公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 22:26 UTC

CompOmics / ms2pip

MS²PIP: Fast and accurate peptide spectrum prediction for multiple fragmentation methods, instruments, and labeling techniques.

HTML · Jupyter NotebookApache-2.0★ 49 星标⑂ 19 复刻始于 2017年3月在 GitHub 上查看 ↗

CompOmics/ms2pip 的健康指数为 100 分中的 67 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(77/100),最低的是AI Readiness(37/100)。 最近一次更新在 14 天前。 近期的大部分工作由 1 位贡献者完成。

67
总分 / 100
中等

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

67
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
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。

所有权

129 关注者114 个公开仓库始于 2015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
PyPIms2pip4.2.02,7193814 天前ms2pipproteomicspeptide-fragmentationpeak-intensity-predictionspectrum-predictionmachine-learningspectral-libraryfasta2speclib

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?

72良好 · 占总体的 22%
评分方式
28.8/36推送新近度 — 最近一次推送于 14 天前
8.3/36提交节奏 — 52 周中有 12 周有提交
17/18提交量 — 最近一年 78 次提交
10/10OpenSSF Scorecard:Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year78
human_commit_share1
days_since_last_push14
active_weeks_last_year12

发布纪律

84良好
评分方式
27/27有发布版本 — 已发布 26 个发布版本
36/36发布时效 — 最近一次发布版本于 14 天前
12.6/27发布节奏 — 约每 139.8 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count26
latest_release_tagv4.2.0
releases_from_tags
days_since_latest_release14
mean_days_between_releases139.8
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

49存在风险 · 占总体的 18%

流行度与采用

44存在风险
评分方式
27.3/60星标 — 49 个星标
10.5/25复刻 — 19 个复刻
6.7/15关注者 — 17 位关注者
所用输入
forks19
stars49
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
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)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
45.8/80月度下载量 — pypi 合计每月 2,719 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
packagesms2pip
dependents
ecosystemspypi
total_downloads
monthly_downloads2,719
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?

68中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
7.2/22.5提交分布 — 头号贡献者编写了 68% 的提交
13.5/13.5贡献者广度 — 11 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled11
top_contributor_share0.682
评分方式
44/46.8议题解决 — 94% 的议题已关闭
30.1/38.3PR 接受 — 已裁定的 PR 中 144/183 已合并
1.5/15OpenSSF Scorecard:Code-Review — Found 1/10 approved changesets -- score normalized to 1
所用输入
merged_prs144
open_issues5
closed_issues81
issue_closed_ratio0.942
closed_unmerged_prs39
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
15.2/25所有者影响力 — CompOmics 有 129 位关注者
25/25既往记录 — 114 个公开仓库,账户约 11 年
所用输入
followers129
owner_typeOrganization
is_verified
owner_loginCompOmics
public_repos114
account_age_days4,143
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 14 天前
20/20版本历史 — 38 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
packagesms2pip
ecosystemspypi
any_deprecated
min_days_since_publish14

工程质量

基础的工程与文档实践是否到位?

77良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 9 out of 9 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://ms2pip.readthedocs.io
10/10仓库描述
10/10主题标签 — 6 个主题标签
0/10Wiki
所用输入
topicsmachine-learning, mass-spectrometry, peptide-identification, proteomics, spectrum-prediction, peptide-spectrum
has_wiki
homepagehttps://ms2pip.readthedocs.io
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中等 · 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
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 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
0.8/7.5Code-Review — Found 1/10 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 5 contributing companies or organizations
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 — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 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):signed_releases。 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
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_packages29
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:ms2pip@4.2.0 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 29 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?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

37存在风险 · 占总体的 0%
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)
31.5/40可读的提交历史 — 100 次人类提交中有 59 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_share0.59
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
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — HTML,未配置类型检查
55/55可控的文件大小 — 采样的 25 个源文件中有 0 个超过 60KB
所用输入
primary_languageHTML
largest_source_bytes28,997
source_files_sampled25
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

