公开记录
软件健康报告模式 0.27.0 · 指标 2.10.0 · 2026-07-28 04:02 UTC

sipyourdrink-ltd / bernstein

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.run

PythonApache-2.0★ 741 星标⑂ 78 复刻始于 2026年3月在 GitHub 上查看 ↗
类型网络服务MCP 服务器命令行工具网页界面终端界面如何判定

sipyourdrink-ltd/bernstein 的健康指数为 100 分中的 92 分,处于「优秀」区间。 其得分最高的类别是AI Readiness(93/100),最低的是Sustainability & Governance(64/100)。 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。

92
总分 / 100
优秀

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。

92
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 78 经校准后在公布的指数量表上为 92(记录校准 2026-08-02)。

所有权

11 关注者24 个公开仓库始于 2026年3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标签
PyPIbernstein3.10.0-1452 天前agentsaiauditautomationclicodingdeterministicdevtoolslineagellmmulti-agentorchestrationprovenancereplayworktree

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?

82优秀 · 占总体的 21%
评分方式
36/36推送新近度最近一次推送于 0 天前
11.8/36提交节奏52 周中有 17 周有提交
18/18提交量最近一年 4,050 次提交
10/10OpenSSF Scorecard:Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year4,050
human_commit_share0.93
days_since_last_push0
active_weeks_last_year17

发布纪律

90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 2 天前
27/27发布节奏约每 1 天发布一次
0/10OpenSSF Scorecard:Signed-ReleasesProject has not signed or included provenance with any releases.
所用输入
releases_count100
latest_release_tagv3.10.0
releases_from_tags
days_since_latest_release2
mean_days_between_releases1

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?

79良好 · 占总体的 17%
评分方式
46.5/60星标741 个星标
15.7/25复刻78 个复刻
5/15关注者9 位关注者
所用输入
forks78
stars741
watchers9
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
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)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

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?

64中等 · 占总体的 23%
评分方式
9/54巴士系数1 位贡献者贡献了半数提交
0.7/22.5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33 位贡献者
6/10OpenSSF Scorecard:Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor1
contributors_sampled33
top_contributor_share0.969
评分方式
39.6/42议题解决94% 的议题已关闭
27.3/30PR 接受已裁定的 PR 中 1,759/1,936 已合并
0/13Newcomer PR acceptance30 天内没有首次贡献者的 PR 得到裁决
1.5/15OpenSSF Scorecard:Code-ReviewFound 4/26 approved changesets -- score normalized to 1
所用输入
merged_prs1,759
open_issues69
closed_issues1,155
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.944
closed_unmerged_prs177
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):Newcomer PR acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书组织持有
0/20已验证域名未读取该组织的域名验证状态
7.8/25所有者影响力sipyourdrink-ltd 有 11 位关注者
10.8/25既往记录24 个公开仓库,账户约 0 年
所用输入
followers11
owner_typeOrganization
is_verified
owner_loginsipyourdrink-ltd
public_repos24
account_age_days121
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 2 天前
20/20版本历史145 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
packagesbernstein
ecosystemspypi
any_deprecated
min_days_since_publish2

工程质量

基础的工程与文档实践是否到位?

92优秀 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流62 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests29 out of 29 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

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点https://bernstein.run
10/10仓库描述
10/10主题标签20 个主题标签
0/10Wiki
所用输入
topicsai-agents, mcp-server, claude-code, model-context-protocol, coding-agent, python, agent-orchestrator, aider, codex-cli, multi-agent, deterministic-scheduler, hmac-audit, parallel-worktrees, deterministic-replay, air-gap, audit-trail, provenance, reproducibility, gemini-cli, git-worktree
has_wiki
homepagehttps://bernstein.run
docs_sitehttps://bernstein.run
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?

74良好 · 占总体的 16%

安全态势

68良好
评分方式
7.5/7.5Binary-Artifactsno binaries found in the repo
0.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practicesbadge detected: InProgress
0.8/7.5Code-ReviewFound 4/26 approved changesets -- score normalized to 1
1.5/2.5Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
5/5Fuzzingproject is fuzzed
2.5/2.5许可证license file detected
7.5/7.5Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
4.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
4.5/5SASTSAST tool detected but not run on all commits
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities2 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.8
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_packages83
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:bernstein@3.10.0 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 83 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。

