公开记录
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-07-30 08:32 UTC

toftul / refractiveindex

Python interface to https://refractiveindex.info

PythonMIT★ 31 星标⑂ 12 复刻始于 2023年4月在 GitHub 上查看 ↗
类型如何判定

toftul/refractiveindex 的健康指数为 100 分中的 57 分,处于「中等」区间。 其得分最高的类别是Vitality(66/100),最低的是AI Readiness(45/100)。 最近一次更新在 16 天前。 近期的大部分工作由 1 位贡献者完成。

57
总分 / 100
中等

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,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。

57
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19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。

加权总体分 55 经校准后在公布的指数量表上为 57(记录校准 2026-08-02)。

所有权

Ivan Toftul个人账户
11 关注者41 个公开仓库始于 2015年4月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
PyPIrefractiveindex1.0.41,6741216 天前opticsrefractive-indexphotonicsmaterialsrefractiveindex.info

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?

66良好 · 占总体的 21%
评分方式
28.8/36推送新近度 — 最近一次推送于 16 天前
3.5/36提交节奏 — 52 周中有 5 周有提交
13.3/18提交量 — 最近一年 29 次提交
8/10OpenSSF Scorecard:Maintained — 10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8
所用输入
commits_last_year29
human_commit_share1
days_since_last_push16
active_weeks_last_year5

发布纪律

84优秀
评分方式
27/27有发布版本 — 已发布 1 个发布版本
36/36发布时效 — 最近一次发布版本于 16 天前
12.6/27发布节奏 — 节奏未知(仅一次发布)
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count1
latest_release_tagv1.0.4
releases_from_tags
days_since_latest_release16
mean_days_between_releases
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?

45薄弱 · 占总体的 17%

流行度与采用

34存在风险
评分方式
24/60星标 — 31 个星标
8.7/25复刻 — 12 个复刻
1.7/15关注者 — 3 位关注者
所用输入
forks12
stars31
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
43/80月度下载量 — pypi 合计每月 1,674 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
packagesrefractiveindex
dependents
ecosystemspypi
total_downloads
monthly_downloads1,674
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?

47薄弱 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
2.7/22.5提交分布 — 头号贡献者编写了 88% 的提交
5.4/13.5贡献者广度 — 4 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_sampled4
top_contributor_share0.882
评分方式
0/42议题解决 — 0% 的议题已关闭
30/30PR 接受 — 已裁定的 PR 中 7/7 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 2/23 approved changesets -- score normalized to 0
所用输入
merged_prs7
open_issues2
closed_issues0
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0
closed_unmerged_prs0
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
7.8/25所有者影响力 — toftul 有 11 位关注者
23.8/25既往记录 — 41 个公开仓库,账户约 11 年
所用输入
followers11
owner_typeUser
is_verified
owner_logintoftul
public_repos41
account_age_days4,123
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
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 16 天前
20/20版本历史 — 12 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
packagesrefractiveindex
ecosystemspypi
any_deprecated
min_days_since_publish16

工程质量

基础的工程与文档实践是否到位?

66良好 · 占总体的 19%

工程实践

60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
12/20OpenSSF Scorecard:CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
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
0/10主题标签
10/10Wiki
所用输入
topics
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?

53中等 · 占总体的 16%

安全态势

41薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
1.5/2.5CI-Tests — 2 out of 3 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 2/23 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
6/7.5Maintained — 10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.1
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages3
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:refractiveindex@1.0.4 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 3 个软件包。 未对可达性进行分析。

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?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

45薄弱 · 占总体的 4%
评分方式
45/45代理指令 — CLAUDE.md
0/15机器可读文档(llms.txt)
13.5/40可读的提交历史 — 63 次人类提交中有 16 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.254
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes2,565
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
0/10可复现环境
10/10已体现的代理实践 — 最近 63 次提交中有 4 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.063
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 3 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes16,459
source_files_sampled3
oversized_source_files0