49GitHub 星标
11贡献者
78最近 12 个月提交数
14距最近推送天数
26发布版本数
1巴士系数(bus factor)
5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

更多细节

Star 与 Fork 历史 0 ★ / 19 ⇿
0Star
19Fork
23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。

051015201942017-032021-052025-06
主版本 1次版本 10修订 7

每个点涵盖 8 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 · 2026-07-27 22:26 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/10 approved changesets -- score normalized to 1
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 12
注册表软件包版本约束清单文件
PyPInumpy>=1.25,<3pyproject.toml
PyPIpandas>=1,<3pyproject.toml
PyPIpyteomics>=3.5,<5pyproject.toml
PyPIsqlalchemy>=1.4,<3pyproject.toml
PyPIclick>=7,<9pyproject.toml
PyPIxgboost>=1.3,<3pyproject.toml
PyPIlxml>=4,<7pyproject.toml
PyPIrich>=13,<16pyproject.toml
PyPIpydantic>=2,<3pyproject.toml
PyPIwerkzeug>=2,<4pyproject.toml
PyPIpsm_utils>=1.5,<4pyproject.toml
PyPIms2rescore-rs>=0.5.0,<2pyproject.toml
全部依赖 176

来自 GitHub 依赖图的完整解析依赖集合:15 个直接依赖与 161 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
PyPIclick8.4.2直接
PyPIlxml6.1.1直接
PyPIms2rescore-rs0.5.0直接
PyPInumpy1.15.4直接
PyPInumpy2.4.6直接
PyPIpandas0.23.4直接
PyPIpandas2.3.3直接
PyPIpsm-utils1.5.5直接
PyPIpydantic2.13.4直接
PyPIpyteomics3.5.1直接
PyPIpyteomics4.7.5直接
PyPIrich14.3.4直接
PyPIsqlalchemy2.0.51直接
PyPIwerkzeug3.1.8直接
PyPIxgboost2.1.4直接
PyPIaiohappyeyeballs2.7.1间接
PyPIaiohttp3.14.1间接
PyPIaiosignal1.4.0间接
PyPIalabaster1.0.0间接
PyPIannotated-types0.7.0间接
PyPIanyio4.14.1间接
PyPIappnope0.1.4间接
PyPIasttokens3.0.1间接
PyPIattrs26.1.0间接
PyPIbabel2.18.0间接
PyPIbiopython1.72间接
PyPIcertifi2026.6.17间接
PyPIcffi2.1.0间接
PyPIcharset-normalizer3.4.9间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcommonmark0.9.2间接
PyPIcontourpy1.3.3间接
PyPIcuda-bindings13.3.1间接
PyPIcuda-pathfinder1.5.6间接
PyPIcuda-toolkit13.0.3.0间接
PyPIcycler0.12.1间接
PyPIcython0.29.2间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdeeplc4.0.0b1间接
PyPIdocutils0.22.4间接
PyPIexecuting2.2.1间接
PyPIfastobo0.14.1间接
PyPIfilelock3.29.7间接
PyPIfonttools4.63.0间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.6.0间接
PyPIgreenlet3.5.3间接
PyPIh110.16.0间接
PyPIidna3.18间接
PyPIim2deep2.0.0间接
PyPIimagesize2.0.0间接
PyPIiniconfig2.3.0间接
PyPIipykernel7.3.0间接
PyPIipython9.15.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIipywidgets8.1.8间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjoblib1.5.3间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyterlab-widgets3.0.16间接
PyPIkiwisolver1.5.0间接
PyPIlark1.3.1间接
PyPIlightning2.6.5间接
PyPIlightning-utilities0.15.3间接
PyPIllvmlite0.48.0间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImatplotlib3.0.2间接
PyPImatplotlib3.11.0间接
PyPImatplotlib-inline0.2.2间接
PyPImdurl0.1.2间接
PyPIml-dtypes0.5.4间接
PyPImpmath1.3.0间接
PyPImultidict6.7.1间接
PyPInarwhals2.23.0间接
PyPInest-asyncio21.7.2间接
PyPInetworkx3.6.1间接
PyPInumba0.66.0间接
PyPInumpydoc1.10.0间接
PyPInvidia-cublas13.1.1.3间接
PyPInvidia-cuda-cupti13.0.85间接
PyPInvidia-cuda-nvrtc13.0.88间接
PyPInvidia-cuda-runtime13.0.96间接
PyPInvidia-cudnn-cu139.20.0.48间接
PyPInvidia-cufft12.0.0.61间接
PyPInvidia-cufile1.15.1.6间接
PyPInvidia-curand10.4.0.35间接
PyPInvidia-cusolver12.0.4.66间接
PyPInvidia-cusparse12.6.3.3间接
PyPInvidia-cusparselt-cu130.8.1间接
PyPInvidia-nccl-cu122.30.7间接
PyPInvidia-nccl-cu132.29.7间接
PyPInvidia-nvjitlink13.3.33间接
PyPInvidia-nvshmem-cu133.4.5间接
PyPInvidia-nvtx13.0.85间接
PyPIonnx1.22.0间接
PyPIonnx2torch1.5.15间接
PyPIpackaging26.2间接
PyPIparso0.8.7间接
PyPIpexpect4.9.0间接
PyPIpillow12.3.0间接
PyPIpip26.1.2间接
PyPIplatformdirs4.10.0间接
PyPIpluggy1.6.0间接
PyPIprompt-toolkit3.0.52间接
PyPIpropcache0.5.2间接
PyPIprotobuf7.35.1间接
PyPIpsims1.3.6间接
PyPIpsutil7.2.2间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpyarrow25.0.0间接
PyPIpycparser3.0间接
PyPIpydantic-core2.46.4间接
PyPIpygments2.20.0间接
PyPIpyparsing3.3.2间接
PyPIpytest9.1.1间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpytorch-lightning2.6.5间接
PyPIpytz2026.2间接
PyPIpyyaml6.0.3间接
PyPIpyzmq27.1.0间接
PyPIrecommonmark0.7.1间接
PyPIrequests2.34.2间接
PyPIroman-numerals4.1.0间接
PyPIruff0.15.21间接
PyPIscikit-learn1.9.0间接
PyPIscipy1.1.0间接
PyPIscipy1.17.1间接
PyPIscipy1.18.0间接
PyPIsemver3.0.4间接
PyPIsetuptools83.0.0间接
PyPIsix1.17.0间接
PyPIsnowballstemmer3.1.1间接
PyPIspectrum-utils0.5.0间接
PyPIsphinx9.0.4间接
PyPIsphinx9.1.0间接
PyPIsphinx-autobuild2025.8.25间接
PyPIsphinx-automodapi0.22.0间接
PyPIsphinx-click6.2.0间接
PyPIsphinx-rtd-theme3.1.0间接
PyPIsphinxcontrib-applehelp2.0.0间接
PyPIsphinxcontrib-devhelp2.0.0间接
PyPIsphinxcontrib-htmlhelp2.1.0间接
PyPIsphinxcontrib-jquery4.1间接
PyPIsphinxcontrib-jsmath1.0.1间接
PyPIsphinxcontrib-qthelp2.0.0间接
PyPIsphinxcontrib-serializinghtml2.0.0间接
PyPIstack-data0.6.3间接
PyPIstarlette1.3.1间接
PyPIsympy1.14.0间接
PyPItables3.4.4间接
PyPIthreadpoolctl3.6.0间接
PyPItoml0.10.2间接
PyPItorch2.13.0间接
PyPItorchmetrics1.9.0间接
PyPItorchvision0.28.0间接
PyPItornado6.5.7间接
PyPItqdm4.68.4间接
PyPItraitlets5.15.1间接
PyPItriton3.7.1间接
PyPIty0.0.58间接
PyPItyping-extensions4.16.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2026.3间接
PyPIurllib32.7.0间接
PyPIuvicorn0.51.0间接
PyPIwatchfiles1.2.0间接
PyPIwcwidth0.8.2间接
PyPIwebsockets16.1间接
PyPIwidgetsnbextension4.0.15间接
PyPIyarl1.24.2间接
依赖安全公告 0

