公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-08-27 13:35 UTC

explosion / thinc

🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

PythonMIT★ 2,890 星标⑂ 294 复刻始于 2014年10月在 GitHub 上查看 ↗
类型网络服务网页界面如何判定
#machine-learning#deep-learning#artificial-intelligence#ai#python#nlp#natural-language-processing#spacy#machine-learning-library#type-checking#functional-programming#pytorch#tensorflow#mxnet#jax

explosion/thinc 的健康指数为 100 分中的 71 分，处于「良好」区间。 其得分最高的类别是Community & Adoption（80/100），最低的是AI Readiness（44/100）。 最近一次更新在 153 天前。 近期的大部分工作由 1 位贡献者完成。

71
总分 / 100
良好

软件健康指数

指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均，再依据公开记录的分布进行校准，使各等级具有百分位含义；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 34（存在风险）的上限。

71
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

加权总体分 63 经校准后在公布的指数量表上为 71（记录校准 2026-08-02）。

所有权

Explosion组织 · 域名已验证
1,504 关注者79 个公开仓库始于 2016年6月

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

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIthinc9.1.125,732,595250713 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？

48薄弱 · 占总体的 21%

开发活跃度

30存在风险
评分方式
9.9/36推送新近度 — 最近一次推送于 153 天前
4.2/36提交节奏 — 52 周中有 6 周有提交
15.6/18提交量 — 最近一年 53 次提交
0/10OpenSSF Scorecard：Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year53
human_commit_share1
days_since_last_push153
active_weeks_last_year6

发布纪律

74良好
评分方式
27/27有发布版本 — 已发布 94 个发布版本
27/36发布时效 — 最近一次发布版本于 157 天前
19.8/27发布节奏 — 约每 59.8 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count94
latest_release_tagv8.3.13
releases_from_tags否
days_since_latest_release157
mean_days_between_releases59.8

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？

80优秀 · 占总体的 17%

流行度与采用

87优秀
评分方式
56.1/60星标 — 2,890 个星标
20.6/25复刻 — 294 个复刻
10.4/15关注者 — 74 位关注者
所用输入
forks294
stars2,890
watchers74
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

57中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme是
has_license是
readme_badges6
has_contributing否
has_issue_template否
has_code_of_conduct否
readme_badge_servicesgithub.com, shields.io
has_pull_request_template是

生态采用（下载量）

100卓越
评分方式
80/80月度下载量 — pypi 合计每月 25,732,595 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
packagesthinc
dependents—
ecosystemspypi
total_downloads—
monthly_downloads25,732,595
unverified_packages_excluded—
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？

69良好 · 占总体的 23%

维护者韧性（巴士系数）

42薄弱
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
9.9/22.5提交分布 — 头号贡献者编写了 56% 的提交
13.5/13.5贡献者广度 — 62 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 24 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled62
top_contributor_share0.561

议题与 PR 响应能力

66良好
评分方式
39/42议题解决 — 93% 的议题已关闭
26.5/30PR 接受 — 已裁定的 PR 中 713/808 已合并
0/13Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 0/1
0/15OpenSSF Scorecard：Code-Review — Found 1/30 approved changesets -- score normalized to 0
所用输入
merged_prs713
open_issues11
closed_issues143
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d1
issue_closed_ratio0.929
closed_unmerged_prs95
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1

所有权与托管责任

98卓越
评分方式
30/30所有权背书 — 组织持有
20/20已验证域名
22.8/25所有者影响力 — explosion 有 1,504 位关注者
25/25既往记录 — 79 个公开仓库，账户约 10 年
所用输入
followers1,504
owner_typeOrganization
is_verified是
owner_loginexplosion
public_repos79
account_age_days3,722

软件包维护

79良好
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
14/35发布时效 — 最近一次发布于 713 天前
20/20版本历史 — 250 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
packagesthinc
ecosystemspypi
any_deprecated否
min_days_since_publish713

工程质量

基础的工程与文档实践是否到位？

70良好 · 占总体的 19%

工程实践

74良好
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置 — .eslintrc, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
0/9.6Pre-commit 钩子
0/6.4.editorconfig
10/20OpenSSF Scorecard：CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
所用输入
has_ci是
has_tests是
has_editorconfig否
has_linter_config是
has_precommit_config否