关键数据

31GitHub 星标
4贡献者
29最近 12 个月提交数
16距最近推送天数
1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

数据采集警告

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

更多细节

Star 与 Fork 历史 0 ★ / 12 ⇿
0Star
12Fork

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

0246810121222024-022025-042026-06

每个点涵盖 3 天。

OpenSSF Scorecard 4.1 / 10
4.1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 · 2026-07-30 08:32 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
6CI-Tests2 out of 3 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/23 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
8Maintained10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 2
注册表软件包版本约束清单文件
PyPIscipy^1.9.3pyproject.toml
PyPIpyyaml^6.0pyproject.toml
全部依赖 3

来自 GitHub 依赖图的完整解析依赖集合:2 个直接依赖与 1 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
PyPIpyyaml6.0.3直接
PyPIscipy1.15.3直接
PyPInumpy2.2.6间接
依赖安全公告 0

安装 pypi:refractiveindex@1.0.4 会引入 3 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 89,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 32233
      },
      "pushed_at": "2026-07-14T00:22:47Z",
      "created_at": "2023-04-11T05:45:03Z",
      "owner_type": "User",
      "updated_at": "2026-07-25T01:19:54Z",
      "description": "Python interface to https://refractiveindex.info",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Ivan Toftul",
      "type": "User",
      "login": "toftul",
      "company": null,
      "location": null,
      "followers": 11,
      "avatar_url": "https://avatars.githubusercontent.com/u/11959290?v=4",
      "created_at": "2015-04-15T09:51:22Z",
      "is_verified": null,
      "public_repos": 41,
      "account_age_days": 4123
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.0.4",
          "kind": "patch",
          "published_at": "2026-07-14T00:22:47Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "e87ab7716b1c97754b996f7e41212e587e5884e3",
          "body": null,
          "is_bot": false,
          "headline": "pump version",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-07-14T00:19:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b6f3fe454cf98fcd8bb9aa1db66e64c81f40b33",
          "body": "Materials with only refractive index data (e.g. SiO2/Malitson) raised\nNoExtinctionCoefficient from get_epsilon. Treat missing k as 0 so\nepsilon = n^2 is returned instead.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_017JUhZUuS7CuHuV2xcvkvi8",
          "is_bot": false,
          "headline": "Fix get_epsilon for materials without extinction data",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-07-14T00:17:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5a125bd2f04fd747e929e580c4f7a01d7c6a2a13",
          "body": "Add pypi publish workflow",
          "is_bot": false,
          "headline": "Merge pull request #9 from toftul/add-pypi-publish-workflow",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-06-19T00:36:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4cd4a67d4c013263260a077b9dd12b75f64222f1",
          "body": null,
          "is_bot": false,
          "headline": "Release workflow for PyPI",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-06-19T00:32:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37346dbaf4b98c775ff277df1aab719247392d57",
          "body": null,
          "is_bot": false,
          "headline": "Reseale 1.0.3",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-06-19T00:25:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f955006e04896e0c2d04033225b0163125fa0d68",
          "body": "Add .github/workflows/publish.yml to auto-publish to PyPI on v* tags\nusing Trusted Publishing (OIDC), with a guard that the tag matches the\npyproject.toml version before building.\n\nAdd license, homepage, repository, keywords, and classifiers to\npyproject.toml so the PyPI project page is complete.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add PyPI publish workflow and PyPI metadata",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-06-19T00:22:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "96974b6bb9a51de94540ae79f5386bdf4abb67cb",
          "body": "Add auto git hash update. Correct branch to main.",
          "is_bot": false,
          "headline": "Merge pull request #8 from matt8s/master",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-06-19T00:07:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "007064a3b8cfe0e20f6a2cda04f8096ea3081e6c",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of https://github.com/matt8s/refractiveindex",
          "author_name": "Matthew Emerson Spotnitz, PhD",
          "author_login": null,
          "committed_at": "2026-06-17T04:37:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e2cb5aecf7a561cf7b2446ab36b9717e214b7fe",
          "body": "Changes Made:\n1. Updated the default branch of\n`polyanskiy/refractiveindex.info-database` from `master `to `main`, per\nthe change made in that repo on 2026/01/07.\n2. Automatic Database Hash Detection:\n    - Added `_get_latest_commit_hash()` function that fetches the latest\n    commit SHA from GitHub\n[…]\nsion` file in database\n    directory\n    - Added `update_database=True` parameter to trigger update checks\n    - Added new test class `TestDatabaseUpdates `with test for version\n    file functionality",
          "is_bot": false,
          "headline": "Add auto git hash update. Correct branch to main.",
          "author_name": "Matthew Emerson Spotnitz, PhD",
          "author_login": null,
          "committed_at": "2026-06-17T04:31:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a04140c22bb876356861f518e51b470a9be5022",
          "body": null,
          "is_bot": false,
