Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-25 06:59 UTC

MagnivOrg / prompt-layer-library

🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.

PythonApache-2.0★ 780 estrellas⑂ 92 forksdesde dic 2022Ver en GitHub ↗

MagnivOrg/prompt-layer-library tiene un índice de salud de 79 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (90/100) y la más baja, AI Readiness (56/100). Se actualizó por última vez hace 2 días. 2 personas concentran la mayor parte del trabajo reciente.

79
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.

79
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

PromptLayerOrganización
79 seguidores25 repositorios públicosdesde dic 2021

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIpromptlayer1.5.1482.214190hace 2 días

Métricas por categoría

Vitalidad

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

87Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 2 días
22.2/36Cadencia de commits — 32/52 semanas con commits
18/18Volumen de commits — 103 commits en el último año
10/10OpenSSF Scorecard: Maintained — 28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year103
human_commit_share0,94
days_since_last_push2
active_weeks_last_year32
Cómo se puntúa
16.2/27Publica versiones — 24 etiquetas de versión (sin releases de GitHub)
36/36Recencia de las versiones — última versión hace 2 días
27/27Cadencia de publicación — una versión cada ~11,7 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count24
latest_release_tagv1.5.1
releases_from_tags
days_since_latest_release2
mean_days_between_releases11,7
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?

68Moderado · 18% del índice global
Cómo se puntúa
46.9/60Estrellas — 780 estrellas
16.3/25Forks — 92 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks92
stars780
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
Cómo se puntúa
75.8/80Descargas mensuales — 482.214 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagespromptlayer
dependents
ecosystemspypi
total_downloads
monthly_downloads482.214
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?

76Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
12.7/22.5Distribución de commits — el principal contribuyente firma el 44% de los commits
13.5/13.5Amplitud de contribuyentes — 25 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Datos de entrada utilizados
bus_factor2
contributors_sampled25
top_contributor_share0,437
Cómo se puntúa
39.5/46.8Resolución de issues — 84% de issues cerradas
31.3/38.3Aceptación de PR — 184/225 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs184
open_issues15
closed_issues81
issue_closed_ratio0,844
closed_unmerged_prs41
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
13.7/25Alcance del propietario — 79 seguidores de MagnivOrg
19.5/25Trayectoria — 25 repos públicos, cuenta de ~4 años
Datos de entrada utilizados
followers79
owner_typeOrganization
is_verified
owner_loginMagnivOrg
public_repos25
account_age_days1676
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 2 días
20/20Historial de versiones — 190 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespromptlayer
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

90Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
Cómo se puntúa
30/30README
0/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://www.promptlayer.com
10/10Descripción del repositorio
10/10Topics — 6 topics
10/10Wiki
Datos de entrada utilizados
topicsgpt, machine-learning, openai, prompt, prompt-engineering, python
has_wiki
homepagehttps://www.promptlayer.com
has_readme
has_docs_dirno
has_description

Seguridad

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

69Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
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 — 77 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6,1
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages37
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:promptlayer@1.5.1 —lo que arrastra la instalación del paquete publicado—: 37 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

56Moderado · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
36.3/40Historial de commits legible — 64 de 94 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,681
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — devcontainer, lockfile
10/10Práctica demostrada con agentes — 12 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilespoetry.lock, uv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0,12
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
54/55Tamaños de archivo manejables — 2/114 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes98.660
source_files_sampled114
oversized_source_files2

Datos clave

780estrellas de GitHub
25contribuidores
103commits en los últimos 12 meses
2días desde el último push
24versiones publicadas
2factor bus
15issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

Historial de estrellas y forks 0 ★ / 92 ⇿
0Estrellas
92Forks
21Versiones

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.

0204060801009142023-022024-102026-07
Mayor 0Menor 4Parche 17

Cada punto abarca 4 días.