文档

65良好
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://thinc.ai
10/10仓库描述
10/10主题标签 — 15 个主题标签
0/10Wiki
所用输入
topicsmachine-learning, deep-learning, artificial-intelligence, ai, python, nlp, natural-language-processing, spacy, machine-learning-library, type-checking, functional-programming, pytorch, tensorflow, mxnet, jax
has_wiki否
homepagehttps://thinc.ai
docs_sitehttps://thinc.ai
has_readme是
has_docs_dir否
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？

51中等 · 占总体的 16%

安全态势

39薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
1.2/2.5CI-Tests — 1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 24 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
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
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 — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 146 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.9
已排除计分（无数据或不适用）：Branch-Protection。 其余权重已重新归一化。

依赖安全公告

100卓越
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_packages16
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:thinc@9.1.1 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 16 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。

44薄弱 · 占总体的 4%

AI 代理上下文与指引

8危急
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）
8/40可读的提交历史 — 100 次人类提交中有 15 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
llms_txt_url—
legible_history_share0.15
agent_instruction_files—
agent_instruction_max_bytes—

验证循环（构建 / 测试 / 类型检查）

57中等
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .eslintrc, pyproject.toml ([tool.isort]), setup.cfg ([flake8])
11/11静态类型检查 — thinc/py.typed
10/10可复现环境 — Dockerfile, 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
3/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
所用输入
has_nix否
has_tests是
lockfilespackage-lock.json
has_dockerfile是
typed_language否
bootstrap_files—
has_devcontainer否
has_linter_config是
typecheck_configsthinc/py.typed
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

面向模型的代码可读性

82优秀
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（thinc/py.typed）
55/55可控的文件大小 — 采样的 195 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes58,628
source_files_sampled195
oversized_source_files0

机器可读接口

40薄弱
评分方式
0/40API 模式（OpenAPI/GraphQL/proto）
0/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal否
api_schema_files—
interfaces_expected_ofnetwork-service

关键数据

2,890GitHub 星标
62贡献者
53最近 12 个月提交数
153距最近推送天数
94发布版本数
1巴士系数（bus factor）
11开放议题
npm, 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 ★ / 294 ⇿
0Star
294Fork
94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。

050100150200250300290162014-122020-102026-08
主版本 4次版本 14修订 63

每个点涵盖 11 天。

OpenSSF Scorecard 3.9 / 10
3.9综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。Scorecard v5.5.0 · 2026-08-27 13:34 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during GetBranch(main): error during branchesHandler.query: 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
5CI-Tests1 out of 2 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
10Contributorsproject has 24 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities146 existing vulnerabilities detected
直接依赖 46
注册表软件包版本约束清单文件
PyPIblis>=1.3.0,<1.4.0setup.cfg
PyPImurmurhash>=1.0.2,<1.1.0setup.cfg
PyPIcymem>=2.0.2,<2.1.0setup.cfg
PyPIpreshed>=3.0.2,<3.1.0setup.cfg
PyPIwasabi>=0.8.1,<1.2.0setup.cfg
PyPIsrsly>=2.4.0,<3.1.0setup.cfg
PyPIcatalogue>=2.0.4,<2.1.0setup.cfg
PyPIconfection>=1.3.2,<2.0.0setup.cfg
PyPIsetuptools—setup.cfg
PyPInumpy>=1.21.0,<3.0.0setup.cfg
PyPIpydantic>=2.0.0,<3.0.0setup.cfg
PyPIpackaging>=20.0setup.cfg
npm@tippy.js/react^2.2.2website/package.json
npmautoprefixer^10.4.13website/package.json
npmclassnames^2.2.6website/package.json
npmgatsby^4.18.2website/package.json
npmgatsby-image^2.11.0website/package.json
npmgatsby-plugin-google-analytics^4.25.0website/package.json
npmgatsby-plugin-manifest^4.25.0website/package.json
npmgatsby-plugin-offline^5.25.0website/package.json
npmgatsby-plugin-plausible^0.0.7website/package.json
npmgatsby-plugin-react-helmet^5.25.0website/package.json
npmgatsby-plugin-react-svg^3.3.0website/package.json
npmgatsby-plugin-remove-trailing-slashes^4.19.0website/package.json
npmgatsby-plugin-sass^5.25.0website/package.json
npmgatsby-plugin-sass-resources^3.0.1website/package.json
npmgatsby-plugin-sharp^4.25.0website/package.json
npmgatsby-plugin-sitemap^5.25.0website/package.json
npmgatsby-remark-copy-linked-files^5.25.0website/package.json
npmgatsby-remark-images^6.25.0website/package.json
npmgatsby-remark-prismjs^6.25.0website/package.json
npmgatsby-remark-smartypants^5.25.0website/package.json
npmgatsby-remark-unwrap-images^1.0.2website/package.json
npmgatsby-source-filesystem^4.25.0website/package.json
npmgatsby-transformer-remark^5.25.1website/package.json
npmgatsby-transformer-sharp^4.25.0website/package.json
npmhtml-to-react^1.3.4website/package.json
npmparse-numeric-range0.0.2website/package.json
npmprismjs^1.15.0website/package.json
npmreact^16.8.2website/package.json
npmreact-dom^16.8.2website/package.json
npmreact-helmet^5.2.0website/package.json
npmreact-jss^8.6.1website/package.json
npmrehype-react^3.1.0website/package.json
npmremark-react^5.0.1website/package.json
npmslugify^1.3.6website/package.json
全部依赖 1,747

