公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 22:03 UTC
astroautomata / SymbolicRegression.jl
Distributed High-Performance Symbolic Regression in Julia
astroautomata/SymbolicRegression.jl 的健康指数为 100 分中的 73 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（96/100），最低的是AI Readiness（47/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
73
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。
73
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
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？
91
开发活跃度
85优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 20.8/36 | 提交节奏 — 52 周中有 30 周有提交 |
| 18/18 | 提交量 — 最近一年 253 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 253 |
| human_commit_share | 0.82 |
| days_since_last_push | 0 |
| active_weeks_last_year | 30 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 70 天前 |
| 27/27 | 发布节奏 — 约每 28.8 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 100 |
| latest_release_tag | v2.0.0-alpha.11 |
| releases_from_tags | 否 |
| days_since_latest_release | 70 |
| mean_days_between_releases | 28.8 |
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？
61
流行度与采用
71良好
评分方式
| 47.1/60 | 星标 — 801 个星标 |
| 17.7/25 | 复刻 — 135 个复刻 |
| 5.8/15 | 关注者 — 12 位关注者 |
所用输入
| forks | 135 |
| stars | 801 |
| watchers | 12 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 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？
52
维护者韧性（巴士系数）
33存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.6/22.5 | 提交分布 — 头号贡献者编写了 97% 的提交 |
| 13.5/13.5 | 贡献者广度 — 21 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 12 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 21 |
| top_contributor_share | 0.973 |
议题与 PR 响应能力
71良好
评分方式
| 34.4/46.8 | 议题解决 — 74% 的议题已关闭 |
| 28.7/38.3 | PR 接受 — 已裁定的 PR 中 307/409 已合并 |
| 7.5/15 | OpenSSF Scorecard：Code-Review — Found 8/14 approved changesets -- score normalized to 5 |
所用输入
| merged_prs | 307 |
| open_issues | 49 |
| closed_issues | 136 |
| issue_closed_ratio | 0.735 |
| closed_unmerged_prs | 102 |
所有权与托管责任
55中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 12.2/25 | 所有者影响力 — astroautomata 有 48 位关注者 |
| 12.4/25 | 既往记录 — 8 个公开仓库，账户约 2 年 |
所用输入
| followers | 48 |
| owner_type | Organization |
| is_verified | — |
| owner_login | astroautomata |
| public_repos | 8 |
| account_age_days | 1,000 |
工程质量
基础的工程与文档实践是否到位？
96
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 8 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
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://ai.damtp.cam.ac.uk/symbolicregression/dev |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 14 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | symbolic-regression, julia, symbolic-computation, machine-learning, automl, sciml, interpretable-ml, data-science, distributed-systems, evolutionary-algorithms, explainable-ai, genetic-algorithm, symbolic, equation-discovery |
| has_wiki | 是 |
| homepage | https://ai.damtp.cam.ac.uk/symbolicregression/dev |
| 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？
66
安全态势
58中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3.8/7.5 | Code-Review — Found 8/14 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 12 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 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 |
| 5.2/7.5 | Vulnerabilities — 3 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.8 |
已排除计分（无数据或不适用）：branch_protection, 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 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 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 | 3 |
| affected_packages | 2 |
| assessed_packages | 64 |
| unassessed_packages | 7 |
| affected_by_severity | high 1, moderate 1 |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 64 个已解析依赖与 OSV 比对。 有 7 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 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。
47
AI 代理上下文与指引
40存在风险
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） |
| 40/40 | 可读的提交历史 — 82 次人类提交中有 82 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 | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — devcontainer, lockfile |
| 2/10 | 已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 15 次为自动依赖更新 |
| 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 | yarn.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 是 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.15 |
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 — Julia，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 4 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Julia |
| largest_source_bytes | 6,885 |
| source_files_sampled | 4 |
| 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 |
所用输入
| example_dirs | examples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
801GitHub 星标
21贡献者