93卓越 · 占总体的 4%
评分方式
45/45代理指令.aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md
15/15机器可读文档(llms.txt)存在 llms.txt
40/40可读的提交历史93 次人类提交中有 93 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
llms_txt_url
legible_history_share1
agent_instruction_files.aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md
agent_instruction_max_bytes31,891
评分方式
18/18一条命令的引导启动examples/lineage/Makefile, templates/demo/Makefile
22/22自动化测试
11/11Lint / 格式化配置
11/11静态类型检查packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json
10/10可复现环境devcontainer, 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
8/8自动化维护最近 100 次提交中有 5 次为自动依赖更新
9/10OpenSSF Scorecard:Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
所用输入
has_nix
has_tests
lockfilespackage-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_filesexamples/lineage/Makefile, templates/demo/Makefile
has_devcontainer
has_linter_config
typecheck_configspackages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.05
评分方式
27/45可类型检查的代码Python,已配置类型检查(packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json)
54.5/55可控的文件大小采样的 4,540 个源文件中有 43 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes905,270
source_files_sampled4,540
oversized_source_files43
评分方式
40/40API 模式(OpenAPI/GraphQL/proto)docs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto
20/20MCP 服务器
40/40可运行示例examples, recipes
所用输入
example_dirsexamples, recipes
has_mcp_signal
api_schema_filesdocs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto
interfaces_expected_ofnetwork-service

关键数据

741GitHub 星标
33贡献者
4,050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)
69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
  • Could not fetch pypi package 'bernstein-verify' from its registry

更多细节

Star 与 Fork 历史 0 ★ / 78 ⇿
0Star
78Fork
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。

0204060807852026-032026-052026-07
主版本 2次版本 32修订 66
OpenSSF Scorecard 6.8 / 10
6.8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)。Scorecard v5.5.0 · 2026-07-28 04:02 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
1Code-ReviewFound 4/26 approved changesets -- score normalized to 1
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
直接依赖 54
注册表软件包版本约束清单文件
PyPIfastapi>=0.115pyproject.toml
PyPIstarlette>=1.0.1pyproject.toml
PyPIuvicorn>=0.30pyproject.toml
PyPIhttpx>=0.27pyproject.toml
PyPIcryptography>=45.0.7pyproject.toml
PyPIpyyaml>=6.0pyproject.toml
PyPIrich>=13.0pyproject.toml
PyPItextual>=1.0pyproject.toml
PyPIclick>=8.3.3pyproject.toml
PyPIopenai>=2.36.0pyproject.toml
PyPIpydantic-settings>=2.13.1pyproject.toml
PyPIpython-dotenv>=1.2.2pyproject.toml
PyPIsetproctitle>=1.3pyproject.toml
PyPIprometheus-client>=0.21pyproject.toml
PyPIpluggy>=1.5pyproject.toml
PyPImcp>=1.28.1,<2pyproject.toml
PyPIwatchdog>=4.0pyproject.toml
PyPIopentelemetry-api>=1.41.1pyproject.toml
PyPIopentelemetry-sdk>=1.41.1pyproject.toml
PyPIopentelemetry-exporter-otlp>=1.41.1pyproject.toml
PyPIpillow>=12.3.0pyproject.toml
PyPIpyfiglet>=1.0pyproject.toml
PyPIterminaltexteffects>=0.11pyproject.toml
PyPIwebsockets>=14.0pyproject.toml
PyPIsignxml>=4.0pyproject.toml
PyPIdefusedxml>=0.7.1pyproject.toml
PyPIkeyring>=25.0pyproject.toml
PyPIjsonschema>=4.20pyproject.toml
PyPIasn1crypto>=1.5pyproject.toml
PyPIcbor2>=5.6pyproject.toml
PyPIreportlab>=5,<6pyproject.toml
PyPIpython-frontmatter>=1.1pyproject.toml
PyPIidna>=3.15pyproject.toml
PyPIpackaging>=24pyproject.toml
PyPIcryptography>=43verify_cli/pyproject.toml
PyPIclick>=8.1verify_cli/pyproject.toml
npm@radix-ui/react-dialog^1.1.6web/package.json
npm@radix-ui/react-dropdown-menu^2.1.6web/package.json
npm@radix-ui/react-scroll-area^1.2.3web/package.json
npm@radix-ui/react-separator^1.1.2web/package.json
npm@radix-ui/react-slot^1.1.2web/package.json
npm@radix-ui/react-tabs^1.1.3web/package.json
npm@radix-ui/react-toast^1.2.6web/package.json
npm@tanstack/react-query^5.66.0web/package.json
npmclass-variance-authority^0.7.1web/package.json
npmclsx^2.1.1web/package.json
npmcmdk^1.0.4web/package.json
npmlucide-react^1.0.0web/package.json
npmreact^19.0.0web/package.json
npmreact-dom^19.0.0web/package.json
npmreact-router^8.3.0web/package.json
npmrecharts^3.8.1web/package.json
npmtailwind-merge^3.0.0web/package.json
npmtailwindcss-animate^1.0.7web/package.json
全部依赖 1,140

