公开记录
软件健康报告模式 0.15.0 · 指标 1.13.0 · 2026-07-20 06:53 UTC

SAP / generative-ai-toolkit-for-sap-hana-cloud

Generative AI Client for SAP HANA Cloud is an extension of the existing HANA ML Python client library, mainly focusing on GenAI and related use cases. It includes many leading-edge GenAI related open source libraries and provides seamless integration with HANA ML, HANA vector engine, and other SAP GenAI Hub SDK.

Jupyter NotebookApache-2.0★ 25 星标⑂ 10 复刻始于 2024年9月在 GitHub 上查看 ↗

SAP/generative-ai-toolkit-for-sap-hana-cloud 的健康指数为 100 分中的 73 分,处于「良好」区间。 其得分最高的类别是Vitality(91/100),最低的是AI Readiness(51/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

73
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

73
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

SAP组织
4,349 关注者270 个公开仓库始于 2012年10月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIhana_ai1.1.260720004,288510 天前generativeaitoolkitsaphanacloud

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

91优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
20.8/36提交节奏 — 52 周中有 30 周有提交
18/18提交量 — 最近一年 246 次提交
10/10OpenSSF Scorecard:Maintained — 25 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year246
human_commit_share
days_since_last_push0
active_weeks_last_year30

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 50 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 13.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count50
latest_release_tagv1.1.26072000
releases_from_tags
days_since_latest_release0
mean_days_between_releases13.7
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

58中等 · 占总体的 18%

流行度与采用

32存在风险
评分方式
22.4/60星标 — 25 个星标
8/25复刻 — 10 个复刻
1.7/15关注者 — 3 位关注者
所用输入
forks10
stars25
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
48.4/80月度下载量 — pypi 合计每月 4,288 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packageshana_ai
dependents
ecosystemspypi
total_downloads
monthly_downloads4,288
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

64中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
1.6/22.5提交分布 — 头号贡献者编写了 93% 的提交
10.8/13.5贡献者广度 — 8 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled8
top_contributor_share0.928
评分方式
23.4/46.8议题解决 — 50% 的议题已关闭
37.2/38.3PR 接受 — 已裁定的 PR 中 138/142 已合并
10.5/15OpenSSF Scorecard:Code-Review — Found 7/10 approved changesets -- score normalized to 7
所用输入
merged_prs138
open_issues2
closed_issues2
issue_closed_ratio0.5
closed_unmerged_prs4
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — SAP 有 4,349 位关注者
25/25既往记录 — 270 个公开仓库,账户约 13 年
所用输入
followers4,349
owner_typeOrganization
is_verified
owner_loginSAP
public_repos270
account_age_days5,030
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 51 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packageshana_ai
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

75良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

85优秀
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
10/10主题标签 — 4 个主题标签
10/10Wiki
所用输入
topicshana-ml, langchain, sap-hana, generative-ai-hub-sdk
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

79良好 · 占总体的 16%

安全态势

79良好
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 7/10 approved changesets -- score normalized to 7
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 25 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.9
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

51中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
已排除计分(无数据或不适用):可读的提交历史。 其余权重已重新归一化。
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — nutest/testscripts/bas/tsconfig.json
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 无数据
0/8自动化维护 — 无数据
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespackage-lock.json
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configsnutest/testscripts/bas/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
已排除计分(无数据或不适用):已体现的代理实践, 自动化维护。 其余权重已重新归一化。
评分方式
27/45可类型检查的代码 — Jupyter Notebook,已配置类型检查(nutest/testscripts/bas/tsconfig.json)
54.6/55可控的文件大小 — 采样的 123 个源文件中有 1 个超过 60KB
所用输入
primary_languageJupyter Notebook
largest_source_bytes110,800
source_files_sampled123
oversized_source_files1
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

25GitHub 星标
8贡献者
246最近 12 个月提交数
0距最近推送天数
50发布版本数
1巴士系数(bus factor)
2开放议题
PyPI软件包生态系统数

更多细节

OpenSSF Scorecard 7.9 / 10
7.9综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-20 06:53 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 7/10 approved changesets -- score normalized to 7
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained25 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
全部依赖 13

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 13 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
npm@types/node22.13.14间接
npmtypescript5.8.2间接
npmundici-types6.20.0间接
PyPIfastmcp间接
PyPIhana-ml间接
PyPIlangchain-community间接
PyPIlangchain-hana间接
PyPIlangchain-text-splitters间接
PyPInumpy间接
PyPIpandas间接
PyPIpydantic间接
PyPIsap-ai-sdk-gen间接
PyPIsetuptools间接
原始 JSON 报告 机器可读
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                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "51 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 51
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                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
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                "max_points": 20
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        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
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        "value": 75,
        "weight": 0.2,
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            "note": null,
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                "points": 24,
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                "key": "pre_commit_hooks",
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                "points": 0,
                "status": "missed",
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                "max_points": 9.6
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                "key": "openssf_scorecard_ci_tests",
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          {
            "key": "documentation",
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            "note": null,
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                "points": 25,
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                "key": "wiki",
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        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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                "code": "excluded_no_data",
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                "points": 0,
                "status": "excluded",
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                "max_points": 2.5
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              {
                "key": "dangerous_workflow",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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                "key": "dependency_update_tool",
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                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "25 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "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 run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
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                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
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                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "params": {}
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                "max_points": 7.5
              },
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                "key": "token_permissions",
                "name": "Token-Permissions",
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                "status": "partial",
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                "max_points": 7.5
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                "key": "vulnerabilities",
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          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
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              "red_flag": false,
              "exposures": [],
              "policy_countries": [
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                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 4
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
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                "points": 100,
                "status": "met",
                "details": [
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                "max_points": 100
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 51,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
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            "value": 1,
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                "key": "agent_instructions",
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
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                "status": "missed",
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                "max_points": 45
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                "points": 0,
                "status": "missed",
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          },
          {
            "key": "ai_verify_loop",
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            "notes": [
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                "key": "demonstrated_agent_practice",
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            "inputs": {
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              },
              {
                "key": "mcp_server",
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                "status": "met",
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              },
              {
                "key": "runnable_examples",
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-20T06:53:42.641599Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SAP/generative-ai-toolkit-for-sap-hana-cloud.svg",
  "full_name": "SAP/generative-ai-toolkit-for-sap-hana-cloud",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.15.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.