253最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数（bus factor）
49开放议题
npm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 ★ / 135 ⇿
0Star
135Fork
100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 1次版本 27修订 57
每个点涵盖 6 天。
OpenSSF Scorecard 5.8 / 10
5.8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 |
| 不适用 | Branch-Protection | 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 |
| 10 | CI-Tests | 19 out of 19 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 5 | Code-Review | Found 8/14 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 12 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 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 |
| 7 | Vulnerabilities | 3 existing vulnerabilities detected |
全部依赖 71
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 71 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 | @babel/runtime | 7.22.6 | 间接 |
| npm | @nolebase/vitepress-plugin-enhanced-readabilities | ^2.14.0 | 间接 |
| npm | all-contributors-cli | 6.25.1 | 间接 |
| npm | ansi-escapes | 4.3.2 | 间接 |
| npm | ansi-regex | 5.0.1 | 间接 |
| npm | ansi-styles | 4.3.0 | 间接 |
| npm | async | 3.2.4 | 间接 |
| npm | camelcase | 5.3.1 | 间接 |
| npm | chalk | 4.1.2 | 间接 |
| npm | chardet | 0.7.0 | 间接 |
| npm | cli-cursor | 3.1.0 | 间接 |
| npm | cli-width | 3.0.0 | 间接 |
| npm | cliui | 6.0.0 | 间接 |
| npm | color-convert | 2.0.1 | 间接 |
| npm | color-name | 1.1.4 | 间接 |
| npm | d3-format | ^3.1.0 | 间接 |
| npm | decamelize | 1.2.0 | 间接 |
| npm | didyoumean | 1.2.2 | 间接 |
| npm | emoji-regex | 8.0.0 | 间接 |
| npm | escape-string-regexp | 1.0.5 | 间接 |
| npm | external-editor | 3.1.0 | 间接 |
| npm | figures | 3.2.0 | 间接 |
| npm | find-up | 4.1.0 | 间接 |
| npm | get-caller-file | 2.0.5 | 间接 |
| npm | has-flag | 4.0.0 | 间接 |
| npm | iconv-lite | 0.4.24 | 间接 |
| npm | inquirer | 7.3.3 | 间接 |
| npm | is-fullwidth-code-point | 3.0.0 | 间接 |
| npm | json-fixer | 1.6.15 | 间接 |
| npm | locate-path | 5.0.0 | 间接 |
| npm | lodash | 4.18.1 | 间接 |
| npm | markdown-it | ^14.1.0 | 间接 |
| npm | markdown-it-footnote | ^4.0.0 | 间接 |
| npm | markdown-it-mathjax3 | ^4.3.2 | 间接 |
| npm | mimic-fn | 2.1.0 | 间接 |
| npm | mute-stream | 0.0.8 | 间接 |
| npm | node-fetch | 2.6.12 | 间接 |
| npm | onetime | 5.1.2 | 间接 |
| npm | os-tmpdir | 1.0.2 | 间接 |
| npm | p-limit | 2.3.0 | 间接 |
| npm | p-locate | 4.1.0 | 间接 |
| npm | p-try | 2.2.0 | 间接 |
| npm | path-exists | 4.0.0 | 间接 |
| npm | pegjs | 0.10.0 | 间接 |
| npm | pify | 5.0.0 | 间接 |
| npm | regenerator-runtime | 0.13.11 | 间接 |
| npm | require-directory | 2.1.1 | 间接 |
| npm | require-main-filename | 2.0.0 | 间接 |
| npm | restore-cursor | 3.1.0 | 间接 |
| npm | run-async | 2.4.1 | 间接 |
| npm | rxjs | 6.6.7 | 间接 |
| npm | safer-buffer | 2.1.2 | 间接 |
| npm | set-blocking | 2.0.0 | 间接 |
| npm | signal-exit | 3.0.7 | 间接 |
| npm | string-width | 4.2.3 | 间接 |
| npm | strip-ansi | 6.0.1 | 间接 |
| npm | supports-color | 7.2.0 | 间接 |
| npm | through | 2.3.8 | 间接 |
| npm | tmp | 0.0.33 | 间接 |
| npm | tr46 | 0.0.3 | 间接 |
| npm | tslib | 1.14.1 | 间接 |
| npm | type-fest | 0.21.3 | 间接 |
| npm | vitepress | ^1.6.3 | 间接 |
| npm | vitepress-plugin-tabs | ^0.6.0 | 间接 |
| npm | webidl-conversions | 3.0.1 | 间接 |
| npm | whatwg-url | 5.0.0 | 间接 |
| npm | which-module | 2.0.1 | 间接 |
| npm | wrap-ansi | 6.2.0 | 间接 |
| npm | y18n | 4.0.3 | 间接 |
| npm | yargs | 15.4.1 | 间接 |
| npm | yargs-parser | 18.1.3 | 间接 |
依赖安全公告 2
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 64 个包，其中也包含从不交付的开发与测试版本固定：2 个存在已知公告，0 个为直接依赖。 有 7 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| tmp | 0.0.33 | 间接 | 高 | 2 | 0.2.6 |
| @babel/runtime | 7.22.6 | 间接 | 中 | 1 | 8.0.0-alpha.17 |
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": [
"symbolic-regression",
"julia",
"symbolic-computation",
"machine-learning",
"automl",
"sciml",
"interpretable-ml",
"data-science",
"distributed-systems",
"evolutionary-algorithms",
"explainable-ai",
"genetic-algorithm",
"symbolic",
"equation-discovery"
],
"is_fork": false,
"size_kb": 39031,
"has_wiki": true,
"homepage": "https://ai.damtp.cam.ac.uk/symbolicregression/dev",
"languages": {
"Julia": 826758,
"Shell": 662,
"Python": 1027
},
"pushed_at": "2026-07-26T21:02:28Z",
"created_at": "2021-01-14T15:21:49Z",
"owner_type": "Organization",
"updated_at": "2026-07-26T21:01:39Z",
"description": "Distributed High-Performance Symbolic Regression in Julia",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Julia",
"significant_languages": [
"Julia"
]
},
"owner": {
"blog": "astroautomata.com",
"name": "Astro Automata",
"type": "Organization",
"login": "astroautomata",
"company": null,
"location": null,
"followers": 48,
"avatar_url": "https://avatars.githubusercontent.com/u/149340083?v=4",
"created_at": "2023-10-30T00:01:12Z",
"is_verified": null,
"public_repos": 8,
"account_age_days": 1000
},
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