公开记录
软件健康报告模式 0.30.0 · 指标 2.5.0 · 2026-08-04 14:25 UTC

wandb / wandb-workspaces

Programatically edit the W&B UI

PythonApache-2.0★ 28 星标⑂ 3 复刻始于 2024年6月在 GitHub 上查看 ↗
类型如何判定

wandb/wandb-workspaces 的健康指数为 100 分中的 89 分,处于「优秀」区间。 其得分最高的类别是Vitality(89/100),最低的是AI Readiness(57/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

89
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。

89
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 75 经校准后在公布的指数量表上为 89(记录校准 2026-08-02)。

所有权

1,411 关注者158 个公开仓库始于 2017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
PyPIwandb-workspaces0.4.5335,812350 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?

89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
24.2/36提交节奏 — 52 周中有 35 周有提交
18/18提交量 — 最近一年 178 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year178
human_commit_share0.93
days_since_last_push0
active_weeks_last_year35

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 35 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 15.4 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_count35
latest_release_tagv0.4.5
releases_from_tags
days_since_latest_release0
mean_days_between_releases15.4

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?

62中等 · 占总体的 17%

流行度与采用

29存在风险
评分方式
23.2/60星标 — 28 个星标
2.5/25复刻 — 3 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks3
stars28
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

77良好
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
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
has_license
readme_badges3
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_servicesshields.io
has_pull_request_template
评分方式
73.7/80月度下载量 — pypi 合计每月 335,812 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
packageswandb-workspaces
dependents
ecosystemspypi
total_downloads
monthly_downloads335,812
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?

79良好 · 占总体的 23%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
16.2/22.5提交分布 — 头号贡献者编写了 28% 的提交
13.5/13.5贡献者广度 — 22 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor3
contributors_sampled22
top_contributor_share0.278
评分方式
22.6/42议题解决 — 54% 的议题已关闭
24/30PR 接受 — 已裁定的 PR 中 135/169 已合并
10.4/13Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 4/5
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs135
open_issues6
closed_issues7
prs_merged_7d1
prs_decided_7d2
prs_merged_30d5
prs_decided_30d6
issue_closed_ratio0.538
closed_unmerged_prs34
first_time_authors_30d3
first_time_prs_merged_30d4
first_time_prs_decided_30d5
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
22.6/25所有者影响力 — wandb 有 1,411 位关注者
25/25既往记录 — 158 个公开仓库,账户约 9 年
所用输入
followers1,411
owner_typeOrganization
is_verified
owner_loginwandb
public_repos158
account_age_days3,430
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 0 天前
20/20版本历史 — 35 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
packageswandb-workspaces
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

76良好 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 3 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-Tests — 7 out of 7 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

50中等
评分方式
30/30README
0/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
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?

69良好 · 占总体的 16%

安全态势

61中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.1
已排除计分(无数据或不适用):branch_protection。 其余权重已重新归一化。
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
sourceosv
advisories36
affected_packages8
assessed_packages54
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 4
direct_affected_packages0
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 54 个已解析依赖与 OSV 比对。 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?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。

57中等 · 占总体的 4%
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 — 93 次人类提交中有 81 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.871
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
11/11Lint / 格式化配置
11/11静态类型检查 — wandb_workspaces/py.typed
10/10可复现环境 — lockfile
8/10已体现的代理实践 — 最近 100 次提交中有 4 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
5/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configswandb_workspaces/py.typed
agent_commit_share0.04
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(wandb_workspaces/py.typed)
53/55可控的文件大小 — 采样的 56 个源文件中有 2 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes179,859
source_files_sampled56
oversized_source_files2
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
api_schema_files

关键数据

28GitHub 星标
22贡献者
178最近 12 个月提交数
0距最近推送天数
35发布版本数
3巴士系数(bus factor)
6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
  • deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 3 ⇿
0Star
3Fork
19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。

