Registro públicoBueno
Informe de salud del softwareesquema 0.11.0 · métricas 1.13.0 · 2026-07-14 22:34 UTC
neelnanda-io / TransformerLens
A library for mechanistic interpretability of GPT-style language models
neelnanda-io/TransformerLens tiene un índice de salud de 76 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (96/100) y la más baja, Security (45/100). Se actualizó por última vez hoy. 3 personas concentran la mayor parte del trabajo reciente.
76
global / 100Índice 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.
76
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)
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
TransformerLensOrgOrganización
89 seguidores3 repositorios públicosdesde may 2024
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación |
|---|---|---|---|---|---|
| PyPI | transformer-lens | 3.5.1 | 87.936 | 70 | hace 12 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
96
Actividad de desarrollo
94Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 30.5/36 | Cadencia de commits — 44/52 semanas con commits |
| 18/18 | Volumen de commits — 479 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 479 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 44 |
Disciplina de publicación
100Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 80 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 13 días |
| 27/27 | Cadencia de publicación — una versión cada ~12,2 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 80 |
| latest_release_tag | v3.5.1 |
| releases_from_tags | no |
| days_since_latest_release | 13 |
| mean_days_between_releases | 12,2 |
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?
76
Popularidad y adopción
89Excelente
Cómo se puntúa
| 57.8/60 | Estrellas — 3674 estrellas |
| 23.3/25 | Forks — 632 forks |
| 7.7/15 | Observadores — 25 observadores |
Datos de entrada utilizados
| forks | 632 |
| stars | 3674 |
| watchers | 25 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
57Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (MIT) |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | sí |
Cómo se puntúa
| 65.9/80 | Descargas mensuales — 87.936 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | transformer-lens |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 87.936 |
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?
76
Cómo se puntúa
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 17.6/22.5 | Distribución de commits — el principal contribuyente firma el 22% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 100 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,219 |
Cómo se puntúa
| 0/46.8 | Resolución de issues — sin issues o sin datos |
| 0/38.3 | Aceptación de PR — sin PR decididos o sin datos |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
Datos de entrada utilizados
| merged_prs | — |
| open_issues | — |
| closed_issues | — |
| issue_closed_ratio | — |
| closed_unmerged_prs | — |
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues, Aceptación de PR. Los pesos restantes se han renormalizado.
Propiedad y custodia
53Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 14.1/25 | Alcance del propietario — 89 seguidores de TransformerLensOrg |
| 8.7/25 | Trayectoria — 3 repos públicos, cuenta de ~2 años |
Datos de entrada utilizados
| followers | 89 |
| owner_type | Organization |
| is_verified | — |
| owner_login | TransformerLensOrg |
| public_repos | 3 |
| account_age_days | 796 |
Mantenimiento de paquetes
100Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 12 días |
| 20/20 | Historial de versiones — 70 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | transformer-lens |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 12 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
77
Prácticas de ingeniería
68Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 2 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
90Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://transformerlensorg.github.io/TransformerLens/ |
| 10/10 | Descripción del repositorio |
| 0/10 | Topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | sí |
| homepage | https://transformerlensorg.github.io/TransformerLens/ |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
45
Postura de seguridad
45En riesgo
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 16 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 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 |
| 7.5/7.5 | Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 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 — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 120 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4,5 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, 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.
