Methodology, sources, and citation.

GitStarClub tracks public GitHub repositories that are in the current 10k-star-or-more set. Repository pages, organization pages, rankings, categories, Pulse, compare, and exports all read from the same published view family.

Rankings are archive pages, not endorsements. They expose source-backed star totals, period gains, milestones, owner aggregates, and category views so a reader can verify the field behind a claim.

• react/react 首次超过 10 万 GitHub 星是什么时候？
• 哪些仓库本月获得最多 GitHub 星？
• 某个组织在其仓库中有多少被追踪星标？
• 哪些 Python 仓库拥有最多 GitHub 星？
• 两个仓库都达到 1 万星后增长如何比较？

历史数据基于 GH Archive 重建而成，涵盖自 2015 年以来的全部公开 GitHub 事件。当前总星标来自 GitHub 官方 GraphQL API 与 Search API。我们只展示公开仓库的公开数据。

历史事件数据归功于 GH Archive，许可证为 CC BY 4.0。GitStarClub 将该事件流派生、汇总并转换为排行榜和曲线视图。仓库元数据和当前星标总数来自公开 GitHub API。

All-time repository rankings use current public GitHub star totals. Organization rankings sum current stars across that owner's tracked repositories. Period rankings use GitStarClub's precomputed weekly, monthly, or yearly ranking data where the visible value is stars gained in that UTC period.

Historical stock curves are seam-aware: pre-seam GH Archive gross additions are anchored to GitHub's authoritative star total, then post-seam net changes are added on top of the frozen anchor. Ranking pages render the published order from those precomputed views.

GitHub 事件历史和当前公开星标数并不总是完全一致。GitStarClub 使用固定的衔接日期，用非负系数将较早的累计历史锚定到当前 GitHub API 总数，然后加上事件流中后续的净星标变化。

目标是在访客请求期间不运行数据库、搜索引擎或实时 GitHub 查询，也能得到可跨仓库比较的一致历史曲线。当前叠加数据已折叠至 2026年5月。

Category assignment is deterministic. Rules use stored repository metadata such as primary language, language family, owner kind, curated topics, and keyword predicates. GitStarClub does not use a runtime classifier, LLM, or manual per-request decision for category pages.

When metadata is missing or a rule does not meet the public category threshold, the category is omitted or shown through the explicit fallback used by that dimension. Category counts and links come from deterministic category rules over stored repository metadata.

分类 通过确定性的语言与主题分组浏览已追踪的开源集合。

current_stars

被追踪仓库当前公开的 GitHub 星标总数。

current_stars_sum

某个所有者或组织旗下已追踪仓库的当前星标总和。

rank item value

可见排名值，例如一周、一个月或一年内新增的星标。

curve.monthly total_end

仓库在某个记录月份结束时的锚定总数。

curve.recent_daily net change

用于近期动态视图的每日星标变化。

milestones.crossed_10k / crossed_50k / crossed_100k

仓库首次跨过 1 万、5 万或 10 万星的冻结已知日期。

Public URLs are intended to remain citeable. Rankings, dated ranking periods, repository pages, organization pages, category pages, and dated export directories keep their canonical URL while newer data is published.

The /data/exports/v1/latest/ files are convenience aliases to the newest export. For archival citation, prefer the page URL plus data-as-of date, or a dated export directory when using downloadable files.

排行榜 and 分类 are the crawlable entry points for the public archive.

GitStarClub 为仓库页、组织页、排行榜、分类、Pulse 和对比视图发布预计算数据。历史视图由数据工作流重建，实时动量叠加由定时发布路径刷新。

网站在请求和构建时只读取这些已发布数据。服务内容页面时不会运行数据库、评分引擎、AI 模型或外部付费服务。

Data dates are shown only when real metadata is available. Missing metadata does not invent freshness; the page falls back to the static methodology and visible source links.

两种统计口径。 历史曲线统计的是新增总量星标，即 GH Archive 中的 watch 事件；实时日增统计的是净增量，取消星标时也会下降。因此两者衔接处会有轻微不一致。当前总数始终以 GitHub 的权威计数为准。

选择偏差。 我们只回填当前星标达到 1 万及以上的仓库。那些曾经迅速上升、后来又回落到阈值以下的项目，不会出现在这段历史中。

为什么从 2015 年开始？ 在 2012 年底之前，GitHub 的 watch 与 star 并不完全等同；到 2015 年后，相关数据才趋于稳定。因此我们将 2015 年视为长期比较的起点。

所有时间均以 UTC 存储，并按 UTC 日期边界汇总。凡展示精确时刻之处，都会同时显示 UTC 与 JST（日本标准时间）。

GitStarClub 是对公开 GitHub 信号的派生、可复核呈现。引用转换后的排行榜和图表时请引用 GitStarClub；复用事件衍生历史时请同时注明底层公开事件档案来自 GH Archive。

For a ranking, repository, organization, category, or comparison claim, cite the GitStarClub page URL, page title, data-as-of date when present, and access date. For downloadable files, cite the manifest or dated export directory rather than only the moving latest alias.

For star-history facts derived from public event history, credit GH Archive under CC BY 4.0. For transformed rankings, anchored curves, milestones, category pages, and export files, cite GitStarClub as the derived presentation.

GitStarClub page

Use the permanent URL, page title, and data-as-of date when available.

GH Archive

Credit the public event archive when reusing event-derived history or WatchEvent-based curves.

GitHub public API

Treat current star totals and repository metadata as public GitHub API facts surfaced through GitStarClub views.

GitStarClub 为顶部排行榜、仓库里程碑跨越和组织聚合发布小型静态 CSV 与 JSON 摘要。这些文件由现有预计算数据生成，按 /data/exports/v1/ 版本化，并使用真实视图 metadata 标注日期。

/data/exports/v1/latest/ 链接是指向最新日期导出目录的稳定别名，因此下载可持续工作，无需存储重复的 latest 快照。

许可证： CC BY 4.0. 署名：数据来自 GH Archive，由 GitStarClub 派生。

• 导出 manifest
• Top 排行 CSV · JSON
• 仓库里程碑 CSV · JSON
• 组织聚合 CSV · JSON

字段、来源视图和重新生成说明见 DATA-EXPORTS.md。

Corrections and source review belong in the public repository. The linked methodology documents describe ranking definitions, category rules, data contracts, and export fields.

Source repository

github.com/jasonhnd/gitstarclub.com

Corrections and issues

GitHub issues

Ranking methodology

docs/RANKING.md

Category methodology

docs/CATEGORIES.md

Data contracts

docs/DATA-CONTRACTS.md

Data export documentation

docs/DATA-EXPORTS.md

GitHub API documentation

docs.github.com/en/graphql