OpenSSF Scorecard 6.1 / 10
6.1agregado

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 · 2026-07-25 06:58 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained28 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities77 existing vulnerabilities detected
Dependencias directas 15
RegistroPaqueteRestricción de versiónManifiesto
PyPIrequests^2.31.0pyproject.toml
PyPIopentelemetry-api^1.26.0pyproject.toml
PyPIopentelemetry-sdk^1.26.0pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-http^1.26.0pyproject.toml
PyPIaiohttp^3.10.10pyproject.toml
PyPIhttpx^0.28.1pyproject.toml
PyPInest-asyncio^1.6.0pyproject.toml
PyPIcentrifuge-python^0.4.1pyproject.toml
PyPItenacity^9.1.2pyproject.toml
PyPIcachetools^5.0.0pyproject.toml
PyPIopenai-agents^0.3.3pyproject.toml
PyPIclaude-agent-sdk>=0.1.45,<1.0.0pyproject.toml
PyPIeval-type-backport^0.3.1pyproject.toml
PyPIjinja2^3.1.6pyproject.toml
PyPIrich>=13.0.0pyproject.toml
Todas las dependencias 108

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 14 paquetes directos y 94 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIaiohttp3.10.10directa
PyPIcachetools5.5.2directa
PyPIcentrifuge-python0.4.1directa
PyPIclaude-agent-sdk0.1.49directa
PyPIeval-type-backport0.3.1directa
PyPIhttpx0.28.1directa
PyPIjinja23.1.6directa
PyPInest-asyncio1.6.0directa
PyPIopenai-agents0.3.3directa
PyPIopentelemetry-api1.26.0directa
PyPIopentelemetry-exporter-otlp-proto-http1.26.0directa
PyPIopentelemetry-sdk1.26.0directa
PyPIrequests2.31.0directa
PyPItenacity9.1.2directa
PyPIably2.1.1indirecta
PyPIaioboto313.4.0indirecta
PyPIaiobotocore2.18.0indirecta
PyPIaiofiles24.1.0indirecta
PyPIaiohappyeyeballs2.4.3indirecta
PyPIaioitertools0.12.0indirecta
PyPIaiosignal1.3.1indirecta
PyPIannotated-types0.7.0indirecta
PyPIanthropic0.84.0indirecta
PyPIanyio4.8.0indirecta
PyPIasync-timeout4.0.3indirecta
PyPIattrs23.2.0indirecta
PyPIboto31.36.1indirecta
PyPIbotocore1.36.1indirecta
PyPIcertifi2024.2.2indirecta
PyPIcffi2.0.0indirecta
PyPIcharset-normalizer3.3.2indirecta
PyPIclick8.3.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcryptography46.0.5indirecta
PyPIdeprecated1.2.14indirecta
PyPIdistro1.9.0indirecta
PyPIdocstring-parser0.17.0indirecta
PyPIexceptiongroup1.2.1indirecta
PyPIfrozenlist1.4.1indirecta
PyPIgoogle-auth2.38.0indirecta
PyPIgoogle-genai1.46.0indirecta
PyPIgoogleapis-common-protos1.73.0indirecta
PyPIgriffe1.14.0indirecta
PyPIh110.14.0indirecta
PyPIh24.1.0indirecta
PyPIhpack4.0.0indirecta
PyPIhttpcore1.0.5indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIhyperframe6.0.1indirecta
PyPIidna3.7indirecta
PyPIimportlib-metadata8.0.0indirecta
PyPIiniconfig2.0.0indirecta
PyPIjiter0.8.2indirecta
PyPIjmespath1.0.1indirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPImarkupsafe3.0.3indirecta
PyPImcp1.26.0indirecta
PyPImethoddispatch3.0.2indirecta
PyPImsgpack1.1.0indirecta
PyPImultidict6.0.5indirecta
PyPIopenai1.109.1indirecta
PyPIopentelemetry-exporter-otlp-proto-common1.26.0indirecta
PyPIopentelemetry-processor-baggage0.61b0indirecta
PyPIopentelemetry-proto1.26.0indirecta
PyPIopentelemetry-semantic-conventions0.47b0indirecta
PyPIpackaging24.0indirecta
PyPIpluggy1.5.0indirecta
PyPIpropcache0.2.0indirecta
PyPIprotobuf4.25.8indirecta
PyPIpyasn10.6.1indirecta
PyPIpyasn1-modules0.4.1indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.11.7indirecta
PyPIpydantic-core2.33.2indirecta
PyPIpydantic-settings2.10.1indirecta
PyPIpyee11.1.1indirecta
PyPIpyjwt2.12.1indirecta
PyPIpytest8.2.0indirecta
PyPIpytest-asyncio0.23.6indirecta
PyPIpytest-network0.0.1indirecta
PyPIpytest-parametrize-cases0.1.2indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-dotenv1.1.1indirecta
PyPIpython-multipart0.0.22indirecta
PyPIpywin32311indirecta
PyPIpyyaml6.0.2indirecta
PyPIreferencing0.37.0indirecta
PyPIrpds-py0.30.0indirecta
PyPIrsa4.9indirecta
PyPIs3transfer0.11.3indirecta
PyPIsix1.16.0indirecta
PyPIsniffio1.3.1indirecta
PyPIsse-starlette3.3.2indirecta
PyPIstarlette0.52.1indirecta
PyPItomli2.0.1indirecta
PyPItqdm4.66.4indirecta
PyPItypes-requests2.31.0.6indirecta
PyPItypes-urllib31.26.25.14indirecta
PyPItyping-extensions4.14.0indirecta
PyPItyping-inspection0.4.1indirecta
PyPIurllib31.26.20indirecta
PyPIuvicorn0.42.0indirecta
PyPIvcrpy6.0.2indirecta
PyPIwebsockets15.0.1indirecta
PyPIwrapt1.16.0indirecta
PyPIyarl1.15.2indirecta
PyPIzipp3.19.2indirecta
Avisos de dependencias 0