          "headline": "Add auto git hash update. Correct branch to main.",
          "author_name": "Matthew Emerson Spotnitz, PhD",
          "author_login": null,
          "committed_at": "2026-06-17T04:07:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a42706cd9bfefb2462a3ce00afef2c092ff4dea",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:38:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "081b35e1e80c8f58c8b19b8a0ee7d568c81ea66e",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:37:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba20090f8e7979e1ef9ec1038220f0986de9d8b8",
          "body": null,
          "is_bot": false,
          "headline": "Added formulas for the units",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:33:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba7a6d1b0eae2f7f627fedc7d6c0a2a8bc1a373f",
          "body": null,
          "is_bot": false,
          "headline": "Added equations for the units",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:32:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0107b78a5dab98b7d3b1bc9df576f60b3f5e1915",
          "body": null,
          "is_bot": false,
          "headline": "Update pyproject.toml",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:05:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d07a283ddb11b2a0bbee916ff94c7d8cbb66ec6",
          "body": "- Add unit= parameter to get_refractive_index, get_extinction_coefficient,\n  get_epsilon, and get_wl_range (default 'nm' preserves backward compat)\n- Support 8 units: m, mm, um, nm, A, cm-1, THz, eV via _UNITS registry\n- Derive THz and eV conversion factors from physical constants\n  (h_const, c_cons\n[…]\n4 new unit tests covering equivalence, range, and invalid input\n- Update README with unit table, get_wl_range docs, and out-of-range behavior\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add per-call unit= parameter and expand unit support",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T01:04:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ed1e75b65d7b2de8103e4c036737bdd643fab7e3",
          "body": null,
          "is_bot": false,
          "headline": "fixed units",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T00:28:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bac9da2ce00e050f77d6c7369470ee2d985cf23",
          "body": "Added function get_wl_range",
          "is_bot": false,
          "headline": "Merge pull request #7 from vantsev17:main",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-24T00:14:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6922870801d5321912f186c675aca5eb89b39f40",
          "body": null,
          "is_bot": false,
          "headline": "Added function get_wl_range",
          "author_name": "Ivan",
          "author_login": "vantsev17",
          "committed_at": "2026-02-23T09:13:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83dcd350aa9d4871fa5c87dd4d0800d5b059af4e",
          "body": null,
          "is_bot": false,
          "headline": "change image location from fig/ to docs/images/",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-18T13:13:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0626c321aa533a474011a4421ccd4572fd55cd5b",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-18T13:09:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f77e03f7c07aad0cb52acf37be67d8073cdcd115",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T06:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a94b467016b4fd45a06c150008f2f632cdd850",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:42:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ba833be35811c697de31a86e02f570346d94308",
          "body": null,
          "is_bot": false,
          "headline": "Update build-ci.yml",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:40:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77526eeff66bf4d77eed8ff89d4af6680e7ece9c",
          "body": null,
          "is_bot": false,
          "headline": "update the version number",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:39:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62be95f7f6b040100683c580b8e5f04e6b24089a",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:25:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "675049099316f75bb65e7416fc14ea48af088e67",
          "body": "Tests for all 9 dispersion formulas, tabulated n/k/nk data types,\nscalar and array input, error handling, and epsilon conventions.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Expand test suite to 20 tests covering all implemented features",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:10:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5e9cb7b8af4804c225e582a761d12ba1032a9c5e",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T05:02:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c33474997ada2a6a0242cf9721e1461d54943ceb",
          "body": null,
          "is_bot": false,
          "headline": "complete rewrite with the help of claude code",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2026-02-17T04:55:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b351dc41823beab518c4e39f32040e51e295b421",
          "body": null,
          "is_bot": false,
          "headline": "add description",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2025-05-30T01:05:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2650610901b05b533cf66825462280751fa9e8e8",
          "body": null,
          "is_bot": false,
          "headline": "updated version",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2025-05-29T04:53:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5004c81cd1d888985547c3b3c8eabd80984c67b5",