70
Contexto y guía para agentes
75Bueno
Cómo se puntúa
| 45/45 | Instrucciones para agentes — .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 0/40 | Historial de commits legible — sin datos |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| agent_instruction_max_bytes | 22.753 |
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
| 18/18 | Arranque con un solo comando — docs/Makefile, makefile |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 11/11 | Verificación estática de tipos — transformer_lens/py.typed |
| 10/10 | Entorno reproducible — devcontainer, Dockerfile, lockfile |
| 0/10 | Práctica demostrada con agentes — sin datos |
| 0/8 | Mantenimiento automatizado — sin datos |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | uv.lock |
| has_dockerfile | sí |
| typed_language | no |
| bootstrap_files | docs/Makefile, makefile |
| has_devcontainer | sí |
| has_linter_config | no |
| typecheck_configs | transformer_lens/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
| 27/45 | Código verificable por tipos — Python con configuración de verificación de tipos (transformer_lens/py.typed) |
| 54.3/55 | Tamaños de archivo manejables — 7/587 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 197.799 |
| source_files_sampled | 587 |
| oversized_source_files | 7 |
Interfaces legibles por máquina
40En riesgo
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 0/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — demos, notebooks |
Datos de entrada utilizados
| example_dirs | demos, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
3674estrellas de GitHub
100contribuidores
479commits en los últimos 12 meses
0días desde el último push
80versiones publicadas
3factor bus
-issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Some issue/PR counts unavailable (search API limit); rerun later
Más detalle
OpenSSF Scorecard 4.5 / 10
4.5agregado
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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 25/30 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 16 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 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 |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 120 existing vulnerabilities detected |
Dependencias directas 22
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | accelerate | >=0.23.0 | pyproject.toml |
| PyPI | beartype | >=0.14.1 | pyproject.toml |
| PyPI | better-abc | >=0.0.3 | pyproject.toml |
| PyPI | datasets | >=2.7.1 | pyproject.toml |
| PyPI | einops | >=0.6.0 | pyproject.toml |
| PyPI | fancy-einsum | >=0.0.3 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.2 | pyproject.toml |
| PyPI | jaxtyping | >=0.2.11 | pyproject.toml |
| PyPI | numpy | >=1.24 | pyproject.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
| PyPI | packaging | >=23.0 | pyproject.toml |
| PyPI | pandas | >=1.1.5 | pyproject.toml |
| PyPI | protobuf | >=3.20.0 | pyproject.toml |
| PyPI | rich | >=12.6.0 | pyproject.toml |
| PyPI | sentencepiece | — | pyproject.toml |
| PyPI | torch | >=2.6 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | transformers-stream-generator | >=0.0.5,<0.1 | pyproject.toml |
| PyPI | transformers | >=5.4.0 | pyproject.toml |
| PyPI | typeguard | >=4.2,<5 | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
| PyPI | wandb | >=0.13.5 | pyproject.toml |
Todas las dependencias 328
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 21 paquetes directos y 307 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | accelerate | 1.9.0 | directa |
| PyPI | beartype | 0.14.1 | directa |
| PyPI | better-abc | 0.0.3 | directa |
| PyPI | datasets | 4.0.0 | directa |
| PyPI | einops | 0.8.1 | directa |
| PyPI | fancy-einsum | 0.0.3 | directa |
| PyPI | huggingface-hub | 1.15.0 | directa |
| PyPI | jaxtyping | 0.2.19 | directa |
| PyPI | numpy | 1.26.4 | directa |
| PyPI | packaging | 25.0 | directa |
| PyPI | pandas | 2.3.1 | directa |
| PyPI | protobuf | 6.31.1 | directa |
| PyPI | rich | 14.1.0 | directa |
| PyPI | sentencepiece | 0.2.1 | directa |
| PyPI | torch | 2.10.0 | directa |
| PyPI | tqdm | 4.67.1 | directa |
| PyPI | transformers | 5.8.1 | directa |
| PyPI | transformers-stream-generator | 0.0.5 | directa |
| PyPI | typeguard | 4.4.4 | directa |
| PyPI | typing-extensions | 4.14.1 | directa |
| PyPI | wandb | 0.21.0 | directa |
| PyPI | absl-py | 2.4.0 | indirecta |
| PyPI | aiofiles | 22.1.0 | indirecta |
| PyPI | aiohappyeyeballs | 2.6.1 | indirecta |
| PyPI | aiohttp | 3.12.14 | indirecta |
| PyPI | aiosignal | 1.4.0 | indirecta |