12233312024-062025-042026-02
主版本 0次版本 2修订 17

每个点涵盖 2 天。

OpenSSF Scorecard 6.1 / 10
6.1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 · 2026-08-04 14:25 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal 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
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
直接依赖 2
注册表软件包版本约束清单文件
PyPIpydantic>=2.7pyproject.toml
PyPIwandb>=0.13.7pyproject.toml
全部依赖 54

来自 GitHub 依赖图的完整解析依赖集合:2 个直接依赖与 52 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
PyPIpydantic2.12.2直接
PyPIwandb0.22.2直接
PyPIannotated-types0.7.0间接
PyPIcertifi2025.10.5间接
PyPIcfgv3.4.0间接
PyPIcharset-normalizer3.4.4间接
PyPIclick8.1.8间接
PyPIclick8.3.0间接
PyPIcodecov2.1.13间接
PyPIcolorama0.4.6间接
PyPIcoverage7.10.7间接
PyPIcoverage7.11.0间接
PyPIdistlib0.4.0间接
PyPIeval-type-backport0.2.2间接
PyPIexceptiongroup1.3.0间接
PyPIfaker37.11.0间接
PyPIfilelock3.19.1间接
PyPIfilelock3.20.3间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.45间接
PyPIidentify2.6.15间接
PyPIidna3.11间接
PyPIiniconfig2.1.0间接
PyPImypy1.18.2间接
PyPImypy-extensions1.1.0间接
PyPInodeenv1.9.1间接
PyPInumpy1.26.4间接
PyPIpackaging25.0间接
PyPIpandas2.3.3间接
PyPIpathspec0.12.1间接
PyPIplatformdirs4.4.0间接
PyPIplatformdirs4.5.0间接
PyPIpluggy1.6.0间接
PyPIpolyfactory2.22.2间接
PyPIpre-commit3.8.0间接
PyPIprotobuf6.33.5间接
PyPIpydantic-core2.41.4间接
PyPIpytest8.3.5间接
PyPIpytest-cov7.0.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpytz2025.2间接
PyPIpyyaml6.0.3间接
PyPIrequests2.32.5间接
PyPIruff0.14.1间接
PyPIsentry-sdk2.42.0间接
PyPIsix1.17.0间接
PyPIsmmap5.0.2间接
PyPItomli2.3.0间接
PyPItyping-extensions4.15.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2025.2间接
PyPIurllib32.6.3间接
PyPIvirtualenv20.36.1间接
PyPIwandb-workspaces0.4.5间接
依赖安全公告 8

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 54 个包,其中也包含从不交付的开发与测试版本固定:8 个存在已知公告,0 个为直接依赖。

软件包版本关系严重程度公告数修复版本
gitpython3.1.45间接严重203.1.57
click8.1.8间接18.3.3
click8.3.0间接18.3.3
urllib32.6.3间接42.7.0
filelock3.19.1间接43.20.3
idna3.11间接23.15
pytest8.3.5间接29.0.3
requests2.32.5间接22.33.0