          "body": "T0ejammer/ssl verify",
          "is_bot": false,
          "headline": "Merge pull request #5 from t0ejammer/t0ejammer/ssl_verify",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2025-05-29T04:51:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eab8cef395b01c4495cdbeb87f2b5bc1fe64551b",
          "body": "…sting database for the update.\n\nSSL verification flag was tested now locally and works if a pem file is supplied. I added some input checking to ensure the correct stuff is supplied",
          "is_bot": false,
          "headline": "Fixed a bug in the update_database flag, which did not remove the exi…",
          "author_name": "Kai Jakob Brunner",
          "author_login": "t0ejammer",
          "committed_at": "2025-05-27T09:03:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d42acc247dc9ac26b8447d3e2757867fd94f5e43",
          "body": "Added some type hinting\n\nSince the code uses f-strings it is only compatible with python 3.6. Hence type hinting introduced in 3.5 should always be supported",
          "is_bot": false,
          "headline": "Moved the master URL to a separate variable under the hash.",
          "author_name": "Kai Jakob Brunner",
          "author_login": "t0ejammer",
          "committed_at": "2025-05-27T08:52:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "359a6b4b5e32992ff50c99a666cc38440f472035",
          "body": "…ject from RefractiveIndexMaterials\n\nalso added an option to force update an existing database\n\ndocstring updated",
          "is_bot": false,
          "headline": "Added the possibility to propagate keywords to the RefractiveIndex ob…",
          "author_name": "Kai Jakob Brunner",
          "author_login": "t0ejammer",
          "committed_at": "2025-05-27T08:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "100881f27d592079b9beda8f54466487ef0fb63c",
          "body": "…y. SSL verification can also be ignored.\n\nThe option is not verified, yet",
          "is_bot": false,
          "headline": "Added an option to supply an SSL certificate if sitting behind a prox…",
          "author_name": "Kai Jakob Brunner",
          "author_login": "t0ejammer",
          "committed_at": "2025-05-27T08:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81338e555b2a4a9c73b12727b16c5c495888ce1f",
          "body": null,
          "is_bot": false,
          "headline": "update version number",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2025-01-14T03:47:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f7eaa4d248213b46a217f816c8f92d103b33935",
          "body": "Pin database to fix breakages due to upstream database structure changes",
          "is_bot": false,
          "headline": "Merge pull request #4 from mfschubert/master",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2025-01-14T01:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4304df5517535cda928d007bd426de5d53ce8382",
          "body": "Pin database and add tests",
          "is_bot": false,
          "headline": "Merge pull request #1 from mfschubert/pin-database",
          "author_name": "Martin Schubert",
          "author_login": "mfschubert",
          "committed_at": "2025-01-13T18:04:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71ed7acf6d7744e4171c3fcfcef4e075a62a04cb",
          "body": null,
          "is_bot": false,
          "headline": "fix path for pinned database",
          "author_name": "Martin Schubert",
          "author_login": null,
          "committed_at": "2025-01-13T18:02:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "864a4dd9a25b8a26b8149e581f17e8adf92381ae",
          "body": null,
          "is_bot": false,
          "headline": "fix path for pinned database",
          "author_name": "Martin Schubert",
          "author_login": null,
          "committed_at": "2025-01-13T18:01:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f143af1da90e3793930144ff88f0378fb1ed7cb",
          "body": null,
          "is_bot": false,
          "headline": "fix pinned database url",
          "author_name": "Martin Schubert",
          "author_login": null,
          "committed_at": "2025-01-13T17:58:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5daa3e8e8ff4f07741955ba700e5f7e88248b420",
          "body": null,
          "is_bot": false,
          "headline": "pin database version",
          "author_name": "Martin Schubert",
          "author_login": null,
          "committed_at": "2025-01-13T17:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b5144856941c5a29f08b4fc9d068f6c10d4750b",
          "body": null,
          "is_bot": false,
          "headline": "Add tests for basic functionality",
          "author_name": "Martin Schubert",
          "author_login": null,
          "committed_at": "2025-01-13T17:53:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f3ad0f80c421e1d0b01f2321beb00bf3efaae48",
          "body": null,
          "is_bot": false,
          "headline": "update version",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-06-20T03:20:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b8a3a90c396f5b59fb21b80cdd605b960f0a39d",
          "body": "Add originalData attribute to Material class",
          "is_bot": false,
          "headline": "Merge pull request #2 from StePhanino/dev",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-06-19T22:51:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39996da0dbf7460e71248334f6d3fd0a86d7808f",
          "body": null,
          "is_bot": false,
          "headline": "wavelengths converted to np array",
          "author_name": "stefano.pirotta",
          "author_login": null,