Instalar pypi:promptlayer@1.5.1 arrastra 37 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
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          "body": "## Summary\n- Introduced a new `PromptTemplateCache` class for thread-safe in-memory\ncaching of prompt templates with TTL support.\n- Updated `TemplateManager` and `AsyncTemplateManager` to utilize the\ncaching mechanism, improving performance by reducing API calls.\n- Added a `cache_ttl_seconds` parame\n[…]\n[ ] Verified caching behavior with various prompt requests.\n- [ ] Ensured backward compatibility with existing functionality.\n- [ ] Ran unit tests to confirm no regressions in template fetching\nlogic.",
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          "headline": "SDK cache (#310)",
          "author_name": "Pasha Kononov",
          "author_login": "super-jaba",
          "committed_at": "2026-04-01T15:32:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "707f5526e2974d3745220c28fb56f615f20cf876",
          "body": "## Summary\n- Vendors latest Claude Code trace plugin which rewrites shell+CLI logic\n(`jq`, `uuidgen`, `curl`) into a pure Python `hooks/py/` package,\nremoving external CLI dependencies that caused DX friction for SDK users\n- Updates `_REQUIRED_VENDOR_FILES` in `config.py`, vendor script, and\ntests to match new plugin structure\n- Bumps SDK version to 1.2.3\n\n## Test plan\n- [x] `make vendor-claude-agents-plugin` succeeds\n- [x] `make lint` passes\n- [x] `test_claude_agents_config.py` — 11/11 pass",
          "is_bot": false,
          "headline": "Bump claude plugin: replace jq/uuidgen/curl with Python (#307)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-23T21:19:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbf7647524b1f77d2f0c05007869d9c5c4696566",
          "body": "…prompt\n\nfix: remove duplicate api_key arg in sync prompt() call",
          "is_bot": false,
          "headline": "Merge pull request #308 from MagnivOrg/fix/duplicate-api-key-in-sync-…",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-03-23T21:10:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8baa42400916309668ac1f1120bf193223129ccd",
          "body": "The sync prompt() function in track/track.py was passing api_key twice\nto promptlayer_track_prompt(), causing version and label to shift into\nwrong positions. The async aprompt() was already correct.\n\nBumps version to 1.2.3.",
          "is_bot": false,
          "headline": "fix: remove duplicate api_key arg in sync prompt() call",
          "author_name": "NoamBenS",
          "author_login": "NoamBenS",
          "committed_at": "2026-03-23T21:02:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abcb9939059afad570d4978c9b0046ef42449857",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 1.2.2 (#306)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-19T22:37:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d32a08f9cf4e65c9bf926ba398f6090ff6cacfab",
          "body": "## Summary\n- Vendor latest `promptlayer-claude-plugins`\n(MagnivOrg/promptlayer-claude-plugins#6)\n- Renames `$end` → `$end_time` jq variable in `build_span_json` — `$end`\nis reserved in jq 1.6 (Debian bookworm), causing spans to silently fail\n- Bump version to 1.2.1 (`pyproject.toml` + `__init__.py`)\n[…]\nenerated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: adagradschool <adagradschool@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix jq 1.6 compat in vendored Claude plugin, bump to 1.2.1 (#305)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-19T22:29:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9ecb445bf89d938e5bf410fb3103cb3240c3f9f6",
          "body": "Fix async stream crash: move stream check before model_dump",
          "is_bot": false,
          "headline": "Merge pull request #304 from MagnivOrg/fix/async-stream-model-dump",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-03-19T21:58:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71409ad0185d3b7f117fd4bb4e763d3bbf1dd1af",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump __version__ in __init__.py to 1.2.1",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-03-19T21:56:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4748c1f52ea92f47eee06d74499c4f1715803c50",
          "body": "In AsyncPromptLayer._run_internal, response.model_dump() was called\nbefore checking if stream=True. When streaming, the LLM returns an\nAsyncStream object which may not have model_dump, causing:\n  AttributeError: 'AsyncStream' object has no attribute 'model_dump'\n\nThe sync version already had the cor\n[…]\n match: check stream first, return early with the raw\nstream, and only serialize for non-stream responses.\n\nBump version to 1.2.1.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix async stream crash: move stream check before model_dump (#304)",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-03-19T21:56:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3648d01ba5651cebec7d7208612cc854fcc84ede",