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": [],
      "is_fork": false,
      "size_kb": 1037,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Shell": 1936,
        "Python": 727157,
        "Jupyter Notebook": 21309
      },
      "pushed_at": "2026-08-04T14:22:41Z",
      "created_at": "2024-06-03T14:03:19Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-04T14:24:29Z",
      "description": "Programatically edit the W&B UI",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://wandb.ai",
      "name": "Weights & Biases",
      "type": "Organization",
      "login": "wandb",
      "company": null,
      "location": "San Francisco",
      "followers": 1411,
      "avatar_url": "https://avatars.githubusercontent.com/u/26401354?v=4",
      "created_at": "2017-03-14T06:43:52Z",
      "is_verified": null,
      "public_repos": 158,
      "account_age_days": 3430
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2026-08-04T14:22:41Z"
        },
        {
          "tag": "v0.4.4",
          "kind": "patch",
          "published_at": "2026-06-25T20:17:33Z"
        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2026-06-10T22:27:03Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2026-06-05T18:50:39Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-05-28T21:57:11Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-05-28T19:26:17Z"
        },
        {
          "tag": "v0.3.10",
          "kind": "patch",
          "published_at": "2026-05-27T19:56:44Z"
        },
        {
          "tag": "v0.3.9",
          "kind": "patch",
          "published_at": "2026-03-31T15:23:07Z"
        },
        {
          "tag": "v0.3.8",
          "kind": "patch",
          "published_at": "2026-03-25T14:27:05Z"
        },
        {
          "tag": "v0.3.7",
          "kind": "patch",
          "published_at": "2026-03-18T16:59:29Z"
        },
        {
          "tag": "v0.3.6",
          "kind": "patch",
          "published_at": "2026-03-16T17:38:12Z"
        },
        {
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          "headline": "Merge pull request #160 from wandb/WB-33632",
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          "headline": "Merge pull request #154 from wandb/feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #155 from wandb/feat/v2-filters-report-write",
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          "headline": "Merge pull request #151 from wandb/feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #169 from wandb/release/v0.3.10",
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          "headline": "chore(release): auto-detect server-compat labels in release notes",
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          "author_login": "github-actions[bot]",
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          "body": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "is_bot": false,
          "headline": "Merge pull request #165 from wandb/mbarrramsey/baseline_pinned_sdk",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "is_bot": false,
          "headline": "fix: normalize filter value key (#161)",
          "author_name": "acasey-wandb",
          "author_login": "acasey-wandb",
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          "body": "Adds `baseline_run` and `pinned_runs` to `RunsetSettings` so the SDK\ncan configure the runset's baseline + pinned runs the same way the\nW&B app does.\n\nUsers pass run slugs (the value of `wandb.Run.id`, e.g. `\"g0dpjzew\"`,\nalso the last segment of a run URL). At the serialization boundary\nthe SDK enco\n[…]\n` invariant: setting only\n`baseline_run` auto-adds it to `pinned_runs`. Warns (but still\nserializes) when `pinned_runs` exceeds the app's 20-entry cap.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "author_name": "Marie Barr-Ramsey",
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          "is_bot": false,
          "headline": "chore(security): enable Renovate for GitHub Actions SHA pinning (#164)",
          "author_name": "shivawandb",
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          "body": "- Remove Group class (no-op wrapper) from expr.py and all references\n- Update type annotations and validators in both interface files\n- Add Or/And and string OR examples to workspace and report filter\n  example files\n- Update example comments to reflect OR support in string filters\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): remove Group class, add Or/And examples",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": "- Change _tree_node_to_v2_items precedence check from <= to < so\n  same-op nesting (OR-inside-OR, AND-inside-AND) is flattened instead\n  of creating unnecessary v2 groups\n- Simplify Or.to_model: remove legacy AND bucket wrapping, rename\n  buckets to children, flatten same-op OR children\n- Add same-op flattening to And.to_model for consistency\n- Remove stale docstrings from Or class\n- Update tests for new flattening behavior\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): flatten same-op nesting and simplify Or/And.to_model",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove scratch files and venvs from tracking",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": "Pick up unified stashed field names and always-v2 write-back\nfor report Runsets. Resolve conflicts in test_filters.py.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": "- Rename _filters_internal/_raw_filters_v2/_original_v2_filter_string\n  to unified _stashed_filters_v2/_stashed_filter_string\n- _to_model always produces v2 dict via filters_tree_to_v2\n- _from_model uses copy.deepcopy for v2, converts legacy to v2\n- Unify stashing: always set both stashed fields\n- Update tests for v2 dict output\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): report runset always writes v2 filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write cleanup",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:59:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:56:38Z",
          "body_truncated": false,
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        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:55:59Z",
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        {