| PyPI | aiosqlite | 0.21.0 | indirecta |
| PyPI | alabaster | 0.7.16 | indirecta |
| PyPI | annotated-doc | 0.0.4 | indirecta |
| PyPI | annotated-types | 0.7.0 | indirecta |
| PyPI | annoy | 1.17.3 | indirecta |
| PyPI | anyio | 4.9.0 | indirecta |
| PyPI | appnope | 0.1.4 | indirecta |
| PyPI | argon2-cffi | 25.1.0 | indirecta |
| PyPI | argon2-cffi-bindings | 21.2.0 | indirecta |
| PyPI | arrow | 1.3.0 | indirecta |
| PyPI | asttokens | 3.0.1 | indirecta |
| PyPI | async-timeout | 5.0.1 | indirecta |
| PyPI | attrs | 25.3.0 | indirecta |
| PyPI | audioop-lts | 0.2.2 | indirecta |
| PyPI | babel | 2.17.0 | indirecta |
| PyPI | beautifulsoup4 | 4.13.4 | indirecta |
| PyPI | bitsandbytes | 0.49.2 | indirecta |
| PyPI | black | 23.12.1 | indirecta |
| PyPI | bleach | 6.2.0 | indirecta |
| PyPI | brotli | 1.2.0 | indirecta |
| PyPI | certifi | 2025.7.14 | indirecta |
| PyPI | cffi | 2.0.0 | indirecta |
| PyPI | chardet | 5.2.0 | indirecta |
| PyPI | charset-normalizer | 3.4.2 | indirecta |
| PyPI | circuitsvis | 1.43.3 | indirecta |
| PyPI | click | 8.2.1 | indirecta |
| PyPI | cloudpickle | 3.1.2 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | comm | 0.2.3 | indirecta |
| PyPI | contourpy | 1.3.2 | indirecta |
| PyPI | contourpy | 1.3.3 | indirecta |
| PyPI | coverage | 7.10.1 | indirecta |
| PyPI | cryptography | 46.0.7 | indirecta |
| PyPI | cuda-bindings | 12.9.4 | indirecta |
| PyPI | cuda-pathfinder | 1.5.5 | indirecta |
| PyPI | cycler | 0.12.1 | indirecta |
| PyPI | dataproperty | 1.1.0 | indirecta |
| PyPI | debugpy | 1.8.15 | indirecta |
| PyPI | decorator | 5.2.1 | indirecta |
| PyPI | defusedxml | 0.7.1 | indirecta |
| PyPI | dill | 0.3.8 | indirecta |
| PyPI | docutils | 0.20.1 | indirecta |
| PyPI | entrypoints | 0.4 | indirecta |
| PyPI | etils | 1.14.0 | indirecta |
| PyPI | etils | 1.13.0 | indirecta |
| PyPI | evaluate | 0.4.6 | indirecta |
| PyPI | exceptiongroup | 1.3.0 | indirecta |
| PyPI | execnet | 2.1.1 | indirecta |
| PyPI | executing | 2.2.1 | indirecta |
| PyPI | fastapi | 0.136.0 | indirecta |
| PyPI | fastjsonschema | 2.21.1 | indirecta |
| PyPI | filelock | 3.18.0 | indirecta |
| PyPI | fonttools | 4.62.1 | indirecta |
| PyPI | fqdn | 1.5.1 | indirecta |
| PyPI | frozenlist | 1.7.0 | indirecta |
| PyPI | fsspec | 2025.3.0 | indirecta |
| PyPI | furo | 2023.9.10 | indirecta |
| PyPI | gitdb | 4.0.12 | indirecta |
| PyPI | gitpython | 3.1.45 | indirecta |
| PyPI | google-api-core | 2.30.3 | indirecta |
| PyPI | google-auth | 2.49.2 | indirecta |
| PyPI | google-cloud-core | 2.5.1 | indirecta |
| PyPI | google-cloud-translate | 3.26.0 | indirecta |
| PyPI | googleapis-common-protos | 1.74.0 | indirecta |
| PyPI | gradio | 6.12.0 | indirecta |
| PyPI | gradio-client | 2.4.1 | indirecta |
| PyPI | groovy | 0.1.2 | indirecta |
| PyPI | grpc-google-iam-v1 | 0.14.4 | indirecta |
| PyPI | grpcio | 1.80.0 | indirecta |
| PyPI | grpcio-status | 1.80.0 | indirecta |
| PyPI | h11 | 0.16.0 | indirecta |
| PyPI | hf-gradio | 0.3.2 | indirecta |
| PyPI | hf-xet | 1.5.0 | indirecta |
| PyPI | httpcore | 1.0.9 | indirecta |
| PyPI | httpx | 0.28.1 | indirecta |
| PyPI | idna | 3.10 | indirecta |
| PyPI | imageio | 2.37.3 | indirecta |
| PyPI | imagesize | 1.4.1 | indirecta |
| PyPI | importlib-metadata | 8.7.0 | indirecta |
| PyPI | importlib-resources | 7.1.0 | indirecta |
| PyPI | iniconfig | 2.1.0 | indirecta |
| PyPI | ipykernel | 6.29.5 | indirecta |
| PyPI | ipython | 9.10.0 | indirecta |
| PyPI | ipython | 8.38.0 | indirecta |
| PyPI | ipython-genutils | 0.2.0 | indirecta |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirecta |
| PyPI | ipywidgets | 8.1.7 | indirecta |
| PyPI | isoduration | 20.11.0 | indirecta |
| PyPI | isort | 5.8.0 | indirecta |
| PyPI | jedi | 0.19.2 | indirecta |
| PyPI | jinja2 | 3.1.6 | indirecta |
| PyPI | joblib | 1.5.3 | indirecta |
| PyPI | json5 | 0.12.0 | indirecta |
| PyPI | jsonlines | 4.0.0 | indirecta |
| PyPI | jsonpointer | 3.0.0 | indirecta |
| PyPI | jsonschema | 4.25.0 | indirecta |
| PyPI | jsonschema-specifications | 2025.4.1 | indirecta |
| PyPI | jupyter | 1.1.1 | indirecta |
| PyPI | jupyter-client | 7.4.9 | indirecta |
| PyPI | jupyter-console | 6.6.3 | indirecta |
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"name": "Dangerous-Workflow",
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"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": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
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},
{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 0,
