TensorFlow Estimator
tensorflow/estimator tiene un índice de salud de 20 sobre 100, lo que lo sitúa en la banda Crítico. Su puntuación más alta es Sustainability & Governance (74/100) y la más baja, Vitality (25/100). El repositorio está archivado, por lo que no cabe esperar más mantenimiento.
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.
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.
Abandonment Policy applies a 40% multiplier to weighted overall health and gives it a ceiling of 29.
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
¿Está vivo el proyecto: se escribe código y se publican versiones?
El silencio por sí solo nunca es el hallazgo: una biblioteca pequeña y terminada puede no necesitar commits durante años. Esta alerta exige ambas cosas: mucho tiempo sin un commit humano y obligaciones que el proyecto visiblemente no atiende. Los commits automatizados no cuentan como mantenimiento.
Cómo se evalúa el abandono| 0/36 | Recencia de push — último push hace 909 días |
| 0/36 | Cadencia de commits — 0/52 semanas con commits |
| 0/18 | Volumen de commits — 0 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — project is archived |
| commits_last_year | 0 |
| human_commit_share | — |
| days_since_last_push | 909 |
| active_weeks_last_year | 0 |
| 27/27 | Publica versiones — 40 versiones publicadas |
| 0/36 | Recencia de las versiones — última versión hace 987 días |
| 27/27 | Cadencia de publicación — una versión cada ~42,7 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
| releases_count | 40 |
| latest_release_tag | v2.15.0 |
| releases_from_tags | no |
| days_since_latest_release | 987 |
| mean_days_between_releases | 42,7 |
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
| 40.1/60 | Estrellas — 297 estrellas |
| 19/25 | Forks — 194 forks |
| 7.9/15 | Observadores — 27 observadores |
| forks | 194 |
| stars | 297 |
| watchers | 27 |
| growth_state | organic |
| growth_factor_pct | 100 |
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 18/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 13.4/22.5 | Distribución de commits — el principal contribuyente firma el 40% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 100 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations |
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,403 |
| 0/46.8 | Resolución de issues — sin issues o sin datos |
| 22/38.3 | Aceptación de PR — 50/87 PR decididos fusionados |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
| merged_prs | 50 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 37 |
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 25/25 | Alcance del propietario — 21.573 seguidores de tensorflow |
| 25/25 | Trayectoria — 107 repos públicos, cuenta de ~10 años |
| followers | 21.573 |
| owner_type | Organization |
| is_verified | — |
| owner_login | tensorflow |
| public_repos | 107 |
| account_age_days | 3911 |
¿Existen unas prácticas mínimas de ingeniería y documentación?
| 0/24 | Flujos de trabajo de CI |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| has_ci | no |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://www.tensorflow.org/guide/estimators |
| 10/10 | Descripción del repositorio |
| 0/10 | Topics |
| 10/10 | Wiki |
| topics | — |
| has_wiki | sí |
| homepage | https://www.tensorflow.org/guide/estimators |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 0/2.5 | CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 22 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — sin datos |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 0/7.5 | Maintained — project is archived |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — sin datos |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — sin datos |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 4,4 |
¿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.
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 0/40 | Historial de commits legible — sin datos |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 0/10 | Práctica demostrada con agentes — sin datos |
| 0/8 | Mantenimiento automatizado — sin datos |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — sin datos |
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 49.6/55 | Tamaños de archivo manejables — 16/164 archivos fuente de más de 60 KB |
| primary_language | Python |
| largest_source_bytes | 184.949 |
| source_files_sampled | 164 |
| oversized_source_files | 16 |
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 0/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — notebooks |
| example_dirs | notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Cada punto abarca 8 días.
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/d | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 0 | CI-Tests | 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 22 contributing companies or organizations |
| n/d | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project is archived |
| n/d | Packaging | packaging workflow not detected |
| n/d | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| n/d | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
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"components": [
{
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{
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{
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{
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"points": 18,
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"max_points": 18
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{
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"name": "Code of conduct",
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"points": 0,
"status": "missed",
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{
"key": "issue_template",
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"points": 0,
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{
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{
"key": "governance",
"band": "good",
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"metrics": [
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"key": "maintainer_resilience",
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{
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{
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{
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"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"details": [],
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},
{
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"notes": [
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{
"code": "weights_renormalized",
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"key": "issue_resolution",
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"code": "no_issues_or_data",
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{
"key": "pr_acceptance",
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{
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{
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}
]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
{
"key": "ownership_backing",
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"details": [
{
"code": "owner_organization",
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
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"status": "met",
"details": [
{
"code": "owner_followers",
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"login": "tensorflow"
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}
],
"max_points": 25
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{
"key": "track_record",
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"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 107
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},
{
"code": "account_age_years",
"params": {
"years": 10
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}
],
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],
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},
{
"key": "engineering",
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"metrics": [
{
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{
"key": "ci_workflows",
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"points": 0,
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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{
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{
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{
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"detail": null,
"points": 0,
"status": "missed",
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"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 65,
"inputs": {
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"components": [
{
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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{
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"points": 10,
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"details": [],
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{
"key": "topics",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
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],
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{
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"notes": [
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"code": "excluded_no_data",
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{
"code": "weights_renormalized",
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],
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"inputs": {
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"components": [
{
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},
{
"key": "branch_protection",
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{
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{
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{
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{
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},
{
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{
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],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
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{
"key": "maintained",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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],
"max_points": 5
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{
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"details": [
{
"code": "no_data",
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"max_points": 5
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{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
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{
"code": "no_data",
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"max_points": 7.5
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{
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
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"points": 7.5,
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 12
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"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
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"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
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},
{
"key": "ai_readiness",
"band": "critical",
"name": "AI Readiness",
"value": 26,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"name": "Agent context & guidance",
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"notes": [
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"code": "excluded_no_data",
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{
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"key": "agent_instructions",
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"max_points": 45
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{
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},
{
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{
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},
{
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},
{
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],
"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": [
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],
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"generated_at": "2026-07-21T04:44:09.452073Z",
"schema_version": "0.17.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tensorflow/estimator.svg",
"full_name": "tensorflow/estimator",
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"license_spdx": "Apache-2.0"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.17.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas.