Registro públicoExcelente
Informe de salud del softwareesquema 0.27.0 · métricas 2.3.1 · 2026-07-29 03:00 UTC
oceanbase / pyobvector
A Python SDK for OceanBase Multimodal Store—enabling vector search, full-text search, and JSON table operations—offers both Milvus-compatible API and SQLAlchemy-based SQL mode, and supports both OceanBase and OceanBase seekdb.
oceanbase/pyobvector tiene un índice de salud de 83 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (82/100) y la más baja, AI Readiness (46/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
83
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.
83
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas 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.
El resultado global ponderado 70 se calibra a 83 en la escala publicada del índice (calibración del registro 2026-08-02).
Titularidad
OceanBaseOrganización
744 seguidores123 repositorios públicosdesde abr 2021
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 | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | pyobvector | 0.2.29 | 115.588 | 50 | hace 0 días | obvectoroceanbasevector-store |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
82
Actividad de desarrollo
70Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 11.8/36 | Cadencia de commits — 17/52 semanas con commits |
| 15.3/18 | Volumen de commits — 49 commits en el último año |
| 7/10 | OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
Datos de entrada utilizados
| commits_last_year | 49 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 17 |
Disciplina de publicación
100Excepcional
Cómo se puntúa
| 27/27 | Publica versiones — 50 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 0 días |
| 27/27 | Cadencia de publicación — una versión cada ~27,9 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 50 |
| latest_release_tag | release-v0.2.29 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 27,9 |
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?
66
Popularidad y adopción
32En riesgo
Cómo se puntúa
| 20.4/60 | Estrellas — 19 estrellas |
| 8.7/25 | Forks — 12 forks |
| 2.7/15 | Observadores — 4 observadores |
Datos de entrada utilizados
| forks | 12 |
| stars | 19 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | 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 |
| readme_badges | — |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| readme_badge_services | — |
| has_pull_request_template | sí |
Adopción en el ecosistema (descargas)
84Excelente
Cómo se puntúa
| 67.5/80 | Descargas mensuales — 115.588 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | pyobvector |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 115.588 |
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?
72
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 8.7/22.5 | Distribución de commits — el principal contribuyente firma el 61% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 10 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 10 |
| top_contributor_share | 0,614 |
Capacidad de respuesta a issues y PR
86Excelente
Cómo se puntúa
| 42/42 | Resolución de issues — 100% de issues cerradas |
| 28.7/30 | Aceptación de PR — 45/47 PR decididos fusionados |
| 0/13 | Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 9/30 approved changesets -- score normalized to 3 |
Datos de entrada utilizados
| merged_prs | 45 |
| open_issues | 0 |
| closed_issues | 24 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 2 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Propiedad y custodia
74Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 20.6/25 | Alcance del propietario — 744 seguidores de oceanbase |
| 23.6/25 | Trayectoria — 123 repos públicos, cuenta de ~5 años |
Datos de entrada utilizados
| followers | 744 |
| owner_type | Organization |
| is_verified | — |
| owner_login | oceanbase |
| public_repos | 123 |
| account_age_days | 1934 |
Mantenimiento de paquetes
100Excepcional
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 0 días |
| 20/20 | Historial de versiones — 50 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | pyobvector |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
80
Prácticas de ingeniería
90Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 2 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter — .pylintrc |
| 9.6/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 16 out of 19 merged PRs checked by a CI test -- score normalized to 8 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
65Bueno
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://www.oceanbase.ai |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | agent-sdk, agentic-ai, agents, python-sdk, vector-database |
| has_wiki | no |
| homepage | https://www.oceanbase.ai |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
51
Postura de seguridad
51Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2/2.5 | CI-Tests — 16 out of 19 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 9/30 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 5 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 |
| 5.2/7.5 | Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
| 5/5 | Packaging — packaging workflow detected |
| 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 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,1 |
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.
46
Contexto y guía para agentes
22En riesgo
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 22.4/40 | Historial de commits legible — 42 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,42 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — Makefile |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato — .pylintrc |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 10/10 | Práctica demostrada con agentes — 5 de los últimos 100 commits con autoría o crédito de agente |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 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 | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | 0,05 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
55Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 55/55 | Tamaños de archivo manejables — 0/53 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 47.630 |
| source_files_sampled | 53 |
| oversized_source_files | 0 |
Datos clave
19estrellas de GitHub
10contribuidores
49commits en los últimos 12 meses
0días desde el último push
50versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:pyobvector@0.2.29; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
Más detalle
Historial de estrellas y forks 0 ★ / 12 ⇿
0Estrellas
12Forks
36Versiones
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.
Mayor 0Menor 0Parche 0
Cada punto abarca 2 días.
OpenSSF Scorecard 5.1 / 10
5.1agregado
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 8 | CI-Tests | 16 out of 19 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 9/30 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 5 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 |
| 7 | Maintained | 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7 |
| 10 | Packaging | packaging workflow 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 |
| 10 | Security-Policy | security policy file detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 6
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | >=1.17.0 | pyproject.toml |
| PyPI | sqlalchemy | >=1.4,<=3 | pyproject.toml |
| PyPI | pymysql | >=1.1.1 | pyproject.toml |
| PyPI | aiomysql | >=0.3.2 | pyproject.toml |
| PyPI | sqlglot | >=26.0.1 | pyproject.toml |
| PyPI | pydantic | >=2.7.0,<3 | pyproject.toml |
Todas las dependencias 12
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 6 paquetes directos y 6 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | aiomysql | — | directa |
| PyPI | numpy | — | directa |
| PyPI | pydantic | — | directa |
| PyPI | pymysql | — | directa |
| PyPI | sqlalchemy | — | directa |
| PyPI | sqlglot | — | directa |
| PyPI | prek | — | indirecta |
| PyPI | pylint | — | indirecta |
| PyPI | pyseekdb | — | indirecta |
| PyPI | pytest | — | indirecta |
| PyPI | ruff | — | indirecta |
| PyPI | sphinx | — | indirecta |
Avisos de dependencias sin evaluar
El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"agent-sdk",
"agentic-ai",
"agents",
"python-sdk",
"vector-database"
],
"is_fork": false,
"size_kb": 363,
"has_wiki": false,
"homepage": "https://www.oceanbase.ai",
"languages": {
"Python": 400651,
"Makefile": 1302
},
"pushed_at": "2026-07-29T02:51:34Z",
"created_at": "2024-09-25T03:26:25Z",
"owner_type": "Organization",
"updated_at": "2026-07-29T02:50:56Z",
"description": "A Python SDK for OceanBase Multimodal Store—enabling vector search, full-text search, and JSON table operations—offers both Milvus-compatible API and SQLAlchemy-based SQL mode, and supports both OceanBase and OceanBase seekdb.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://en.oceanbase.com/",
"name": "OceanBase",
"type": "Organization",
"login": "oceanbase",
"company": null,
"location": "Singapore",
"followers": 744,
"avatar_url": "https://avatars.githubusercontent.com/u/82347605?v=4",
"created_at": "2021-04-12T00:14:26Z",
"is_verified": null,
"public_repos": 123,
"account_age_days": 1934
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "release-v0.2.29",
"kind": "other",
"published_at": "2026-07-29T02:52:39Z"
},
{
"tag": "release-v0.2.28",
"kind": "other",
"published_at": "2026-06-05T06:42:08Z"
},
{
"tag": "release-v0.2.27",
"kind": "other",
"published_at": "2026-06-04T19:18:59Z"
},
{
"tag": "release-v0.2.26",
"kind": "other",
"published_at": "2026-04-15T02:21:50Z"
},
{
"tag": "release-v0.2.25",
"kind": "other",
"published_at": "2026-03-10T07:17:59Z"
},
{
"tag": "release-v0.2.24",
"kind": "other",
"published_at": "2026-02-05T06:51:10Z"
},
{
"tag": "release-v0.2.23",
"kind": "other",
"published_at": "2026-01-29T09:29:03Z"
},
{
"tag": "release-v0.2.22",
"kind": "other",
"published_at": "2026-01-15T03:19:26Z"
},
{
"tag": "release-v0.2.21",
"kind": "other",
"published_at": "2026-01-13T03:02:29Z"
},
{
"tag": "release-v0.2.20",
"kind": "other",
"published_at": "2025-11-20T09:29:29Z"
},
{
"tag": "release-v0.2.19",
"kind": "other",
"published_at": "2025-11-10T08:29:25Z"
},
{
"tag": "release-v0.2.18",
"kind": "other",
"published_at": "2025-11-05T06:14:48Z"
},
{
"tag": "release-v0.2.17",
"kind": "other",
"published_at": "2025-11-03T06:41:31Z"
},
{
"tag": "release-v0.2.16",
"kind": "other",
"published_at": "2025-09-03T08:48:53Z"
},
{
"tag": "release-v0.2.15",
"kind": "other",
"published_at": "2025-08-18T02:46:01Z"
},
{
"tag": "release-v0.2.14",
"kind": "other",
"published_at": "2025-06-11T06:54:01Z"
},
{
"tag": "release-v0.2.13",
"kind": "other",
"published_at": "2025-06-11T02:37:32Z"
},
{
"tag": "release-v0.2.12",
"kind": "other",
"published_at": "2025-06-09T13:21:17Z"
},
{
"tag": "release-v0.2.11",
"kind": "other",
"published_at": "2025-04-19T11:13:29Z"
},
{
"tag": "release-v0.2.10",
"kind": "other",
"published_at": "2025-04-14T06:44:53Z"
},
{
"tag": "release-v0.2.9",
"kind": "other",
"published_at": "2025-04-11T08:03:05Z"
},
{
"tag": "release-v0.2.8",
"kind": "other",
"published_at": "2025-04-10T06:49:56Z"
},
{
"tag": "release-v0.2.7",
"kind": "other",
"published_at": "2025-04-09T08:47:07Z"
},
{
"tag": "release-v0.2.6",
"kind": "other",
"published_at": "2025-04-08T09:11:30Z"
},
{
"tag": "release-v0.2.5",
"kind": "other",
"published_at": "2025-04-07T11:45:52Z"
},
{
"tag": "release-v0.2.4",
"kind": "other",
"published_at": "2025-03-27T07:33:14Z"
},
{
"tag": "release-v0.2.3",
"kind": "other",
"published_at": "2025-03-25T02:35:48Z"
},
{
"tag": "release-v0.2.2",
"kind": "other",
"published_at": "2025-03-24T12:15:45Z"
},
{
"tag": "release-v0.2.1",
"kind": "other",
"published_at": "2025-03-24T09:31:16Z"
},
{
"tag": "release-v0.2.0",
"kind": "other",
"published_at": "2025-03-23T03:29:34Z"
},
{
"tag": "release-v0.1.20",
"kind": "other",
"published_at": "2025-03-17T12:28:51Z"
},
{
"tag": "release-v0.1.19",
"kind": "other",
"published_at": "2025-01-02T12:53:39Z"
},
{
"tag": "release-v0.1.18",
"kind": "other",
"published_at": "2024-12-20T10:04:03Z"
},
{
"tag": "release-v0.1.17",
"kind": "other",
"published_at": "2024-12-05T06:17:47Z"
},
{
"tag": "release-v0.1.16",
"kind": "other",
"published_at": "2024-12-03T12:07:43Z"
},
{
"tag": "release-v0.1.15",
"kind": "other",
"published_at": "2024-12-02T06:30:44Z"
},
{
"tag": "release-v0.1.14",
"kind": "other",
"published_at": "2024-11-20T11:45:30Z"
},
{
"tag": "release-v0.1.13",
"kind": "other",
"published_at": "2024-11-12T03:18:48Z"
},
{
"tag": "release-v0.1.12",
"kind": "other",
"published_at": "2024-11-11T08:24:01Z"
},
{
"tag": "release-v0.1.11",
"kind": "other",
"published_at": "2024-11-11T06:14:27Z"
},
{
"tag": "release-v0.1.10",
"kind": "other",
"published_at": "2024-11-08T04:02:39Z"
},
{
"tag": "release-v0.1.9",
"kind": "other",
"published_at": "2024-11-07T13:28:11Z"
},
{
"tag": "release-v0.1.8",
"kind": "other",
"published_at": "2024-11-05T07:11:05Z"
},
{
"tag": "release-v0.1.7",
"kind": "other",
"published_at": "2024-10-30T08:54:58Z"
},
{
"tag": "release-v0.1.6",
"kind": "other",
"published_at": "2024-10-14T11:57:57Z"
},
{
"tag": "release-v0.1.5",
"kind": "other",
"published_at": "2024-10-12T09:45:48Z"
},
{
"tag": "release-v0.1.4",
"kind": "other",
"published_at": "2024-10-09T08:59:01Z"
},
{
"tag": "release-v0.1.2",
"kind": "other",
"published_at": "2024-09-30T08:32:36Z"
},
{
"tag": "release-v0.1.1",
"kind": "other",
"published_at": "2024-09-26T03:11:41Z"
},
{
"tag": "release-v0.1.0",
"kind": "other",
"published_at": "2024-09-25T13:31:38Z"
}
],
"recent_commits": [
{
"oid": "72fc9a60633e125062c29624b65613c3d9e0fcf9",
"body": null,
"is_bot": false,
"headline": "v0.2.29",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-07-29T02:50:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e322d84c06ad6513f5741ba3a955ffe9d541599f",
"body": "…… (#71)\n\n* feat(hybrid-search): support HYBRID_SEARCH SQL syntax for OceanBase 4.6.0\n\n- add HybridSearch.sql_search() based on the HYBRID_SEARCH table function\n- add version-gated tests for the SQL-level hybrid search syntax\n- document the SQL-level DSL in README and add module to Sphinx index\n- re\n[…]\ne interpolated verbatim and must be\n trusted SQL fragments (SQL injection risk), prefer DSL filters for\n user-provided values\n\n---------\n\nCo-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(hybrid-search): support HYBRID_SEARCH SQL syntax for OceanBase 4…",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-07-28T10:26:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2512b79bad97f277d62cc76680dd85df3a222641",
"body": null,
"is_bot": false,
"headline": "fix: refresh embedded seekdb index after upsert",
"author_name": "Haili Zhang",
"author_login": "webup",
"committed_at": "2026-07-10T06:58:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3cfc6adfbf0dda31a82da24e41c87ed0bd159c27",
"body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "v0.2.28",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-05T06:39:08Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "47308c312d4807b8ad178afb0c2f281a735891ef",
"body": "…(#68)\n\n* fix(reflection): parse OceanBase FTS_INDEX_TYPE in SHOW CREATE TABLE\n\nfix:\n- Allow optional spaces around `=` for PARSER_PROPERTIES (align with BLOCK_SIZE style)\n- Parse FTS_INDEX_TYPE clause to avoid SAWarning on unknown schema content during reflect\n\nCo-authored-by: Cursor <cursoragent@c\n[…]\n line limits\n- Use readable parser_properties JSON instead of nested escapes in SQL literal\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "fix(reflection): parse OceanBase FTS_INDEX_TYPE in SHOW CREATE TABLE …",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-05T06:21:49Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e41b6ea14eaa2e40703db68b16a766d15a59a501",
"body": null,
"is_bot": false,
"headline": "v0.2.27",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-04T19:12:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "920de9760be891a47256668f0565df35fd1d81ad",
"body": "* fix(client): buffer search results before connection closes\n\nCo-Authored-By: Claude Sonnet 4 <noreply@anthropic.com>\n\n* fix(seekdb): flush async HNSW index after insert and fix empty-SELECT cursor\n\nfix:\n- Auto-flush seekdb async HNSW index build after insert so ann_search returns results\n- Set cur\n[…]\nropic.com>\n\n* style: wrap long ternary in seekdb_engine to pass ruff format\n\nCo-Authored-By: Claude Sonnet 4 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(seekdb): fix ann_search returning no rows in embedded mode (#67)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-04T18:57:43Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "11468da73d9e377d5c9396db5341fb4c03394557",
"body": "* feat(fts): support ANALYZER parser with PARSER_PROPERTIES\n\nCo-Authored-By: Claude Sonnet 4 <noreply@anthropic.com>\n\n* style: fix ruff format violations\n\nCo-Authored-By: Claude Sonnet 4 <noreply@anthropic.com>\n\n* fix(fts): enforce analyzer parser_properties validation for string parser_type and Fts\n[…]\n5728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4 <noreply@anthropic.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(fts): support ANALYZER parser with PARSER_PROPERTIES (#65)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-04T13:03:57Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d1fe001e536ec2b2620f96e2fb6fea589784091f",
"body": "…m global singleton (#66)\n\nCo-authored-by: Claude Sonnet 4 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(seekdb): fix cursor result loss after close and test segfault fro…",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2026-06-04T12:52:37Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6190a03e2627b8afc3bfbf79e6592141d8cf63af",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "v0.2.26",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-04-15T02:20:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0a3d8c045f202017374a6ad2fc54fdfdae9dc19",
"body": "sqlglot 30 removed Expression from the package __init__ re-exports.\nImporting from sqlglot.expressions remains valid from 26.x onward.\n\nMade-with: Cursor\n\nCo-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: import Expression from sqlglot.expressions for sqlglot",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-03-24T06:26:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b0bcc8575737470791428cfc3e424519fae54e5",
"body": "Made-with: Cursor",
"is_bot": false,
"headline": "v0.2.25",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-03-10T07:16:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76812f154876fe559a7e8a3bd0afe269c9bc9da6",
"body": "… table options when adding sparse vector indexes\n\n* fix: preserve table options when adding sparse vector indexes\n\n* feat: ObClient embedded SeekDB support, docs, tests and CI\n\n- ObClient/ObVecClient: path=, engine=, pyseekdb_client= for embedded SeekDB\n- seekdb_engine: create_embedded_engine, crea\n[…]\nnnection, create_table, insert, ann_search\n- CI: test-embedded-seekdb job runs tests/test_seekdb_embedded.py\n\nMade-with: Cursor\n\n---------\n\nCo-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "feature:Complement the connection of the embedded seekdb and preserve…",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-03-10T07:11:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "08d1b26489f2f19ae8dbf249757d800664019ffb",
"body": null,
"is_bot": false,
"headline": "v0.2.24",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-02-05T06:45:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c0dc1155912d099e6a9015bd6cd39fc29551c90",
"body": "Co-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: preserve table options when adding sparse vector indexes",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-02-05T06:39:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a87901cf13cab20a63d97bf0646ad1ca8e49663c",
"body": null,
"is_bot": false,
"headline": "v0.2.23",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-01-29T09:25:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a9b07b9e1740c069853b67354da0c761e9649416",
"body": "Co-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: make SeekDB version check case-insensitive",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-01-29T09:20:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef6423757643491b9652c5044e9387ebd958b0ce",
"body": "* chore: align tooling with make targets\n\n* chore: apply pre-commit fixes\n\n* fix: quote pytest filter in CI",
"is_bot": false,
"headline": "chore: intro pre commit",
"author_name": "Chojan Shang",
"author_login": "PsiACE",
"committed_at": "2026-01-19T09:02:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdf6fc8d8d987eba234c33b3d54b561f4a8148ec",
"body": null,
"is_bot": false,
"headline": "v0.2.22",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2026-01-15T03:17:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bf3362e06a8d26758356bd57dee4d654bbd35d9",
"body": "… organization\n\n- Add **kwargs parameter to create_table_with_index_params method\n- Pass **kwargs to ObTable constructor to support mysql_organization='heap' and other parameters\n- Set extend_existing=True as default in kwargs to maintain backward compatibility\n\nCo-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add **kwargs support to create_table_with_index_params for heap…",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-01-15T03:13:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9cbdb9b9d047718f7cdda24c07b4f35f7f75e32b",
"body": "…pty results",
"is_bot": false,
"headline": "fix: HybridSearch.search() crashes when OceanBase returns NULL for em…",
"author_name": "longbingljw",
"author_login": "longbingljw",
"committed_at": "2026-01-15T02:48:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76c3e4a1fe23ed37e20ec5bf24522b9328b29f0e",
"body": null,
"is_bot": false,
"headline": "v0.2.21",
"author_name": "xxsc0529",
"author_login": null,
"committed_at": "2026-01-13T02:57:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d6a8a9256c64db287023dab54c855c7513902f7",
"body": null,
"is_bot": false,
"headline": "align required python versions and test on python version matrix",
"author_name": "Bowen Liang",
"author_login": "bowenliang123",
"committed_at": "2026-01-06T08:39:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "740cef8bd7e4b20f709d73f83d7c4580c111959f",
"body": null,
"is_bot": false,
"headline": "fix typo in word partition",
"author_name": "Bowen Liang",
"author_login": "bowenliang123",
"committed_at": "2026-01-06T08:37:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f47fde1bf0561587c0edaa86d06ca20e09b4888a",
"body": "* Add full-text index type support\n\n* Add full-text index type support\n\n---------\n\nCo-authored-by: xxsc0529 <xxsc0529@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: Add full-text index type support (#51)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2026-01-06T07:28:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7d265a3fcb90770d10f758edc4bd09ddde8e0dc",
"body": "* update\n\n* use [dependency-groups] as PEP 735 defined",
"is_bot": false,
"headline": "use [dependency-groups] as PEP 735 defined",
"author_name": "Bowen Liang",
"author_login": "bowenliang123",
"committed_at": "2026-01-06T02:37:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "794b7e19ead3336838ce21877f2aa25632f100b2",
"body": "* update\n\n* migrate tool.poetry section to project section following PEP 518",
"is_bot": false,
"headline": "migrate tool.poetry section to project section following PEP 518",
"author_name": "Bowen Liang",
"author_login": "bowenliang123",
"committed_at": "2026-01-06T02:12:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cba6e3fb509dc5bffcc644b744959b0ee74e0bdd",
"body": null,
"is_bot": false,
"headline": "v0.2.20",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2025-11-20T09:28:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "460ae169b6f45871a60e70e376b607c7b9b20205",
"body": null,
"is_bot": false,
"headline": "feat: support seekdb sparse vector index (#45)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-11-20T09:13:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68fe586767b97a3d15850ad5c9df758ec94d6606",
"body": null,
"is_bot": false,
"headline": "v0.2.19",
"author_name": "xxsc0529",
"author_login": "xxsc0529",
"committed_at": "2025-11-10T08:19:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5db55027f62cb96fd8df344a2a6447f99555832",
"body": null,
"is_bot": false,
"headline": "docs: add hybrid search documentation (#41)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-11-10T06:53:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30cc6a7acb3b3411243595b211b22802ed8b6f61",
"body": null,
"is_bot": false,
"headline": "feat: add SeekDB version check (#39)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-11-08T07:38:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c58ca45a41c7db39de40717df4c6205eec84d24",
"body": null,
"is_bot": false,
"headline": "v0.2.18",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-11-05T06:13:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89513057ffdc1b18d16eb333c833f67dc4be5716",
"body": "* feat: add hybrid search client\n\n* update init sql",
"is_bot": false,
"headline": "feat: add hybrid search client (#37)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-11-05T05:56:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be55a4cf45f6f140919715ed47603601d21a3be0",
"body": null,
"is_bot": false,
"headline": "docs: add RELEASE_NOTES.md (#35)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-11-03T08:08:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1872fe0b37eebd05ee1055be094e621a036ddb65",
"body": null,
"is_bot": false,
"headline": "v0.2.17",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-11-03T06:37:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d36ea782caa517a7392189f22339c66eaaebbc05",
"body": null,
"is_bot": false,
"headline": "update sqlglot version (#33)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-11-03T06:25:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a29fc882c6b5f1dc4d3eba5550cb81e5d30a0f2",
"body": null,
"is_bot": false,
"headline": "feat: ann_search function adds a distance threshold parameter (#32)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-11-03T05:21:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "50bcc0bef5ea588f986522fadc89dd00b4b20674",
"body": null,
"is_bot": false,
"headline": "chore: fix docstring format and typos (#30)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-10-31T04:21:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fbb12ab9b484a90e677173716f6ae406496a4f6",
"body": "- Add output_columns parameter to ann_search method for flexible column selection\n- Support SQLAlchemy Column objects and expressions similar to select() function\n- Maintain backward compatibility with output_column_names parameter\n- Add parameter priority: output_columns takes precedence over outpu\n[…]\numns list is empty\n- Update README.md with usage examples and parameter documentation\n- Add comprehensive tests for output_columns functionality\n- Simplify function docstring to focus on new parameter",
"is_bot": false,
"headline": "feat: add output_columns parameter to ann_search function (#29)",
"author_name": "zhouyh",
"author_login": "xxsc0529",
"committed_at": "2025-10-31T02:53:18Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "906df6cbfdeda2356838ada0c755e89caf17619a",
"body": "Signed-off-by: kenwood chan <kenwoodchan@kenwooddeMacBook-Pro.local>",
"is_bot": false,
"headline": "security: bump aiomysql to 0.3.2 to resolve CVE-2025-62611 (#27)",
"author_name": "kenwoodjw",
"author_login": "kenwoodjw",
"committed_at": "2025-10-30T12:28:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57b1571418066faa0bd0434b18fea80a14ac07b8",
"body": null,
"is_bot": false,
"headline": "add additional param to create_table method (#26)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-10-29T14:40:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d415e4d8a622c03dab7e11c96a1f7a306ed861a",
"body": "* add base class ObClient and format code\n\n* use setup-oceanbase-ce in ci\n\n* fix ci yaml format\n\n* free disk space\n\n* modify ob container log disk size\n\n* add datafile size",
"is_bot": false,
"headline": "refactor: add base class ObClient and format code (#25)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-10-29T13:53:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5f388b3aa7a46bc2b974d65a6128c2c735e2a058",
"body": "…ests\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "add sparse_vector_calculation & imilarity_search_with_scalar_filter t…",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-09-08T03:49:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eed4b109a555a5a1b3b6444af2dba69919ac696a",
"body": "* support sparse vector\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n* update oceanbase docker version in ci.yml\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n---------\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "support sparse vector (#19)",
"author_name": "GITHUBear",
"author_login": "GITHUBear",
"committed_at": "2025-09-05T10:00:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd0620f0eceebd76e61de5b595973e01c280662e",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.16",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-09-03T08:42:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "024d563e33ad04050073af282e3b759d4d21c025",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix: MilvusLikeClient does not support cosine metric type",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-09-03T08:35:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e5a0ad6334fa857f04a9f2e06fa32afd38270224",
"body": null,
"is_bot": false,
"headline": "v0.2.15",
"author_name": "川粉",
"author_login": "whhe",
"committed_at": "2025-08-18T02:43:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bdbaf32de452ff7144c720617442b0ef191c1c6f",
"body": null,
"is_bot": false,
"headline": "fix: update key regex of parser and update test cases (#18)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-08-15T10:07:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57aa981e6856d84d61dda0e1332f09862b7ee389",
"body": "* fix:spec issue when it is string\n\n* bugfix test\n\n* test fix\n\n* spec bug fix and test fix\n\n* simplify the bugfix logic of spec\n\n* use sql to test instead of mock",
"is_bot": false,
"headline": "fix: add type check for constraints spec to deal with string value (#17)",
"author_name": "longbingljw",
"author_login": "longbingljw",
"committed_at": "2025-08-01T03:28:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c2cf12b5d466131b079bda16cdefbd111c3fc77",
"body": null,
"is_bot": false,
"headline": "v0.2.14",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-11T06:52:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "153725ed0ba6ac59c34663611589c87c527a4b54",
"body": null,
"is_bot": false,
"headline": "add add_columns and drop_columns method to ObVecClient (#15)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-11T06:50:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a6848bfa66ba975655d022f5ec560645e5d6a2a",
"body": "* simplify type instantiation\n\n* manually set autocommit on session",
"is_bot": false,
"headline": "simplify array type instantiation and fix autocommit config (#14)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-11T06:50:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e784048275d18bfde4f61e6dc5c3f02c5d64e388",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.13",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-06-11T02:36:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e835840514320164854307b7abda69eb225d6c05",
"body": null,
"is_bot": false,
"headline": "validate array dimension (#13)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-11T02:35:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c045390a2b080e06117bd903418279607cdec0f0",
"body": null,
"is_bot": false,
"headline": "add refresh_metadata method to ObVecClient (#12)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-10T12:37:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "791d425e9e2391e073fe4b19e4ab1b333cdd3dde",
"body": "* fix nested array for cache warnings and duplicate json process\n\n* support json string",
"is_bot": false,
"headline": "fix nested array for cache warnings and duplicate json process (#11)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-10T11:51:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b7ca4e55f8f267c8c1dd7eb2c84194bf700d6ba",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.12",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-06-09T13:10:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "329d5b717abdf7722adc39a4be9d704a88fde0ec",
"body": "* add array type\n\n* update coltype_with_args pattern",
"is_bot": false,
"headline": "add array type and override parsing function for array column (#10)",
"author_name": "He Wang",
"author_login": "whhe",
"committed_at": "2025-06-09T13:07:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c10effa3d5689d7d1f1576c08a411a5f954fe574",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "support TIMESTAMPTZ",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-06-09T12:33:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "36fa10d92c3c611475bb9524e241feba25f1d3ac",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "trigger ci",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-06-09T12:23:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59248d3af19f8f37ee0b2a1bef3c0c878d3eeef6",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "rename json tables",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-19T11:06:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73fca4d6c2ff2220976de2eac815d730be01b38b",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.10: JSON TABLE: support alias in order by clause",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-14T06:35:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "427e1bc98ca1d14509a4e38b953e58bd52777832",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.9",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-11T07:53:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "017728e6bd5a4242c22e4e4ff626e0c0d14314fc",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.8",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-10T07:45:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd1ea713682beecbb64f9688fce8103974c15956",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "sqlalchemy = '>=1.4,<=3'",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-10T07:44:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "231d099d6aff160bd1b19fbecabf7cd400f3fa7b",
"body": "… perform_json_table_sql; fix None where clause in update and delete\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "JSONTable: return row count for insert/update/delete; opt_user_id for…",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-10T06:21:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "81c44b680ab31374cdfb4c692f085f611dea88bd",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix user & password encoding bug",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-09T08:38:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c00eebec401206456e1ab404955702adba4acde",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "support JSON table select with data id",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-08T09:02:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a453bf1e93f5da168793e0a905cbabd83eae004",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.5: support user group & multi users client for ObVecJsonTableClient",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-04-07T11:37:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71becc03027021a1640e32db3538a836629bc57b",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.4",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-27T07:16:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43833cbd9d6567ffe0a11bcbb4eced22907dfeff",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "use python3.9 compatible union type hint",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-27T07:14:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0da573d5028dae902a32cc9d433e3f7b2970414a",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.3",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-25T02:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78fdabec22afdc7b7483b3958efce6a5b8660f53",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "downgrade numpy version",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-25T02:11:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06062b937cdd2c0d012f662a4a372021cf189030",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "use pydantic>=2.7<3",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-24T12:08:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68fb244536de03fe4fb9ee487a388884d97a4fc5",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "downgrade pydantic",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-24T12:04:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0960157a8d39312a3b4da85326075f4ffb6c0895",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.1",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-24T09:24:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03d4baa7085f1d3cfe6b090550b6ed719f7aaa0f",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix MatchAgainst function compile cache bug",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-24T09:15:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb494971c9549c35c668f2f0b24f833bf6fd8260",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.2.0",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-23T03:22:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "061525b9e08be42d1da8d582d77494fd7f846ec3",
"body": "* support FTS & vector new feature\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n* support limit in ObVecClient::get\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n* add more test case\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n* update ob d\n[…]\naikang.shk <shanhaikang.shk@oceanbase.com>\n\n* fix docker name\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>\n\n---------\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "Full text search & More Vector Search Algorithm supporting (#8)",
"author_name": "GITHUBear",
"author_login": "GITHUBear",
"committed_at": "2025-03-23T03:19:05Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8d1d48294fb2549f279bda8c0567501b5d8cab3b",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.20",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-03-17T12:19:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "265978000ee098c3f8694a29f49dbaa9d293f32a",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "support online basic cases (#7)",
"author_name": "GITHUBear",
"author_login": "GITHUBear",
"committed_at": "2025-03-17T12:07:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4959ed0cf691749c5eede37abcf800cbd17b3d66",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.19",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2025-01-02T12:50:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0bf21f48baa0ddde0fdc2da0f741329f5be7dd5",
"body": "* Support virtual SQL for JSON TABLE\r\n\r\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "Support virtual SQL for JSON TABLE (#4)",
"author_name": "GITHUBear",
"author_login": "GITHUBear",
"committed_at": "2025-01-02T12:47:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1086b6cc59a4287ecf01b84a2355e3d9edb1d0ed",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.18",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-20T10:00:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "619e08e04a44ee2e003fd8cf32978ee2bb8492f0",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix chinese-english-hybrid table name issue",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-20T09:57:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32b56ab4677453f4a338462fef495c75e9d6b6fd",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.17",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-05T06:13:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b771a5f93f707a1de11c4c677545f6e627688e8",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix sqlalchemy metadata concurrency issue",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-05T06:04:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b92da4f000ef71f418a23d70ef38964357bef69e",
"body": "… SQLAlchemy mode\n\nSigned-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "remove 'func.' name from vector distance function & add docs for pure…",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-03T12:02:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc8c5b1fb8f5ba51c11985433035ea449112ea59",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "set sqlalchemy version to >=1.4,<2.0.36",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-12-02T06:22:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1155dc6b41f73d8a4207ec9902dfa6a3f0a04613",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "add downloads metric",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-22T06:06:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d40c142d544c8ae8d6bc834de2668b60720a96f1",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.14",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-20T11:42:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca6ed520969fa61425dcfc170a707c3cdb8d8ba5",
"body": "Escape @ to avoid parsing errors.",
"is_bot": false,
"headline": "Merge pull request #3 from caifeizhi/main",