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}
]
},
{
"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",
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}
],
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"inputs": {
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"exposures": [],
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"Iran",
"North Korea"
],
"review_only_matches": 0,
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},
"components": [
{
"key": "policy_exposure_multiplier",
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"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": "good",
"name": "AI Readiness",
"value": 70,
"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"
]
}
},
{
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}
],
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"agent_instruction_files": [
".cursor/rules/transformerlens.mdc",
".github/copilot-instructions.md",
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"transformer_lens/model_bridge/supported_architectures/AGENTS.md",
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],
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},
"components": [
{
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"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
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}
}
],
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{
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"points": 0,
"status": "missed",
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},
{
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{
"code": "no_data",
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}
],
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}
]
},
{
"key": "ai_verify_loop",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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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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}
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{
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},
{
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},
{
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"status": "met",
"details": [
{
"code": "file_list",
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}
],
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},
{
"key": "reproducible_environment",
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"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
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}
}
],
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},
{
"key": "demonstrated_agent_practice",
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{
"code": "no_data",
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"details": [
{
"code": "no_data",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
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}
]
},
{
"key": "ai_code_legibility",
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"notes": [],
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"inputs": {
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"source_files_sampled": 587,
"oversized_source_files": 7
},
"components": [
{
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"points": 27,
"status": "partial",
"details": [
{
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}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"points": 54.3,
"status": "partial",
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{
"code": "oversized_source_files",
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"oversized": 7
}
}
],
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}
]
},
{
"key": "ai_interfaces",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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},
"components": [
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
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"detail": "demos, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "demos, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"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": [
"Some issue/PR counts unavailable (search API limit); rerun later"
],
"report_type": "repository",
"generated_at": "2026-07-14T22:34:49.970798Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/neelnanda-io/TransformerLens.svg",
"full_name": "neelnanda-io/TransformerLens",
"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 v0.11.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.