公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 03:13 UTC
thinh-vu / vnstock
A beginner-friendly yet powerful Python toolkit for financial analysis and automation — built to make modern investing accessible to everyone
thinh-vu/vnstock 的健康指数为 100 分中的 70 分，处于「良好」区间。 其得分最高的类别是Vitality（85/100），最低的是Security（50/100）。 最近一次更新在 3 天前。 近期的大部分工作由 1 位贡献者完成。
70
总分 / 100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。
70
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）
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
软件包生态系统
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？
85
开发活跃度
80良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 3 天前 |
| 15.9/36 | 提交节奏 — 52 周中有 23 周有提交 |
| 17.8/18 | 提交量 — 最近一年 95 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 11 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 95 |
| human_commit_share | 1 |
| days_since_last_push | 3 |
| active_weeks_last_year | 23 |
发布纪律
92优秀
评分方式
| 27/27 | 有发布版本 — 已发布 9 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 18 天前 |
| 19.8/27 | 发布节奏 — 约每 59.2 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 9 |
| latest_release_tag | v4.0.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 18 |
| mean_days_between_releases | 59.2 |
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？
64
流行度与采用
81良好
评分方式
| 50.8/60 | 星标 — 1,358 个星标 |
| 20.5/25 | 复刻 — 292 个复刻 |
| 9.6/15 | 关注者 — 54 位关注者 |
所用输入
| forks | 292 |
| stars | 1,358 |
| watchers | 54 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
44存在风险
评分方式
| 22.5/22.5 | README |
| 16.9/22.5 | 许可证 — 存在许可证文件，但不是可识别的许可证 |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
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？
62
维护者韧性（巴士系数）
26危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.9/22.5 | 提交分布 — 头号贡献者编写了 96% 的提交 |
| 13.5/13.5 | 贡献者广度 — 12 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 12 |
| top_contributor_share | 0.961 |
议题与 PR 响应能力
75良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 28.6/38.3 | PR 接受 — 已裁定的 PR 中 68/91 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 1/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 68 |
| open_issues | 0 |
| closed_issues | 132 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 23 |
所有权与托管责任
63中等
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 |
| 17.7/25 | 所有者影响力 — thinh-vu 有 289 位关注者 |
| 22.4/25 | 既往记录 — 26 个公开仓库，账户约 8 年 |
所用输入
| followers | 289 |
| owner_type | User |
| is_verified | — |
| owner_login | thinh-vu |
| public_repos | 26 |
| account_age_days | 2,981 |
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。
软件包维护
100优秀
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 3 天前 |
| 20/20 | 版本历史 — 66 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
| packages | vnstock |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 3 |
工程质量
基础的工程与文档实践是否到位？
84
工程实践
74良好
评分方式
| 24/24 | CI 工作流 — 5 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — .flake8 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://vnstocks.com |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | stock-market, data-extraction, stock-screener, quantitative-finance, quantitative-analysis, quantitative-trading |
| has_wiki | 是 |
| homepage | https://vnstocks.com |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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？
50
安全态势
37存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 11 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3.8/7.5 | Vulnerabilities — 5 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.7 |
已排除计分（无数据或不适用）：packaging, signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 38 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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:vnstock@4.0.5 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 38 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。
64
AI 代理上下文与指引
84良好
评分方式
| 45/45 | 代理指令 — AGENTS.md |
| 0/15 | 机器可读文档（llms.txt） |
| 39.5/40 | 可读的提交历史 — 100 次人类提交中有 74 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.74 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 3,903 |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — .flake8 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — devcontainer |
| 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 是 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
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 151 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 55,284 |
| source_files_sampled | 151 |
| oversized_source_files | 0 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
1,358GitHub 星标
12贡献者
95最近 12 个月提交数
3距最近推送天数
9发布版本数
1巴士系数（bus factor）
0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 ★ / 292 ⇿
0Star
292Fork
9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。
主版本 0次版本 3修订 6
每个点涵盖 4 天。
OpenSSF Scorecard 3.7 / 10
3.7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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 0 | CI-Tests | 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 11 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 5 | Vulnerabilities | 5 existing vulnerabilities detected |
直接依赖 13
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | requests | — | pyproject.toml |
| PyPI | beautifulsoup4 | — | pyproject.toml |
| PyPI | pandas | — | pyproject.toml |
| PyPI | seaborn | — | pyproject.toml |
| PyPI | openpyxl | — | pyproject.toml |
| PyPI | pydantic | — | pyproject.toml |
| PyPI | psutil | — | pyproject.toml |
| PyPI | packaging | >=20.0 | pyproject.toml |
| PyPI | importlib-metadata | >=1.0 | pyproject.toml |
| PyPI | tenacity | — | pyproject.toml |
| PyPI | vnai | >=2.5.2 | pyproject.toml |
| PyPI | vnstock_ezchart | >=1.0.1 | pyproject.toml |
| PyPI | pytz | — | pyproject.toml |
全部依赖 25
来自 GitHub 依赖图的完整解析依赖集合：16 个直接依赖与 9 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 |
|---|---|---|---|
| PyPI | beautifulsoup4 | — | 直接 |
| PyPI | importlib-metadata | — | 直接 |
| PyPI | openpyxl | — | 直接 |
| PyPI | openpyxl | 3.1.2 | 直接 |
| PyPI | packaging | — | 直接 |
| PyPI | pandas | — | 直接 |
| PyPI | psutil | — | 直接 |
| PyPI | psutil | 6.0.0 | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pytz | — | 直接 |
| PyPI | requests | — | 直接 |
| PyPI | seaborn | — | 直接 |
| PyPI | seaborn | 0.13.2 | 直接 |
| PyPI | tenacity | — | 直接 |
| PyPI | vnai | — | 直接 |
| PyPI | vnstock-ezchart | — | 直接 |
| PyPI | bs4 | 0.0.2 | 间接 |
| PyPI | cryptography | 42.0.5 | 间接 |
| PyPI | fake-useragent | 1.5.1 | 间接 |
| PyPI | mkdocs-glightbox | — | 间接 |
| PyPI | mkdocs-material | — | 间接 |
| PyPI | mkdocs-rss-plugin | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | setuptools | — | 间接 |
依赖安全公告 0
安装 pypi:vnstock@4.0.5 会引入 38 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": [
"stock-market",
"data-extraction",
"stock-screener",
"quantitative-finance",
"quantitative-analysis",
"quantitative-trading"
],
"is_fork": false,
"size_kb": 68018,
"has_wiki": true,
"homepage": "https://vnstocks.com",
"languages": {
"Python": 1109972,
"Makefile": 1471
},
"pushed_at": "2026-07-24T10:59:32Z",
"created_at": "2022-02-27T02:44:34Z",
"owner_type": "User",
"updated_at": "2026-07-27T19:26:00Z",
"description": "A beginner-friendly yet powerful Python toolkit for financial analysis and automation — built to make modern investing accessible to everyone",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "vnstocks.com",
"name": "Thinh Vu",
"type": "User",
"login": "thinh-vu",
"company": "Vnstock",
"location": "Ho Chi Minh City, Vietnam",
"followers": 289,
"avatar_url": "https://avatars.githubusercontent.com/u/39723360?v=4",
"created_at": "2018-05-29T06:57:44Z",
"is_verified": null,
"public_repos": 26,
"account_age_days": 2981
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v4.0.4",
"kind": "patch",
"published_at": "2026-07-09T23:31:08Z"
},
{
"tag": "v4.0.2",
"kind": "patch",
"published_at": "2026-04-30T08:52:53Z"
},
{
"tag": "v3.5.0",
"kind": "minor",
"published_at": "2026-03-11T15:12:59Z"
},
{
"tag": "v3.4.0",
"kind": "minor",
"published_at": "2026-01-23T02:15:10Z"
},
{
"tag": "v3.3.0",
"kind": "minor",
"published_at": "2025-11-11T17:43:50Z"
},
{
"tag": "v3.2.7",
"kind": "patch",
"published_at": "2025-11-10T02:17:28Z"
},
{
"tag": "v2.2.3",
"kind": "patch",
"published_at": "2025-03-27T17:42:17Z"
},
{
"tag": "v3.2.2",
"kind": "patch",
"published_at": "2025-03-24T14:44:27Z"
},
{
"tag": "v3.2.1",
"kind": "patch",
"published_at": "2025-03-23T13:32:23Z"
}
],
"recent_commits": [
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"body": "…kground initialization",
"is_bot": false,
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"author_login": "thinh-vu",
"committed_at": "2026-07-24T10:59:27Z",
"body_truncated": false,
"is_coding_agent": false
},
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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],
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{
"key": "openssf_scorecard_contributors",
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{
"key": "responsiveness",
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{
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{
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{
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],
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"components": [
{
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"status": "partial",
"details": [
{
"code": "owner_personal",
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],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
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"code": "not_applicable_to_user_accounts",
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{
"key": "owner_reach",
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"status": "partial",
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{
"code": "owner_followers",
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"count": 289,
"login": "thinh-vu"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "26 public repos, account ~8 yr old",
"points": 22.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 26
}
},
{
"code": "account_age_years",
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}
],
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]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"vnstock"
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"ecosystems": "pypi",
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"min_days_since_publish": 3
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"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
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"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 3 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
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}
],
"max_points": 35
},
{
"key": "version_history",
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"detail": "66 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 66
}
}
],
"max_points": 20
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{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
"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": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 74,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
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"components": [
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"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
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"max_points": 24
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{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8",
"points": 16,
"status": "met",
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{
"key": "pre_commit_hooks",
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"points": 9.6,
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"details": [],
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},
{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
"status": "missed",
"details": [],
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}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"data-extraction",
"stock-screener",
"quantitative-finance",
"quantitative-analysis",
"quantitative-trading"
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"has_readme": true,
"has_docs_dir": true,
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
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"details": [],
"max_points": 30
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{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
"details": [],
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "6 topics",
"points": 10,
"status": "met",
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}