          "body": "## Summary\n- add a new `promptlayer.integrations.claude_agents` integration with\n`get_claude_config()` and typed config objects\n- vendor the PromptLayer Claude plugin into the package and add a\nmaintainer vendoring script plus Make target\n- add packaging/test coverage for the optional `claude-agents\n[…]\n of `get_claude_config()`\n- Verified E2E locally\n\n---------\n\nCo-authored-by: adagradschool <adagradschool@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Claude Agents integration (#303)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-19T13:08:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c5dccaeb6ef4cebad02866a5f095bff109860016",
          "body": "## Summary\n\nAdd OpenAI Agents tracing support by translating Agents traces into OTLP\nspans for PromptLayer ingestion.\n\n## What changed\n\n- add `promptlayer.integrations.openai_agents`\n- implement an OpenAI Agents `TracingProcessor` that:\n  - creates a synthetic root span per Agents trace\n  - maps Age\n[…]\nbulk` tracing path unchanged\n- bump the package version to `1.1.1`\n- Updated `ruff` and `readme` to support `3.9+`\n\n## Validation\n\n- `ruff format .`\n- `ruff check .`\n- `pytest -q`\n\nResult: `93 passed`",
          "is_bot": false,
          "headline": "Add OpenAI Agents OTLP tracing integration (#302)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-17T16:38:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3b5f9f9f0bc3156ad81d9dbe9e9d7495dc7b367",
          "body": "…blueprint\n\nAdd streaming blueprint support for built-in tools across multiple providers (Google, Anthropic, OpenAI)",
          "is_bot": false,
          "headline": "Merge pull request #301 from MagnivOrg/usama/builtin-tools-streaming-…",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T21:44:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6fb380481608117a114f273f3fa6e7cc2a23fc64",
          "body": null,
          "is_bot": false,
          "headline": "fix: Bumped SDK version and resolved feedback",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T20:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ae8a4d8623ebed32637d7f014e07b0a1b5cde4f",
          "body": null,
          "is_bot": false,
          "headline": "fix: Resolve PR feedback and comments",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T19:28:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93330c994cd23fd670a0e0e662212c7f13ddb6dc",
          "body": null,
          "is_bot": false,
          "headline": "fix: Fix pre-commit formatting issues",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T17:11:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ac62fe64039e096d7d774c03d4040c029f623e1",
          "body": null,
          "is_bot": false,
          "headline": "fix: Linter formatting fix",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T17:03:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d35cec528832dd5a443be253061eebfbb42c2c14",
          "body": "…ple providers (Google, Anthropic, OpenAI)\n\n  - Map OpenAI Responses API tools: shell, apply-patch, MCP, image generation, code interpreter, web search\n  - Map Anthropic tools: web search with citations, bash, text editor\n  - Map Google tools: code execution, image output, URL context, file search, Maps search\n  - Add OpenAI Images API streaming support\n  - Add type definitions for all new content types\n  - Provider metadata only includes fields actually present in the raw response",
          "is_bot": false,
          "headline": "feat: Add streaming blueprint support for built-in tools across multi…",
          "author_name": "Usama Anser",
          "author_login": "UsamaAnser1518",
          "committed_at": "2026-03-16T16:56:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aef13166e40bbca5d475363f5dae0450634b2e89",
          "body": "## Summary\n- When fetching a prompt template (via `TemplateManager.get()` or\n`AsyncTemplateManager.get()`), automatically set `promptlayer.prompt.*`\nattributes as baggage on the OpenTelemetry span\n- Attributes include `name`, `id`, `version`, and `label`\n- This enables OTLP-based trace exporters to \n[…]\ntribute\ninjection, no-op on non-recording spans, and missing fields\n\n## Test plan\n- [x] Unit tests for `set_prompt_span_attributes` (4 tests, all passing)\n- [x] Full test suite passes (no regressions)",
          "is_bot": false,
          "headline": "feat: inject prompt template attributes onto OTEL spans (#300)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-03-05T15:34:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb5635bdfbeed4b967419693454a205d0fe077bd",
          "body": "## Summary\n\nWhen `.run()` throws on an LLM call, the SDK now catches the exception,\nlogs it to PromptLayer with `status=ERROR`, `error_type`, and\n`error_message`, then re-raises. Also adds these fields to\n`log_request()` for manual callers. Error categorization is duck-typed —\nno provider imports in\n[…]\n Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: adagradschool <adagradschool@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Log failed LLM calls to PromptLayer before re-raising (#296)",