来自 GitHub 依赖图的完整解析依赖集合：46 个直接依赖与 1,701 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

注册表软件包版本关系
npm@tippy.js/react2.2.3直接
npmautoprefixer10.4.13直接
npmclassnames2.3.2直接
npmgatsby4.25.2直接
npmgatsby-image2.11.0直接
npmgatsby-plugin-google-analytics4.25.0直接
npmgatsby-plugin-manifest4.25.0直接
npmgatsby-plugin-offline5.25.0直接
npmgatsby-plugin-plausible0.0.7直接
npmgatsby-plugin-react-helmet5.25.0直接
npmgatsby-plugin-react-svg3.3.0直接
npmgatsby-plugin-remove-trailing-slashes4.19.0直接
npmgatsby-plugin-sass5.25.0直接
npmgatsby-plugin-sass-resources3.0.1直接
npmgatsby-plugin-sharp4.25.0直接
npmgatsby-plugin-sitemap5.25.0直接
npmgatsby-remark-copy-linked-files5.25.0直接
npmgatsby-remark-images6.25.0直接
npmgatsby-remark-prismjs6.25.0直接
npmgatsby-remark-smartypants5.25.0直接
npmgatsby-remark-unwrap-images1.0.2直接
npmgatsby-source-filesystem4.25.0直接
npmgatsby-transformer-remark5.25.1直接
npmgatsby-transformer-sharp4.25.0直接
npmhtml-to-react1.5.0直接
npmparse-numeric-range0.0.2直接
npmparse-numeric-range1.3.0直接
npmprismjs1.29.0直接
npmreact16.14.0直接
npmreact-dom16.14.0直接
npmreact-helmet5.2.1直接
npmreact-jss8.6.1直接
npmrehype-react3.1.0直接
npmremark-react5.0.1直接
npmslugify1.6.5直接
PyPIblis—直接
PyPIcatalogue—直接
PyPIconfection—直接
PyPIcymem—直接
PyPImurmurhash—直接
PyPInumpy—直接
PyPIpackaging—直接
PyPIpreshed—直接
PyPIpydantic—直接
PyPIsrsly—直接
PyPIwasabi—直接
npm@ampproject/remapping2.2.0间接
npm@ardatan/relay-compiler12.0.0间接
npm@babel/code-frame7.12.11间接
npm@babel/code-frame7.18.6间接
npm@babel/compat-data7.20.10间接
npm@babel/core7.20.12间接
npm@babel/eslint-parser7.19.1间接
npm@babel/generator7.20.7间接
npm@babel/helper-annotate-as-pure7.18.6间接
npm@babel/helper-builder-binary-assignment-operator-visitor7.18.9间接
npm@babel/helper-compilation-targets7.20.7间接
npm@babel/helper-create-class-features-plugin7.20.12间接
npm@babel/helper-create-regexp-features-plugin7.20.5间接
npm@babel/helper-define-polyfill-provider0.3.3间接
npm@babel/helper-environment-visitor7.18.9间接
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npmv8flags2.1.1间接
npmvalid-url1.0.9间接
npmvalue-or-promise1.0.11间接
npmvary1.1.2间接
npmvfile4.2.1间接
npmvfile-location3.2.0间接
npmvfile-message2.0.4间接
npmwarning3.0.0间接
npmwatchpack2.4.0间接
npmweak-lru-cache1.2.2间接
npmweb-namespaces1.1.4间接
