公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 04:29 UTC

ashvardanian / TinySemVer

Tiny Semantic Versioning (SemVer) library with LLMs and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file

PythonApache-2.0★ 28 星标⑂ 3 复刻始于 2024年6月在 GitHub 上查看 ↗

ashvardanian/TinySemVer 的健康指数为 100 分中的 56 分,处于「中等」区间。 其得分最高的类别是Vitality(72/100),最低的是AI Readiness(19/100)。 最近一次更新在 5 天前。 近期的大部分工作由 1 位贡献者完成。

56
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;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

56
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

所有权

Ash Vardanian个人账户
1,422 关注者61 个公开仓库始于 2012年7月BDFL @ Unum

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
PyPItinysemver3.0.3204215 天前

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?

72良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 5 天前
2.8/36提交节奏 — 52 周中有 4 周有提交
13/18提交量 — 最近一年 27 次提交
7/10OpenSSF Scorecard:Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
所用输入
commits_last_year27
human_commit_share1
days_since_last_push5
active_weeks_last_year4

发布纪律

92优秀
评分方式
27/27有发布版本 — 已发布 25 个发布版本
36/36发布时效 — 最近一次发布版本于 5 天前
19.8/27发布节奏 — 约每 78.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count25
latest_release_tagv3.0.3
releases_from_tags
days_since_latest_release5
mean_days_between_releases78.3
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?

37存在风险 · 占总体的 18%
评分方式
23.2/60星标 — 28 个星标
2.5/25复刻 — 3 个复刻
0/15关注者 — 2 位关注者
所用输入
forks3
stars28
watchers2
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(Apache-2.0)
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
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
30.8/80月度下载量 — pypi 合计每月 204 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
packagestinysemver
dependents
ecosystemspypi
total_downloads
monthly_downloads204
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?

59中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
1.3/22.5提交分布 — 头号贡献者编写了 94% 的提交
4.1/13.5贡献者广度 — 3 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 6 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled3
top_contributor_share0.943
评分方式
23.4/46.8议题解决 — 50% 的议题已关闭
30.6/38.3PR 接受 — 已裁定的 PR 中 8/10 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/19 approved changesets -- score normalized to 0
所用输入
merged_prs8
open_issues3
closed_issues3
issue_closed_ratio0.5
closed_unmerged_prs2
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
22.7/25所有者影响力 — ashvardanian 有 1,422 位关注者
25/25既往记录 — 61 个公开仓库,账户约 14 年
所用输入
followers1,422
owner_typeUser
is_verified
owner_loginashvardanian
public_repos61
account_age_days5,123
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 5 天前
20/20版本历史 — 21 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
packagestinysemver
ecosystemspypi
any_deprecated
min_days_since_publish5

工程质量

基础的工程与文档实践是否到位?

52中等 · 占总体的 20%

工程实践

44存在风险
评分方式
24/24CI 工作流 — 2 个工作流
0/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

65中等
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://github.com/marketplace/actions/tinysemver
10/10仓库描述
10/10主题标签 — 8 个主题标签
0/10Wiki
所用输入
topicssemantic-version, semantic-versioning, devops, devops-tools, github-actions, minimalist, llm, openai-api
has_wiki
homepagehttps://github.com/marketplace/actions/tinysemver
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?

54中等 · 占总体的 16%

安全态势

43存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/19 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 6 contributing companies or organizations
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
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
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
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.3
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
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_packages4
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:tinysemver@3.0.3 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 4 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?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

19危急 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
11.7/40可读的提交历史 — 100 次人类提交中有 22 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_share0.22
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
0/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
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
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
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_bytes35,855
source_files_sampled3
oversized_source_files0

关键数据

28GitHub 星标
3贡献者
27最近 12 个月提交数
5距最近推送天数
25发布版本数
1巴士系数(bus factor)
3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 ★ / 3 ⇿
0Star
3Fork
14发布

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。

12233312024-062024-082024-09
主版本 1次版本 2修订 11
OpenSSF Scorecard 4.3 / 10
4.3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 · 2026-07-27 04:29 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/19 approved changesets -- score normalized to 0
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
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
5Vulnerabilities5 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
PyPIrich>= 13.8.0pyproject.toml
全部依赖 23