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          "body": "Resolve conflicts: remove filters_to_expr/normalize_filters_to_string,\nupdate validators to use v2 path for Or/And/Group objects,\nupdate report _from_model to use v2 string conversion,\nupdate tests for v2-always write behavior.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": "Resolve conflicts: update report _to_model to use v2 path,\nupdate tests to match simplified filter output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-workspace-write into report-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:47:09Z",
          "body_truncated": false,
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          "oid": "bdf6ff65d19c02810447b14653ac37575bdbf8b3",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: simplify _tree_node_to_v2_items",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb45173f78252b91d1fd84f721c51894ad628f1c",
          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:37:40Z",
          "body_truncated": false,
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          "body": "Made-with: Cursor\n\n# Conflicts:\n#\twandb_workspaces/expr.py",
          "is_bot": false,
          "headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:29:46Z",
          "body_truncated": false,
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        },
        {
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          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore(sdk): add legacy filter comments, remove debug prints",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:15:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e10a184e0089d3d24c46ab460995b70b7ab9e18b",
          "body": "- filterexpr_list_to_string now formats FilterExpr directly to string\n  without going through tree/v2 intermediate steps\n- Adds DeprecationWarning guiding users to And(...) syntax\n- Removes dead code: filter_expr_to_filters_tree, normalize_filters_to_string\n- Simplifies workspace and report validators to use filterexpr_list_to_string\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): simplify list→string path, deprecate plain list filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a83fd36a014bdb65fe81d7f59785c82d68d81806",
          "body": "All filter-to-string conversions now go through the v2 pipeline\n(filters_tree_to_v2 -> filters_v2_to_string) which correctly handles\nparentheses and mixed AND/OR operators. The legacy filters_to_expr\nfunction has been deleted.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): remove legacy filters_to_expr, use v2 path everywhere",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:33:39Z",
          "body_truncated": false,
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c9498b1e137f1002d6e7e4797bfd4ea69e3370d",
          "body": "… into feat/v2-filters-report-write",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/feat/v2-filters-workspace-write'…",
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          "headline": "Merge origin/main into feat/v2-filters-read",
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          "headline": "feat(sdk): enforce 1-level group depth limit in v2 filter conversion",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Match legacy behavior where disabled filters are included in the\nstring. This avoids losing OR connectors when a disabled item starts\na new OR segment, and is consistent with how legacy filters have\nalways worked.\n\nMade-with: Cursor",
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          "headline": "fix(sdk): include disabled v2 filters in string representation",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #157 from wandb/fix/legacy-filter-nesting",
          "author_name": "Marie Barr-Ramsey",
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          "body": "…tion\n\nfilters_to_expr incorrectly wrapped non-root AND nodes in parentheses,\ne.g. producing \"(a and b)\" instead of \"a and b\". When users appended\nto that string and saved, the parens caused a nested AND tree that\nlegacy filters can't handle, with nesting growing on each save cycle.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): remove unnecessary parentheses from legacy filter serializa…",
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          "body": "Stash the v2 filter dict (with disabled flags intact) at load time in\nboth Workspace and Report Runset. On write, if the filter string hasn't\nbeen modified, use the stashed v2 directly. Otherwise fall through to\nthe string → tree → v2 conversion (disabled state lost, acceptable\nsince the user explicitly changed filters).\n\nAlso updates tests to verify disabled preservation and adapts\nuser-constructed/modified runset tests for the always-write-v2 path.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: preserve disabled filter state through load/save roundtrip",
          "author_name": "Marie Barr-Ramsey",
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          "body": "- Replace _reject_v2_format on Filters with _keep_v2_as_dict on\n  internal.Runset (matching the workspace-write PR pattern)\n- Restore _format_filter_leaf to workspace-write PR version\n- Restore inline validator in report Runset instead of\n  normalize_filters_to_string, add Or/And/Group elif branch\n- Fix trailing whitespace\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "chore: restore stacked PR patterns and revert cosmetic changes",
          "author_name": "Marie Barr-Ramsey",
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          "body": "- Report Runset._to_model() now converts filters to v2 via\n  filters_tree_to_v2(expr_to_filters(...)), matching the workspace path\n- Report Runset._from_model() handles v2 dicts with filters_v2_to_string\n- Widen Runset.filters type to accept Or/And/Group objects\n- Use shared normalize_filters_to_string validator\n- Remove _filters_internal stashing (no longer needed with always-v2)\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: reports always write v2 filters and accept Or/And/Group objects",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Add Or(), And(), Group() filter construction classes for programmatic\nv2 filter expressions. All workspaces and reports now always write in\nv2 format regardless of how they were loaded. Removes the legacy tree\nwrite path in favor of universal v2 output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: expose Or/And/Group API and always write v2 filter format",
          "author_name": "Marie Barr-Ramsey",
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          "oid": "151e4c861bc93025c814ed62e727b01e7296fd79",