来自 GitHub 依赖图的完整解析依赖集合:60 个直接依赖与 1,080 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@radix-ui/react-dialog1.1.20直接
npm@radix-ui/react-dropdown-menu2.1.21直接
npm@radix-ui/react-scroll-area1.2.15直接
npm@radix-ui/react-separator1.1.12直接
npm@radix-ui/react-slot1.3.0直接
npm@radix-ui/react-tabs1.1.18直接
npm@radix-ui/react-toast1.2.20直接
npm@tanstack/react-query5.101.2直接
npmclass-variance-authority0.7.1直接
npmclsx2.1.1直接
npmcmdk1.1.1直接
npmlucide-react1.25.0直接
npmreact19.2.7直接
npmreact-dom19.2.7直接
npmreact-router8.3.0直接
npmrecharts3.9.2直接
npmtailwind-merge3.6.0直接
npmtailwindcss-animate1.0.7直接
PyPIasn1crypto1.5.1直接
PyPIcbor25.9.0直接
PyPIclick直接
PyPIclick8.3.3直接
PyPIclick8.4.2直接
PyPIcryptography直接
PyPIcryptography49.0.0直接
PyPIdefusedxml0.7.1直接
PyPIfastapi直接
PyPIfastapi0.135.2直接
PyPIhttpx直接
PyPIhttpx0.28.1直接
PyPIidna3.15直接
PyPIidna3.18直接
PyPIjsonschema4.25.1直接
PyPIkeyring25.7.0直接
PyPImcp1.28.1直接
PyPIopenai2.36.0直接
PyPIopentelemetry-api1.41.1直接
PyPIopentelemetry-exporter-otlp1.41.1直接
PyPIopentelemetry-sdk1.41.1直接
PyPIpackaging26.0直接
PyPIpackaging26.2直接
PyPIpillow12.3.0直接
PyPIpluggy1.6.0直接
PyPIprometheus-client0.24.1直接
PyPIpydantic-settings2.14.2直接
PyPIpyfiglet1.0.4直接
PyPIpython-dotenv1.2.2直接
PyPIpython-frontmatter1.1.0直接
PyPIpyyaml6.0.3直接
PyPIreportlab5.0.0直接
PyPIrich14.3.3直接
PyPIsetproctitle1.3.7直接
PyPIsignxml4.4.0直接
PyPIstarlette1.3.1直接
PyPIterminaltexteffects0.14.2直接
PyPItextual8.2.1直接
PyPIuvicorn直接
PyPIuvicorn0.42.0直接
PyPIwatchdog6.0.0直接
PyPIwebsockets16.0直接
npm@alloc/quick-lru5.2.0间接
npm@azu/format-text1.0.2间接
npm@azu/style-format1.0.1间接
npm@azure/abort-controller2.1.2间接
npm@azure/core-auth1.10.1间接
npm@azure/core-client1.10.1间接
npm@azure/core-rest-pipeline1.23.0间接
npm@azure/core-tracing1.3.1间接
npm@azure/core-util1.13.1间接
npm@azure/identity4.13.1间接
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PyPItypes-croniter6.2.4.20260711间接
PyPItypes-defusedxml0.7.0.20260504间接
PyPItypes-grpcio1.82.1.20260724间接
PyPItypes-grpcio-reflection1.0.0.20260508间接
PyPItypes-jsonschema4.26.0.20260518间接
PyPItypes-protobuf7.34.1.20260518间接
PyPItypes-psutil7.2.2.20260518间接
PyPItypes-pyyaml6.0.12.20260724间接
PyPItypes-qrcode8.2.0.20260518间接
PyPItypes-reportlab4.5.1.20260724间接
PyPItypes-requests2.33.0.20260408间接
PyPItypes-s3transfer0.16.0间接
PyPItypes-toml0.10.8.20260408间接
PyPItypeshed-client2.11.0间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspect0.9.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2026.2间接
PyPIuc-micro-py2.0.0间接
PyPIurllib32.7.0间接
PyPIwatchfiles1.1.1间接
PyPIwebencodings0.5.1间接
PyPIwebsocket-client1.9.0间接
PyPIwerkzeug3.1.8间接
PyPIxxhash3.7.0间接
PyPIyarl1.23.0间接
PyPIz3-solver4.16.0.0间接
PyPIzipp3.23.0间接
依赖安全公告 0

安装 pypi:bernstein@3.10.0 会引入 83 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

反馈

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。

登录过程中消息不会丢失。

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 v0.27.0—— 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.