来自 GitHub 依赖图的完整解析依赖集合:2 个直接依赖与 21 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
PyPIrich直接
PyPIrich14.2.0直接
PyPIblack25.9.0间接
PyPIclick8.3.0间接
PyPIcolorama0.4.6间接
PyPIcoverage7.10.7间接
PyPIiniconfig2.1.0间接
PyPImarkdown-it-py4.0.0间接
PyPImdurl0.1.2间接
PyPImypy1.18.2间接
PyPImypy-extensions1.1.0间接
PyPIpackaging25.0间接
PyPIpathspec0.12.1间接
PyPIplatformdirs4.5.0间接
PyPIpluggy1.6.0间接
PyPIpygments2.19.2间接
PyPIpytest8.4.2间接
PyPIpytest-cov7.0.0间接
PyPIpytest-mock3.15.1间接
PyPIpytokens0.1.10间接
PyPIruff0.14.0间接
PyPItinysemver2.1.1间接
PyPItyping-extensions4.15.0间接
依赖安全公告 0

安装 pypi:tinysemver@3.0.3 会引入 4 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": [
        "semantic-version",
        "semantic-versioning",
        "devops",
        "devops-tools",
        "github-actions",
        "minimalist",
        "llm",
        "openai-api"
      ],
      "is_fork": false,
      "size_kb": 170,
      "has_wiki": false,
      "homepage": "https://github.com/marketplace/actions/tinysemver",
      "languages": {
        "Python": 64591
      },
      "pushed_at": "2026-07-21T12:14:40Z",
      "created_at": "2024-06-02T03:45:58Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T12:12:48Z",
      "description": "Tiny Semantic Versioning (SemVer) library with LLMs and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "ashvardanian.com",
      "name": "Ash Vardanian",
      "type": "User",
      "login": "ashvardanian",
      "company": "BDFL @ Unum",
      "location": "London, San Francisco, Yerevan",
      "followers": 1422,
      "avatar_url": "https://avatars.githubusercontent.com/u/1983160?v=4",
      "created_at": "2012-07-16T09:23:51Z",
      "is_verified": null,
      "public_repos": 61,
      "account_age_days": 5123
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.0.3",
          "kind": "patch",
          "published_at": "2026-07-21T12:11:26Z"
        },
        {
          "tag": "v3.0.2",
          "kind": "patch",
          "published_at": "2026-07-15T15:09:22Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2026-04-01T18:09:16Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2025-10-14T14:04:42Z"
        },
        {
          "tag": "v2.1.1",
          "kind": "patch",
          "published_at": "2024-11-17T12:43:05Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2024-11-17T12:28:45Z"
        },
        {
          "tag": "v2.0.8",
          "kind": "patch",
          "published_at": "2024-11-16T15:16:55Z"
        },
        {
          "tag": "v2.0.7",
          "kind": "patch",
          "published_at": "2024-08-18T02:26:30Z"
        },
        {
          "tag": "v2.0.6",
          "kind": "patch",
          "published_at": "2024-08-15T18:14:39Z"
        },
        {
          "tag": "v2.0.5",
          "kind": "patch",
          "published_at": "2024-08-15T17:47:22Z"
        },
        {
          "tag": "v2.0.4",
          "kind": "patch",
          "published_at": "2024-08-15T02:37:02Z"
        },
        {
          "tag": "v2.0.3",
          "kind": "patch",
          "published_at": "2024-08-14T16:48:21Z"
        },
        {
          "tag": "v2.0.2",
          "kind": "patch",
          "published_at": "2024-08-14T16:26:45Z"
        },
        {
          "tag": "v2.0.1",
          "kind": "patch",
          "published_at": "2024-08-05T20:58:08Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2024-08-05T20:46:38Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2024-08-05T03:47:40Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2024-08-05T03:42:02Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2024-08-05T03:33:11Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2024-08-05T03:23:57Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2024-08-05T03:20:06Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2024-08-05T03:05:22Z"
        },
        {
          "tag": "v1.2.5",
          "kind": "patch",
          "published_at": "2024-06-18T05:05:05Z"
        },
        {
          "tag": "v1.2.4",
          "kind": "patch",
          "published_at": "2024-06-14T05:40:22Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2024-06-14T05:37:15Z"
        },
        {
          "tag": "v1.1.3",
          "kind": "patch",
          "published_at": "2024-06-13T04:58:57Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "8568f1bb851f446c761abb6fc37a9daaf06bd2b7",
          "body": "### Patch\n\n- Docs: Show the uvx and uv-tool one-liners beside pip (48c96a0)\n- Fix: Bump every match of an update-version-in pattern, not just the first (4dce942)\n- Make: Stop unprotecting reviews in the post-release rebase (0c59782)",
          "is_bot": false,
          "headline": "Release: v3.0.3 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-07-21T12:11:21Z",
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          "is_coding_agent": false
        },
        {
          "oid": "48c96a0b713ddb91286e764f5d3e234e965d24c6",
          "body": "TinySemVer already exposes a console entry point and ships on PyPI, so it runs under uv with nothing\ninstalled. Add `uvx tinysemver` for an ephemeral local dry-run and `uv tool install tinysemver` for a\npersistent one, next to the existing pip instructions.",
          "is_bot": false,
          "headline": "Docs: Show the uvx and uv-tool one-liners beside pip",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T12:05:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c68e90cf5fa227282f8d0ee55f4f42e1579899c",
          "body": "The test module separated its sections with decorative `# ===` ruler banners. Replace each with a\n`# region Name` / `# endregion Name` pair - the editor fold-marker convention the other repos already\nuse - so sections collapse in an editor and no ornamental separator is left to maintain. Comments only.",
          "is_bot": false,
          "headline": "Chore: Fold test sections behind region markers, not ruler banners",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T11:51:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dce942f1515676429e2ec4657bff61ec80a074d",