          "committed_at": "2024-06-17T15:06:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d5173f213c8af6f58922d7fe97c25ab4c8a4450",
          "body": null,
          "is_bot": false,
          "headline": "numpy array conversion",
          "author_name": "stefano.pirotta",
          "author_login": null,
          "committed_at": "2024-06-17T15:00:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2a2979f4f37ae3ed70efd4cf2497221621d17bf",
          "body": null,
          "is_bot": false,
          "headline": "Add originalData attribute to Material class",
          "author_name": "stefano.pirotta",
          "author_login": null,
          "committed_at": "2024-06-17T14:30:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b022d24865dec3d790556214ef0af0c7d176a0e8",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-02-12T03:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b071043343218fd2ae0d63931c81bd58a45b54c0",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-02-12T03:49:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6aee49ddfdaaa9fa653842c64b196b3d6a285507",
          "body": "Fix: Added \"-nk\" suffix to 'data' and 'library' to reflect \r\nhttps://github.com/polyanskiy/refractiveindex.info-database/commit/19894527ca1a4ce4e4ba3c1691f9fa9c3e686a72",
          "is_bot": false,
          "headline": "Merge pull request #1 from matt8s/master",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-02-12T03:44:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70df2ff25940bf7a4190d5f8debdfa7cd6b9ed57",
          "body": null,
          "is_bot": false,
          "headline": "update version",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-02-12T03:24:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24f5fb2400d7d1b17865392edad81da6df506a98",
          "body": null,
          "is_bot": false,
          "headline": "change library-nk to catalog-nk",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2024-02-12T03:22:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bba76ea24c2a6ba08414d71dffca57913f0bea9d",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Added \"-nk\" suffix to 'data' and 'library'",
          "author_name": "Matthew Spotnitz",
          "author_login": null,
          "committed_at": "2024-02-09T06:03:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3782324623b202285294cbad2293c5cea9cb7ffc",
          "body": null,
          "is_bot": false,
          "headline": "updated dependencies",
          "author_name": "Ivan",
          "author_login": "toftul",
          "committed_at": "2023-08-29T05:44:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34f7b47ffc6a4e4f2cf79044c542393f774ddac0",
          "body": null,
          "is_bot": false,
          "headline": "update version",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-17T04:38:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd7eb71ea1e08bbd84c77af49bbb77232036b950",
          "body": null,
          "is_bot": false,
          "headline": "typo in the argument name",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-17T04:37:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7feb75b5fa410b36ad73ae6098b3f2d50ab435b6",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of https://github.com/toftul/refractiveindex",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-17T01:36:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9991ace7f58ba85063e4276055bbc3d6b9aa182e",
          "body": null,
          "is_bot": false,
          "headline": "added note about spaces",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-17T01:36:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64567876480505cc621ef0c72627f3ee85d320b8",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-11T09:58:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2384e464f824cc7102fd29725af69b22d39ed47e",
          "body": null,
          "is_bot": false,
          "headline": "readme update",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-11T06:07:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c229a768d33abc978e380ad9fa98aee161f1a6f",
          "body": null,
          "is_bot": false,
          "headline": "first commit",
          "author_name": "Ivan Toftul",
          "author_login": "toftul",
          "committed_at": "2023-04-11T05:44:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 1,
      "commits_last_year": 29,
      "latest_release_at": "2026-07-14T00:22:47Z",
      "latest_release_tag": "v1.0.4",
      "releases_from_tags": false,
      "days_since_last_push": 16,
      "active_weeks_last_year": 5,
      "days_since_latest_release": 16,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "refractiveindex",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "optics",
            "refractive index",
            "photonics",
            "materials",
            "refractiveindex.info",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Scientific/Engineering :: Physics"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/refractiveindex/",
          "is_deprecated": false,
          "latest_version": "1.0.4",
          "repository_url": "https://github.com/toftul/refractiveindex",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 1674,
          "first_published_at": "2023-04-11T07:09:45.788498Z",
          "latest_published_at": "2026-07-14T00:23:23.657057Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 16
        }
      ]
    },
    "popularity": {
      "forks": 12,
      "stars": 31,
      "watchers": 3,
      "fork_history": {
        "days": [
          {
            "date": "2024-02-09",
            "count": 1
          },
          {
            "date": "2024-04-05",
            "count": 1