"author_name": "GITHUBear",
"author_login": "GITHUBear",
"committed_at": "2024-11-20T11:36:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c9ba2dbb3e2717e4b7ab9664343f365d16345a6",
"body": "Escape @ to avoid parsing errors.",
"is_bot": false,
"headline": "Update ob_vec_client.py",
"author_name": "Feizhi Cai",
"author_login": "caifeizhi",
"committed_at": "2024-11-20T11:19:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "871a782cb82703662c24fde46ce2c0e4da36a641",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix embedchain unexpected keyword app_id",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-12T03:14:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e8254b98c8a28fd852d3f1b2838262443004675",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "bp version",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-11T08:15:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd8316559e74a7b012d4a6d59aaeba5b1aed14ac",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "fix python3.9 zip() issue",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-11T08:13:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dfd6dbf37ee7cab0ea4c96f6f4f32c653c5f76e0",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "v0.1.11",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-11T06:10:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efb46dc238a4bbfe9146c040f10b7eb3473a63e1",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "show stmt str",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-11T06:09:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "783dd64a3569c7e5223dd7da9a249cb9ad114fe1",
"body": "Signed-off-by: shanhaikang.shk <shanhaikang.shk@oceanbase.com>",
"is_bot": false,
"headline": "support post ann search",
"author_name": "shanhaikang.shk",
"author_login": "GITHUBear",
"committed_at": "2024-11-08T04:01:18Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 50,
"commits_last_year": 49,
"latest_release_at": "2026-07-29T02:52:39Z",
"latest_release_tag": "release-v0.2.29",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 17,
"days_since_latest_release": 0,
"mean_days_between_releases": 27.9
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "pyobvector",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"obvector",
"oceanbase",
"vector store"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/pyobvector/",
"is_deprecated": false,
"latest_version": "0.2.29",
"repository_url": "https://github.com/oceanbase/pyobvector.git",
"versions_count": 50,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 115588,
"first_published_at": "2024-09-25T13:32:40.421845Z",
"latest_published_at": "2026-07-29T02:53:22.676404Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 12,
"stars": 19,
"watchers": 4,
"fork_history": {
"days": [
{
"date": "2024-11-20",
"count": 1
},
{
"date": "2025-05-26",
"count": 1
},
{
"date": "2025-08-11",
"count": 1
},
{
"date": "2025-08-19",
"count": 1
},
{
"date": "2025-10-30",
"count": 1
},
{
"date": "2025-11-03",
"count": 1
},
{
"date": "2025-12-26",
"count": 1
},
{
"date": "2026-01-16",
"count": 1
},
{
"date": "2026-01-19",
"count": 1
},
{
"date": "2026-06-17",
"count": 1
},
{
"date": "2026-07-10",
"count": 1
}
],
"complete": true,
"collected": 11,
"total_forks": 12
},
"star_history": null,
"open_issues_and_prs": 0
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 47630,
"source_files_sampled": 53,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": "No resolved dependencies carried a version and a supported ecosystem",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 12,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.17.0"
},
{
"name": "sqlalchemy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.4,<=3"
},
{
"name": "pymysql",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.1.1"
},
{
"name": "aiomysql",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.2"
},
{
"name": "sqlglot",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=26.0.1"
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.7.0,<3"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "aiomysql",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pymysql",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sqlglot",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "prek",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pylint",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyseekdb",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 12,
"direct_count": 6,
"indirect_count": 6
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 45,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 24,
"closed_unmerged_prs": 2
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "GITHUBear",
"commits": 86,
"avatar_url": "https://avatars.githubusercontent.com/u/22553387?v=4"
},
{
"type": "User",
"login": "whhe",
"commits": 22,
"avatar_url": "https://avatars.githubusercontent.com/u/27404407?v=4"
},
{
"type": "User",
"login": "xxsc0529",
"commits": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/93303124?v=4"
},
{
"type": "User",
"login": "bowenliang123",
"commits": 4,
"avatar_url": "https://avatars.githubusercontent.com/u/1935105?v=4"
},
{
"type": "User",
"login": "longbingljw",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/216498729?v=4"
},
{
"type": "User",
"login": "PsiACE",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/36896360?v=4"
},
{
"type": "User",
"login": "caifeizhi",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/5435903?v=4"
},
{
"type": "User",
"login": "webup",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/2936504?v=4"
},
{
"type": "User",
"login": "kenwoodjw",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/10386710?v=4"
},
{
"type": "User",
"login": "powerfooI",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/26134111?v=4"
}
],
"contributors_sampled": 10,
"top_contributor_share": 0.614
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"python-publish.yml"
],
"has_docs_dir": false,
"linter_configs": [
".pylintrc"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 8,
"reason": "16 out of 19 merged PRs checked by a CI test -- score normalized to 8",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 3,
"reason": "Found 9/30 approved changesets -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 5 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 7,
"reason": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "72fc9a60633e125062c29624b65613c3d9e0fcf9",
"ran_at": "2026-07-29T03:00:07Z",
"aggregate_score": 5.1,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-29T02:53:27Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-28T10:26:32Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/oceanbase/pyobvector",
"host": "github.com",
"name": "pyobvector",
"owner": "oceanbase"
},
"metrics": {
"overall": {
"key": "overall",
"band": "excellent",
"name": "Overall health",
"note": "The weighted overall 70 is calibrated to 83 on the published index scale (record calibration 2026-08-02).",
"notes": [
{
"code": "overall_calibration",