          "author_name": "Rohan Mishra",
          "author_login": "adagradschool",
          "committed_at": "2026-02-24T15:27:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c9ecfe6a5113c7566c75f286951fc5eeb88a21e4",
          "body": "- Added tests for workflow timeout\n- Version bump",
          "is_bot": false,
          "headline": "Added test for workflow-timeout (#293)",
          "author_name": "Hasaan Majeed",
          "author_login": "hasaan21",
          "committed_at": "2026-02-23T22:10:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1dd278f2f415ff03072e34a93615ae35df8aa57c",
          "body": "I need to be able to add a timeout for my workflow execution. I think\nthat it is a good idea to provide this feature in the library.\n\nThe PR Introduces an optional `timeout` parameter for workflow\nexecution, allowing operations to exit if they exceed the specified time\nlimit. Updated both synchronou\n[…]\nexecution paths to\nhandle timeouts using `asyncio.wait_for`.\nThe API change is backward compatible, if no timeout is specified the\nbehavior is unchanged.\n\nCo-authored-by: Rémi Pradal <rpradal@ekie.co>",
          "is_bot": false,
          "headline": "feat: Add support for timeout in workflow execution (#286)",
          "author_name": "Rémi Pradal",
          "author_login": "rpradal",
          "committed_at": "2026-02-09T14:08:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3203b5d376dde4506b9da87c2c5374298e16fca4",
          "body": "Co-authored-by: d3vv3r <ananalabinfowayne@gmail.com>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Claude/slack add tests url encode q zuzo (#291)",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-21T15:29:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c58f9911184dbb704343d3820d42d1f915767662",
          "body": "Cache LLM clients to prevent connection pool exhaustion",
          "is_bot": false,
          "headline": "Merge pull request #289 from MagnivOrg/cache-llm-clients",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-15T16:04:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab3c25a487788a2eed682034c04feef339efbb64",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update poetry.lock with cachetools",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-15T15:52:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9f4daa34e6fd70d0358439904e579ac3fae7ab4c",
          "body": "Switch from unbounded dict to cachetools.LRUCache with maxsize=100\nto prevent memory growth in long-running systems.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Use LRUCache for bounded client caching",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-15T15:50:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b1b765cbce5f91fa9d5e18986ec86222808c3965",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 1.0.81",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T23:53:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "836dacbc0013d2bdbf69ce30d4c68e1ff88536a6",
          "body": "Add thread-safe caching for all LLM provider clients (OpenAI, Anthropic,\nMistral, Google, VertexAI, AWS Bedrock) to prevent connection pool\nexhaustion under high concurrency. Uses simple cache keys based on\nAPI key and base URL for efficient lookups.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Cache LLM clients to prevent connection pool exhaustion",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T23:52:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "16a95817c85ca038debfa4ca0e1cb45dd4f8b737",
          "body": "This reverts commit 157d4c382bba5ed230e404c0b183b72c5fb5de1a.",
          "is_bot": false,
          "headline": "Revert \"Cache LLM clients to prevent connection pool exhaustion\"",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T23:52:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "157d4c382bba5ed230e404c0b183b72c5fb5de1a",
          "body": "Add thread-safe caching for all LLM provider clients (OpenAI, Anthropic,\nMistral, Google, VertexAI, AWS Bedrock) to prevent connection pool\nexhaustion under high concurrency. Uses simple cache keys based on\nAPI key and base URL for efficient lookups.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Cache LLM clients to prevent connection pool exhaustion",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T23:50:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "330fb36da743503c94b00324b215fe0bb9ae73a2",
          "body": "Use shared requests.Session for connection pooling and retry on conne…",
          "is_bot": false,
          "headline": "Merge pull request #288 from MagnivOrg/fix/retry-on-connection-errors",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T21:57:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "690139c11a46fa2c29dd9408f0cb30d35403c86f",