          "body": "The test used `A or (B and C)` which doesn't produce a group because AND\nnaturally binds tighter than OR. Changed to `(A or B) and C` where OR\ninside AND reverses natural precedence and correctly requires a v2 group.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: use correct precedence in test_modified_v2_with_group",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Extend the v2 write-back pattern to reports: stash raw v2 dict on load,\npreserve it on unchanged save, reconvert through tree → v2 on modified\nsave. Legacy reports now write filters in the canonical OR → AND → leaves\nshape. Adds TestReportWriteBack covering unchanged v2, modified v2, groups,\nlegacy preservation, and field separation.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add report v2 filter write-back with legacy wrapping",
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        "band": "moderate",
        "name": "Community & Adoption",
        "value": 62,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 29,
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              "forks": 3,
              "stars": 28,
              "watchers": 5,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "28 stars",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 28
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 3,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
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              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
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                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
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                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "packages": [
                "wandb-workspaces"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 335812
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "335,812 downloads/month across pypi",
                "points": 73.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 335812,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 22,
              "top_contributor_share": 0.278
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 28% of commits",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 28
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "merged_prs": 135,
              "open_issues": 6,
              "closed_issues": 7,
              "prs_merged_7d": 1,
              "prs_decided_7d": 2,
              "prs_merged_30d": 5,
              "prs_decided_30d": 6,
              "issue_closed_ratio": 0.538,
              "closed_unmerged_prs": 34,
              "first_time_authors_30d": 3,
              "first_time_prs_merged_30d": 4,
              "first_time_prs_decided_30d": 5
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "54% of issues closed",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 54
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                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "135/169 decided PRs merged",
                "points": 24,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 135,
                      "decided": 169
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "4/5 first-time contributors' PRs merged in 30d",
                "points": 10.4,
                "status": "partial",
                "details": [
                  {
                    "code": "newcomer_prs_merged",
                    "params": {
                      "days": 30,
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                  }
                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "followers": 1411,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "wandb",
              "public_repos": 158,
              "account_age_days": 3430
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,411 followers of wandb",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1411,
                      "login": "wandb"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "158 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 158
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "wandb-workspaces"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "35 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 35
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "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": "good",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.1
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "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",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 54 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 54
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 36,
              "affected_packages": 8,
              "assessed_packages": 54,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, moderate 4",
              "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": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 54,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.871,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "81 of 93 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 81,
                      "sampled": 93
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "wandb_workspaces/py.typed"
              ],
              "agent_commit_share": 0.04,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "wandb_workspaces/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "wandb_workspaces/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "4 of the last 100 commits agent-authored or agent-credited",
                "points": 8,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 4,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 179859,
              "source_files_sampled": 56,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (wandb_workspaces/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "wandb_workspaces/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/56 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 12,
        "notebook": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "declared",
          "label": "library",
          "source": "pypi.classifier:Topic :: Software Development :: Libraries",
          "weight": 6
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "library"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T14:25:58.112282Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/wandb/wandb-workspaces.svg",
  "full_name": "wandb/wandb-workspaces",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v2.5.0、模式 v0.30.0—— 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.