          "body": "…irst\n\npatch_with_regex replaced only the first match, so a file that names a dependency more than once - a\nREADME with several install snippets - kept every later occurrence pinned to a stale version. It also\nreported all matches as line 1, reading match.pos rather than match.start.\n\nGive patch_wit\n[…]\nstrings too, and rewriting all of them would duplicate the version. Fix the line-number\nreport, and cover the all-occurrences path, the first-only default, and a full bump over a\nmulti-example README.",
          "is_bot": false,
          "headline": "Fix: Bump every match of an update-version-in pattern, not just the f…",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T11:46:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c59782f7a53b6b905c8c040a032f9879d4bef61",
          "body": "The rebase job's push-protected step ran with unprotect_reviews, which\ncalls the branch-protection API to delete and restore main-dev's\nrequired reviews around the force-push. The fine-grained token lacks\nthe administration scope for that endpoint, so the call answered 403\nand the job failed after e\n[…]\nhe post-release\nrebase is a fast-forward in the common case, so the review dance is\nunnecessary; if a future setup does require it, grant the token repo\nadministration instead of re-enabling the flag.",
          "is_bot": false,
          "headline": "Make: Stop unprotecting reviews in the post-release rebase",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:11:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2f528ea17c8bf3e06fabe299d4db7ca04d793192",
          "body": "### Patch\n\n- Fix: Ignore moving aliases when detecting the last tag (095cc2f)\n- Make: Gate versioning on tests and dogfood the moving tags (fac5e2f)\n- Fix: Warn when moving tags cannot be force-pushed (8a47b82)",
          "is_bot": false,
          "headline": "Release: v3.0.2 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-07-15T15:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "095cc2fd4cfe3c64ad5e383fac51186ba233aff4",
          "body": "get_last_tag ran a bare 'git describe --tags --abbrev=0', which picks\nthe newest annotated tag reachable from HEAD. The moving v3 and v3.0\naliases that push_moving_tags maintains point at the same commit as\nthe real release and are tagged later, so they won the race, and\nparse_version rejected 'v3' \n[…]\nfeature would break its own next release. The describe call now\nmatches only three-component tags, with and without the 'v' prefix,\nand a regression test plants both aliases beside a real release tag.",
          "is_bot": false,
          "headline": "Fix: Ignore moving aliases when detecting the last tag",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:08:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fac5e2f3f07154831f06d876590baab9b6fddb40",
          "body": "Neither workflow ran the test suite: pushes to main-dev only dry-ran\nthe versioner, and pushes to main released without any testing. Both\nnow run pytest over test.py in a leading job the semver job needs, so\na release only happens once the CI is green, and the post-release\nrebase job keeps refreshin\n[…]\n0.0 - the reason\nthe v3 and v3.0 aliases never existed and every consumer pinning\ntinysemver@v3 failed to resolve the action since March. Requires\nTINYSEMVER_TOKEN to keep force-push rights over tags.",
          "is_bot": false,
          "headline": "Make: Gate versioning on tests and dogfood the moving tags",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8a47b8218b5660b8478ac8414118de3775594c21",
          "body": "The moving-tag pushes run after the version commit and the exact\nvX.Y.Z tag are already on the remote, so the release is complete and\ncannot be retried - the version files are bumped and a re-run raises\nNoNewCommitsError. Raising a RuntimeError there left releases looking\nfailed while being half-pub\n[…]\n The\naliases are a convenience for consumers pinning @vX or @vX.Y, so a\ndenied force-push now prints a warning naming the tag and the remote\nerror, and the release proceeds to the GitHub release step.",
          "is_bot": false,
          "headline": "Fix: Warn when moving tags cannot be force-pushed",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "64c6eaed7db90bbf8e1563234b11ebe70758a204",
          "body": "### Patch\n\n- Make: Refresh CI (f1cc2e5)",
          "is_bot": false,
          "headline": "Release: v3.0.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-04-01T18:09:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1cc2e51d37bf11fea34bf69ebc8e0bc703a3748",
          "body": null,
          "is_bot": false,
          "headline": "Make: Refresh CI",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-04-01T17:31:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4e5fa49eb7ac40f5a009cf1e95da4c33aab124e",
          "body": "### Major\n\n- Break: Drop all AI features (734832e)\n\n### Minor\n\n- Add: Moving Major and Minor releases (d153cc8)\n- Add: Test and lock dependencies (0547fcc)\n\n### Patch\n\n- Improve: Make moving tags optional (02b4222)\n- Fix: Traceback exception handling (7a677d9)\n- Docs: Repo capitalization (2c56857)\n-\n[…]\nx: Don't override `GITHUB_TOKEN` env var with nil (027d05e)\n- Fix: Return new semantic version (8b4939c)\n- Improve: Normalize `pathlib.Path` to `str` (83679b4)\n- Improve: Check file presence (29ed202)",
          "is_bot": false,
          "headline": "Release: v3.0.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2025-10-14T14:04:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "02b422214b938266461f7da2cf76d34798ab515e",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Make moving tags optional",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:03:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a677d93752b4fd3b80d15da81a12be0ceb8403c",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Traceback exception handling",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c5685715a1559675e6ec91395f35908e04d5c9f",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Repo capitalization",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53fca7929a5dc09cb06edbcae5674be8bb86fa49",
          "body": null,
          "is_bot": false,