npmweb-vitals1.1.2间接
npmwebidl-conversions3.0.1间接
npmwebpack5.75.0间接
npmwebpack-dev-middleware4.3.0间接
npmwebpack-merge5.8.0间接
npmwebpack-sources1.4.3间接
npmwebpack-sources3.2.3间接
npmwebpack-stats-plugin1.1.1间接
npmwebpack-virtual-modules0.3.2间接
npmwhatwg-url5.0.0间接
npmwhich1.3.1间接
npmwhich2.0.2间接
npmwhich-boxed-primitive1.0.2间接
npmwhich-module2.0.0间接
npmwhich-typed-array1.1.9间接
npmwidest-line3.1.0间接
npmwildcard2.0.0间接
npmword-wrap1.2.3间接
npmworkbox-background-sync4.3.1间接
npmworkbox-broadcast-update4.3.1间接
npmworkbox-build4.3.1间接
npmworkbox-cacheable-response4.3.1间接
npmworkbox-core4.3.1间接
npmworkbox-expiration4.3.1间接
npmworkbox-google-analytics4.3.1间接
npmworkbox-navigation-preload4.3.1间接
npmworkbox-precaching4.3.1间接
npmworkbox-range-requests4.3.1间接
npmworkbox-routing4.3.1间接
npmworkbox-strategies4.3.1间接
npmworkbox-streams4.3.1间接
npmworkbox-sw4.3.1间接
npmworkbox-window4.3.1间接
npmwrap-ansi6.2.0间接
npmwrap-ansi7.0.0间接
npmwrappy1.0.2间接
npmwrite-file-atomic3.0.3间接
npmws7.4.6间接
npmxdg-basedir4.0.0间接
npmxml2js0.4.17间接
npmxmlbuilder4.2.1间接
npmxmlhttprequest-ssl1.6.3间接
npmxss1.0.14间接
npmxstate4.32.1间接
npmxtend4.0.2间接
npmxxhash-wasm0.4.2间接
npmy18n4.0.3间接
npmyallist2.1.2间接
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npmyaml1.10.2间接
npmyaml2.2.1间接
npmyaml-loader0.8.0间接
npmyargs15.4.1间接
npmyargs-parser18.1.3间接
npmyeast0.1.2间接
npmyocto-queue0.1.0间接
npmyoga-layout-prebuilt1.10.0间接
npmyurnalist2.1.0间接
npmzwitch1.0.5间接
PyPIblack—间接
PyPIcoverage—间接
PyPIcython—间接
PyPIflake85.0.4间接
PyPIgraphviz—间接
PyPIhypothesis—间接
PyPIipykernel—间接
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PyPIml-datasets—间接
PyPImypy—间接
PyPInbconvert—间接
PyPInbformat—间接
PyPIpathy—间接
PyPIpydot—间接
PyPIpytest—间接
PyPIpytest-cov—间接
依赖安全公告 0

安装 pypi:thinc@9.1.1 会引入 16 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

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发现这份报告有不准确之处，或有想法要分享？错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。

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相关记录

与 explosion/thinc 共享目录标签或生态系统的已检测仓库。 并排阅读 →

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

缺失数据将被剔除并重新归一化权重，绝不按零分计。方法论已版本化并公开：指标 v2.10.0、模式 v0.34.0—— 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.