          "body": "…on errors, and add SDK headers\n\nChanges:\n1. Added thread-safe module-level requests.Session via _get_requests_session()\n   with double-checked locking pattern for safe concurrent initialization\n\n2. Configured HTTPAdapter with configurable pool size (default 100) via env vars:\n   - PROMPTLAYER_POOL_\n[…]\nonPool Max retries exceeded\" errors with\n\"NewConnectionError: No route to host\" when making many concurrent requests.\n\nBumps version to 1.0.80.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Use shared requests.Session for connection pooling, retry on connecti…",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2026-01-14T21:53:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d524ef74b052d83c9f2001666570618501fe351b",
          "body": null,
          "is_bot": false,
          "headline": "Fixed log request for responses api (#284)",
          "author_name": "Hasaan Majeed",
          "author_login": "hasaan21",
          "committed_at": "2025-12-23T22:27:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "909626288c4ff05de5ea7b1030744d78062e2fc2",
          "body": null,
          "is_bot": false,
          "headline": "Added openai code-interpreter tool (#283)",
          "author_name": "Hasaan Majeed",
          "author_login": "hasaan21",
          "committed_at": "2025-12-01T15:53:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01a77fd15864d42100b74295b8d31d86e4a56b6b",
          "body": null,
          "is_bot": false,
          "headline": "Fixed escape symbols (#282)",
          "author_name": "Pavel Kononov",
          "author_login": "super-jaba",
          "committed_at": "2025-11-24T23:35:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b6a1c70dd9f207646bb2cf96b8ca5ff0c9536de",
          "body": "Incorrect Latency",
          "is_bot": false,
          "headline": "Merge pull request #281 from MagnivOrg/fix-latency",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2025-11-21T20:55:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11b09f58704a1be94e55697df75c192fca923633",
          "body": null,
          "is_bot": false,
          "headline": "fixing tests",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2025-11-21T20:54:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8579441eabff2d2d1ed0d053b0e29a955b54cd92",
          "body": null,
          "is_bot": false,
          "headline": "tests",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2025-11-21T20:49:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c09b7dc6a743b2988312b6fece024825233e646",
          "body": null,
          "is_bot": false,
          "headline": "Incorrect Latency",
          "author_name": "Jonathan Pedoeem",
          "author_login": "Jped",
          "committed_at": "2025-11-21T20:36:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ae913ebcf98b39e0c9a90d35c1d3dc85e389a91",
          "body": null,
          "is_bot": false,
          "headline": "Additional fix for api (#279)",
          "author_name": "Vlad Vasilenko",
          "author_login": "T3XRD",
          "committed_at": "2025-11-14T21:03:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "770908d7afdb99f9a904091b292286d5e7684f53",
          "body": null,
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.promptlayer.com",
                "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": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.1
            },
            "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 is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 10 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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": "28 commit(s) and 0 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "77 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:promptlayer@1.5.1 runtime dependency closure — what installing the published package pulls in — 37 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:promptlayer@1.5.1",
                  "assessed": 37
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 37,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 37,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 56,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 36,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.681,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "64 of 94 human commits state their intent (structured subject or explanatory body)",
                "points": 36.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 64,
                      "sampled": 94
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.12,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "12 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 12,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 98660,
              "source_files_sampled": 114,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/114 source files over 60KB",
                "points": 54,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 114,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T06:59:07.453479Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MagnivOrg/prompt-layer-library.svg",
  "full_name": "MagnivOrg/prompt-layer-library",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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