          },
          {
            "date": "2024-06-17",
            "count": 1
          },
          {
            "date": "2024-07-16",
            "count": 1
          },
          {
            "date": "2024-11-14",
            "count": 1
          },
          {
            "date": "2025-01-13",
            "count": 1
          },
          {
            "date": "2025-01-15",
            "count": 1
          },
          {
            "date": "2025-05-27",
            "count": 1
          },
          {
            "date": "2025-06-03",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 1
          },
          {
            "date": "2026-05-04",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 12,
        "total_forks": 12
      },
      "star_history": null,
      "open_issues_and_prs": 2
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 16459,
      "source_files_sampled": 3,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 2565
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 3,
        "malicious_count": 0,
        "assessed_package": "pypi:refractiveindex@1.0.4",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.9.3"
        },
        {
          "name": "pyyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^6.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.15.3",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.2.6",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 3,
        "direct_count": 2,
        "indirect_count": 1
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 7,
        "open_issues": 2,
        "closed_ratio": 0,
        "closed_issues": 0,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "toftul",
          "commits": 45,
          "avatar_url": "https://avatars.githubusercontent.com/u/11959290?v=4"
        },
        {
          "type": "User",
          "login": "t0ejammer",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/8254728?v=4"
        },
        {
          "type": "User",
          "login": "vantsev17",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/197053958?v=4"
        },
        {
          "type": "User",
          "login": "mfschubert",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/30735893?v=4"
        }
      ],
      "contributors_sampled": 4,
      "top_contributor_share": 0.882
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build-ci.yml",
        "publish.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "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": 6,
            "reason": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
            "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": 0,
            "reason": "Found 2/23 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "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": 8,
            "reason": "10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8",
            "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": 0,
            "reason": "security policy file not 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": "e87ab7716b1c97754b996f7e41212e587e5884e3",
        "ran_at": "2026-07-30T08:32:21Z",
        "aggregate_score": 4.1,
        "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": "2026-07-14T00:23:27Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-06-19T00:36:27Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 3,
          "created_at": "2024-09-14T13:42:23Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 6,
          "created_at": "2026-01-17T04:37:19Z",
          "last_comment_at": "2026-05-29T15:14:07Z",
          "last_comment_author": "Milloupe"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/toftul/refractiveindex",
    "host": "github.com",
    "name": "refractiveindex",
    "owner": "toftul"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": "The weighted overall 55 is calibrated to 57 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 55,
            "calibrated": 57,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 57,
      "inputs": {
        "security": 53,
        "vitality": 66,
        "community": 45,
        "governance": 47,
        "calibration": "2026-08-02",
        "engineering": 66,
        "ai_readiness": 45,
        "weighted_overall_raw": 55
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 66,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "commits_last_year": 29,
              "human_commit_share": 1,
              "days_since_last_push": 16,
              "active_weeks_last_year": 5
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 16 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "5/52 weeks with commits",
                "points": 3.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 5
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "29 commits in the last year",
                "points": 13.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "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": 84,
            "inputs": {
              "releases_count": 1,
              "latest_release_tag": "v1.0.4",
              "releases_from_tags": false,
              "days_since_latest_release": 16,
              "mean_days_between_releases": null
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "1 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 16 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "cadence unknown (single release)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence_unknown",
                    "params": {}
                  }
                ],
                "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": 21,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 21 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 21
