cu12",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydoclint",
            "direct": false,
            "version": "0.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-discovery",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.28",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.12",
            "ecosystem": "pypi"
          },
          {
            "name": "safetensors",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.15.3",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sentence-transformers",
            "direct": false,
            "version": "5.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "82.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.22.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.3",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": false,
            "version": "5.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.46.0",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "21.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 135,
        "direct_count": 10,
        "indirect_count": 125
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 118,
        "open_issues": 8,
        "closed_ratio": 0.904,
        "closed_issues": 75,
        "closed_unmerged_prs": 21
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "Pringled",
          "commits": 82,
          "avatar_url": "https://avatars.githubusercontent.com/u/12988240?u=4cb986fd40c03ae89e54e6fddda7f7ced1edd90f&v=4"
        },
        {
          "type": "User",
          "login": "stephantul",
          "commits": 34,
          "avatar_url": "https://avatars.githubusercontent.com/u/8882233?u=93d6517ac24ce38379cb043f6e45922e215045cf&v=4"
        },
        {
          "type": "User",
          "login": "barseghyanartur",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/4925587?u=98eb4b87f01b4f068e329596caf63b08cd682e2c&v=4"
        },
        {
          "type": "User",
          "login": "ciaranj",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/55368?u=e3554fe084c0977fcdde6c9567b906af19e2a539&v=4"
        },
        {
          "type": "User",
          "login": "hubaibmahmood",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/50474121?u=487dccc1cc290a2c14f683d128661604e7449c39&v=4"
        },
        {
          "type": "User",
          "login": "Borda",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/6035284?u=7c22640672aa21785bef224ee8cee1a52e5fc1c1&v=4"
        },
        {
          "type": "User",
          "login": "Pililink",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/29655914?u=1a92d65a79308b66909b3d7f9f31b000a6cedc2a&v=4"
        }
      ],
      "contributors_sampled": 7,
      "top_contributor_share": 0.678
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yaml",
        "release.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 7,
            "reason": "Found 22/30 approved changesets -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 4 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 4,
            "reason": "dependency not pinned by hash detected -- score normalized to 4",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "31 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "f4c397e2ede0c16ab1772adeee9a0af1024043bf",
        "ran_at": "2026-07-17T15:57:59Z",
        "aggregate_score": 4.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/minishlab/semble",
    "host": "github.com",
    "name": "semble",
    "owner": "minishlab"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 75,
      "inputs": {
        "security": 46,
        "vitality": 84,
        "community": 83,
        "governance": 67,
        "engineering": 91
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 84,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "commits_last_year": 121,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 14
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "14/52 weeks with commits",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "121 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 121
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 22,
              "latest_release_tag": "v0.5.1",
              "releases_from_tags": false,
              "days_since_latest_release": 4,
              "mean_days_between_releases": 5.2
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "22 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 4 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.2 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 5.2
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 83,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 87,
            "inputs": {
              "forks": 236,
              "stars": 5635,
              "watchers": 18,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "5,635 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 5635
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "236 forks",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 236
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "18 watchers",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "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": 86,
            "inputs": {
              "packages": [
                "semble"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 141302
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "141,302 downloads/month across pypi",
                "points": 68.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 141302,
                      "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": 67,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 36,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 7,
              "top_contributor_share": 0.678
            },
            "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 68% of commits",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 68
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "7 contributors",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "merged_prs": 118,
              "open_issues": 8,
              "closed_issues": 75,
              "issue_closed_ratio": 0.904,
              "closed_unmerged_prs": 21
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "90% of issues closed",
                "points": 42.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 90
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "118/139 decided PRs merged",
                "points": 32.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 118,
                      "decided": 139
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 22/30 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "followers": 385,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "MinishLab",
              "public_repos": 11,
              "account_age_days": 706
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "385 followers of MinishLab",
                "points": 18.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 385,
                      "login": "MinishLab"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "11 public repos, account ~1 yr old",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 11
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "semble"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "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 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "23 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 91,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "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": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "code-search",
                "embeddings",
                "mcp",
                "mcp-server",
                "model-context-protocol",
                "retrieval"
              ],
              "has_wiki": false,
              "homepage": "https://minish.ai/packages/semble/introduction/",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://minish.ai/packages/semble/introduction/",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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 22/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 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": "30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "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 4",
                "points": 2,
                "status": "partial",
                "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": "31 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": "excellent",
        "name": "AI Readiness",
        "value": 85,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "src/semble/agents/claude.md",
                "src/semble/agents/gemini.md"
              ],
              "agent_instruction_max_bytes": 2122
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "src/semble/agents/claude.md, src/semble/agents/gemini.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/semble/agents/claude.md, src/semble/agents/gemini.md"
                    }
                  }
                ],
                "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 93,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/semble/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/semble/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/semble/py.typed"
                    }
                  }
                ],
                "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 data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 4",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 20940,
              "source_files_sampled": 60,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/semble/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/semble/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/60 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 60,
                      "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T15:58:19.185906Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/minishlab/semble.svg",
  "full_name": "minishlab/semble",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.12.0 — metodología completa · wiki de métricas.

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