          "headline": "Merge: Minus LLMs; Plus Moving Major & Minor Releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:51:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88db1414365e8abcea289af0d7b830c996dbb0b3",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Deprecated `re.sub` positional count",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:48:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6005b2a58d45a4f8039f40c89eaf856eff69d10a",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Remove LLMs from positioning",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "d153cc823e98d5d03d94b7cd58b93121143c9f77",
          "body": null,
          "is_bot": false,
          "headline": "Add: Moving Major and Minor releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d757afcdb62f11442d5a804808bf16cda50be66",
          "body": null,
          "is_bot": false,
          "headline": "Make: Bump dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:35:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0547fcc69824fab833dfb9e761f830bc198f8c09",
          "body": null,
          "is_bot": false,
          "headline": "Add: Test and lock dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:29:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7f8f3e346621afdaf503849ee5cf8dbf415ab93",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Expose functionality in `__init__`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:27:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "734832e32adefe3968ee638e5174b7a6475b48f3",
          "body": null,
          "is_bot": false,
          "headline": "Break: Drop all AI features",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:26:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19b939c90c989cf34b17c35f3fd8a025463510c6",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Match `Feat` verb, as claimed in docs",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "027d05ea81782a00869237e578bd993f32ead84e",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Don't override `GITHUB_TOKEN` env var with nil",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b4939c82d7a33f8b3492ff4e7da30dfacf356f5",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Return new semantic version",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83679b4eabfe906234b9a1c8940d13d4799b8e53",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Normalize `pathlib.Path` to `str`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:48:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29ed202bb81b86a23e99ade5e7ebdc74e985fe2b",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Check file presence",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-01-13T19:53:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48818c9da3c4d6da59efde64bce219bbd579903a",
          "body": "### Patch\n\n- Fix: Missing symbol (a1b2b8a)",
          "is_bot": false,
          "headline": "Release: v2.1.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:43:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1b2b8ad5fe6e2c5565bb236d7798a57aaa048a4",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Missing symbol",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:42:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f46e4a69e95e723e05bcd5587421b3f346a1fd2",
          "body": "### Minor\n\n- Add: AI & Rock-n-Roll (de8e5a2)\n\n### Patch\n\n- Improve: Optional dependencies (4ff62ee)\n- Make: Dependencies of publishing script (66d69f0)\n- Improve: Rich text output (9dbddca)\n- Make: `requirements.txt` (e0b362c)\n- Fix: Missing quote in YAML (f822b2e)\n- Improve: OpenAI action args (c9f5845)",
          "is_bot": false,
          "headline": "Release: v2.1.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:28:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ff62eea3fdb2209e67b5e66867aec564cc3e39f",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Optional dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:28:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66d69f05965e839cadc4974163db2f0e83e37b64",
          "body": null,
          "is_bot": false,
          "headline": "Make: Dependencies of publishing script",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:12:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dbddca9efd0a8c056fba4c6b1cd4ba6086c2acd",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Rich text output",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:05:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0b362c8f26dbd94e3dcb0b9a37e6dfd88630484",
          "body": null,
          "is_bot": false,
          "headline": "Make: `requirements.txt`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:01:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f822b2eab6415d8162b6706afa173d009e73e23f",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Missing quote in YAML",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:48:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1408723285ddcce64991f1589633c84f7b98bf4e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of https://github.com/ashvardanian/tinysemver",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:42:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9f58457842e0c0637bf7778e52ad96908be5b35",
          "body": null,
          "is_bot": false,
          "headline": "Improve: OpenAI action args",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:41:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de8e5a238520992ff08e6a5fa4d9af5f03680470",
          "body": null,
          "is_bot": false,
          "headline": "Add: AI & Rock-n-Roll",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:28:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e070842578dc7477a1b05e8a5b0ae62480ce6eb",
          "body": "### Patch\n\n- Improve: Named tuples for commits (1bf5232)\n- Improve: Added function to convert the different commits into a message (4847361)\n- Improve: Added commit hashes to the end of the commit messages (533402b)\n- Improve: Added commit messages to the release notes (0f1c843)",
          "is_bot": false,
          "headline": "Release: v2.0.8 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-16T15:16:48Z",
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        },
        {
          "oid": "1bf5232d7eaef183e55c945f850fd6240696a5e5",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Named tuples for commits",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-16T15:16:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a99b3e05375d7abb7a5219f0664c7858969d250a",