"params": {
"raw": 70,
"calibrated": 83,
"calibration": "2026-08-02"
}
}
],
"value": 83,
"inputs": {
"security": 51,
"vitality": 82,
"community": 66,
"governance": 72,
"calibration": "2026-08-02",
"engineering": 80,
"ai_readiness": 46,
"weighted_overall_raw": 70
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 82,
"weight": 0.21,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"commits_last_year": 49,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 17
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "17/52 weeks with commits",
"points": 11.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 17
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "49 commits in the last year",
"points": 15.3,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 49
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
"points": 7,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "exceptional",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 50,
"latest_release_tag": "release-v0.2.29",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 27.9
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "50 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 50
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~27.9 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 27.9
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "exceptional",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 5,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 5 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 5
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 66,
"weight": 0.17,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 32,
"inputs": {
"forks": 12,
"stars": 19,
"watchers": 4,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "19 stars",
"points": 20.4,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 19
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "12 forks",
"points": 8.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 12
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "4 watchers",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 4
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"readme_badges": null,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"readme_badge_services": [],
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 84,
"inputs": {
"packages": [
"pyobvector"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 115588
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "115,588 downloads/month across pypi",
"points": 67.5,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 115588,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 72,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "weak",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 41,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 10,
"top_contributor_share": 0.614
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 61% of commits",
"points": 8.7,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 61
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "10 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 10
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 86,
"inputs": {
"merged_prs": 45,
"open_issues": 0,
"closed_issues": 24,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 2,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 42,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "45/47 decided PRs merged",
"points": 28.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 45,
"decided": 47
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 9/30 approved changesets -- score normalized to 3",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"followers": 744,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "oceanbase",
"public_repos": 123,
"account_age_days": 1934
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "744 followers of oceanbase",
"points": 20.6,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 744,
"login": "oceanbase"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "123 public repos, account ~5 yr old",
"points": 23.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 123
}
},
{
"code": "account_age_years",
"params": {
"years": 5
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pyobvector"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "50 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 50
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 80,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".pylintrc",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "16 out of 19 merged PRs checked by a CI test -- score normalized to 8",
"points": 16,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [
"agent-sdk",
"agentic-ai",
"agents",
"python-sdk",
"vector-database"
],
"has_wiki": false,
"homepage": "https://www.oceanbase.ai",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://www.oceanbase.ai",
"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": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 51,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 51,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.1
},
"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 not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "16 out of 19 merged PRs checked by a CI test -- score normalized to 8",
"points": 2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 9/30 approved changesets -- score normalized to 3",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 17
},
"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": "weak",
"name": "AI Readiness",
"value": 46,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 22,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.42,
"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": "42 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 22.4,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 42,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.05,
"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": ".pylintrc",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc"
}
}
],
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "5 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 5,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 47630,
"source_files_sampled": 53,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/53 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 53,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [
"library"
],
"scores": {
"sdk": 2,
"library": 6
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "description",
"label": "sdk",
"source": "description:sdk",
"weight": 2
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.3.1"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:pyobvector@0.2.29; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-29T03:00:25.803543Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/oceanbase/pyobvector.svg",
"full_name": "oceanbase/pyobvector",
"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 v2.3.1, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.