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "weak",
        "name": "Community & Adoption",
        "value": 45,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "forks": 12,
              "stars": 31,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "31 stars",
                "points": 24,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 31
                    }
                  }
                ],
                "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": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "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": 54,
            "inputs": {
              "packages": [
                "refractiveindex"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1674
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,674 downloads/month across pypi",
                "points": 43,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1674,
                      "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": "weak",
        "name": "Sustainability & Governance",
        "value": 47,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 17,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 4,
              "top_contributor_share": 0.882
            },
            "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 88% of commits",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 88
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "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": 34,
            "inputs": {
              "merged_prs": 7,
              "open_issues": 2,
              "closed_issues": 0,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0,
              "closed_unmerged_prs": 0,
              "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": "0% of issues closed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 0
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "7/7 decided PRs merged",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 7,
                      "decided": 7
                    }
                  }
                ],
                "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 2/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "followers": 11,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "toftul",
              "public_repos": 41,
              "account_age_days": 4123
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "11 followers of toftul",
                "points": 7.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 11,
                      "login": "toftul"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "41 public repos, account ~11 yr old",
                "points": 23.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 41
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "refractiveindex"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 16
            },
            "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 16 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 16
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "12 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 53,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "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": 41,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.1
            },
            "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": "2 out of 3 merged PRs checked by a CI test -- score normalized to 6",
                "points": 1.5,
                "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 2/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "10 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 8",
                "points": 6,
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:refractiveindex@1.0.4 runtime dependency closure — what installing the published package pulls in — 3 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:refractiveindex@1.0.4",
                  "assessed": 3
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 3,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 3,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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": 1
            },
            "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": 45,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.254,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 2565
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "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": "16 of 63 human commits state their intent (structured subject or explanatory body)",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 16,
                      "sampled": 63
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.063,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "4 of the last 63 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 4,
                      "sampled": 63
                    }
                  }
                ],
                "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": 16459,
              "source_files_sampled": 3,
              "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": "0/3 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 3,
                      "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": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T08:32:31.832989Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/toftul/refractiveindex.svg",
  "full_name": "toftul/refractiveindex",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v2.5.0、模式 v0.27.0—— 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.