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"max_points": 10
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{
"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": 50,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
{
"code": "excluded_no_data",
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"components": [
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}
},
{
"code": "weights_renormalized",
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],
"value": 37,
"inputs": {
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"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.7
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"components": [
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"name": "Binary-Artifacts",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"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",
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"detail": "Found 1/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
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"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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "11 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is 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:vnstock@4.0.5 runtime dependency closure — what installing the published package pulls in — 38 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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{
"code": "advisories_scope_published",
"params": {
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},
{
"code": "advisories_reachability",
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}
],
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"inputs": {
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 38,
"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": [
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"code": "no_direct_advisories",
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}
],
"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": [
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"code": "no_indirect_advisories",
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}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
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"points": 0,
"status": "excluded",
"details": [
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"code": "advisories_no_publication_date",
"params": {}
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],
"max_points": 40
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]
},
{
"key": "malicious_dependencies",
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"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"red_flag": false,
"assessed_packages": 38,
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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"components": [
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"max_points": 100
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"exposures": [],
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"components": [
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"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 64,
"weight": 0,
"metrics": [
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"components": [
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"details": [
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"code": "file_list",
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],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
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"key": "legible_commit_history",
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},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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{
"key": "automated_tests",
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"points": 22,
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},
{
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{
"key": "static_type_checking",
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"points": 0,
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},
{
"key": "reproducible_environment",
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],
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{
"key": "demonstrated_agent_practice",
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],
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{
"key": "automated_maintenance",
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"status": "missed",
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],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
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]
},
{
"key": "ai_code_legibility",
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"largest_source_bytes": 55284,
"source_files_sampled": 151,
"oversized_source_files": 0
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"components": [
{
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"points": 0,
"status": "missed",
"details": [
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"code": "no_typecheck_config_language",
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}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/151 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
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"sampled": 151,
"oversized": 0
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}
],
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]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
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"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
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{
"key": "runnable_examples",
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"status": "met",
"details": [
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"code": "file_list",
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}
],
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],
"metrics_version": "1.13.0"
},
"warnings": [
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],
"report_type": "repository",
"generated_at": "2026-07-28T03:13:23.525355Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/thinh-vu/vnstock.svg",
"full_name": "thinh-vu/vnstock",
"license_state": "custom",
"license_spdx": null
}