          "body": "Add commit descriptions & hashes to the release notes\r\n\r\nCloses #14",
          "is_bot": false,
          "headline": "Merge pull request #15 from ashbob999/improve-release-notes",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-16T15:05:43Z",
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          "is_coding_agent": false
        },
        {
          "oid": "48473612750268111bc32ded33dcb08e3acb2695",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Added function to convert the different commits into a message",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T16:36:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "533402b98d58e128ddf6a2d448d2fd43bceea2ed",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Added commit hashes to the end of the commit messages",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T16:14:08Z",
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        },
        {
          "oid": "0f1c843be0eac9f4bc9fbba835a45b5eb631492b",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Added commit messages to the release notes",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T15:46:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "ec863da877b95d46c39cf630cc1e977f8afe20e9",
          "body": "Refresh",
          "is_bot": false,
          "headline": "Merge pull request #13 from ashvardanian/main",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-09-15T03:04:36Z",
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              {
                "key": "stars",
                "name": "Stars",
                "detail": "28 stars",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 28
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "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 (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "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"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 38,
            "inputs": {
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                "tinysemver"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 204
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "204 downloads/month across pypi",
                "points": 30.8,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 204,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 59,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.943
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            "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
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 94
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "3 contributors",
                "points": 4.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "merged_prs": 8,
              "open_issues": 3,
              "closed_issues": 3,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "8/10 decided PRs merged",
                "points": 30.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 8,
                      "decided": 10
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 72,
            "inputs": {
              "followers": 1422,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ashvardanian",
              "public_repos": 61,
              "account_age_days": 5123
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            "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": "1,422 followers of ashvardanian",
                "points": 22.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1422,
                      "login": "ashvardanian"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "61 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 61
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "tinysemver"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 21
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                  }
                ],
                "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
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_ci": true,
              "has_tests": false,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
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                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "semantic-version",
                "semantic-versioning",
                "devops",
                "devops-tools",
                "github-actions",
                "minimalist",
                "llm",
                "openai-api"
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              "has_wiki": false,
              "homepage": "https://github.com/marketplace/actions/tinysemver",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/marketplace/actions/tinysemver",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 10,
                "status": "met",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 43,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.3
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
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                "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 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:tinysemver@3.0.3 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:tinysemver@3.0.3",
                  "assessed": 4
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "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": "critical",
        "name": "AI Readiness",
        "value": 19,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.22,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "22 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 22,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "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": 0,
                "status": "missed",
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 35855,
              "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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T04:29:56.002638Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ashvardanian/TinySemVer.svg",
  "full_name": "ashvardanian/TinySemVer",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 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.