安装 pypi:ms2pip@4.2.0 会引入 29 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
{
  "data": {
    "repo": {
      "topics": [
        "machine-learning",
        "mass-spectrometry",
        "peptide-identification",
        "proteomics",
        "spectrum-prediction",
        "peptide-spectrum"
      ],
      "is_fork": false,
      "size_kb": 110157,
      "has_wiki": false,
      "homepage": "https://ms2pip.readthedocs.io",
      "languages": {
        "CSS": 775,
        "HTML": 1557925,
        "Python": 180950,
        "Jupyter Notebook": 565346
      },
      "pushed_at": "2026-07-13T17:01:59Z",
      "created_at": "2017-03-15T13:02:26Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-13T17:01:11Z",
      "description": "MS²PIP: Fast and accurate peptide spectrum prediction for multiple fragmentation methods, instruments, and labeling techniques.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "HTML",
      "significant_languages": [
        "HTML",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://www.compomics.com/",
      "name": "Computational Omics and Systems Biology Group",
      "type": "Organization",
      "login": "CompOmics",
      "company": null,
      "location": "Belgium",
      "followers": 129,
      "avatar_url": "https://avatars.githubusercontent.com/u/11630937?v=4",
      "created_at": "2015-03-24T13:14:30Z",
      "is_verified": null,
      "public_repos": 114,
      "account_age_days": 4143
    },
    "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": "v4.2.0",
          "kind": "minor",
          "published_at": "2026-07-13T17:02:00Z"
        },
        {
          "tag": "v4.1.2",
          "kind": "patch",
          "published_at": "2026-02-10T13:14:16Z"
        },
        {
          "tag": "v4.1.1",
          "kind": "patch",
          "published_at": "2026-01-07T14:27:13Z"
        },
        {
          "tag": "v4.1.0",
          "kind": "minor",
          "published_at": "2025-01-20T16:10:40Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2024-07-17T15:39:44Z"
        },
        {
          "tag": "v3.13.0",
          "kind": "minor",
          "published_at": "2024-03-05T16:17:37Z"
        },
        {
          "tag": "v3.12.0",
          "kind": "minor",
          "published_at": "2024-02-01T16:06:39Z"
        },
        {
          "tag": "v3.11.0",
          "kind": "minor",
          "published_at": "2023-02-27T00:37:37Z"
        },
        {
          "tag": "v3.10.1",
          "kind": "patch",
          "published_at": "2023-02-15T18:12:08Z"
        },
        {
          "tag": "v3.10.0",
          "kind": "minor",
          "published_at": "2023-02-01T12:38:01Z"
        },
        {
          "tag": "v3.9.0",
          "kind": "minor",
          "published_at": "2022-03-12T20:00:37Z"
        },
        {
          "tag": "v3.8.0",
          "kind": "minor",
          "published_at": "2021-11-14T22:42:48Z"
        },
        {
          "tag": "v3.7.1",
          "kind": "patch",
          "published_at": "2021-09-13T11:36:51Z"
        },
        {
          "tag": "v3.7.0",
          "kind": "minor",
          "published_at": "2021-09-09T09:33:53Z"
        },
        {
          "tag": "3.6.3",
          "kind": "patch",
          "published_at": "2021-01-25T12:51:36Z"
        },
        {
          "tag": "v3.6.2",
          "kind": "patch",
          "published_at": "2020-05-08T08:40:38Z"
        },
        {
          "tag": "v3.6.1",
          "kind": "patch",
          "published_at": "2020-04-01T12:38:25Z"
        },
        {
          "tag": "v3.6.0",
          "kind": "minor",
          "published_at": "2020-03-30T16:33:16Z"
        },
        {
          "tag": "v3.5.1",
          "kind": "patch",
          "published_at": "2020-03-04T16:46:57Z"
        },
        {
          "tag": "v3.5.0",
          "kind": "minor",
          "published_at": "2020-03-04T13:16:17Z"
        },
        {
          "tag": "v3.4.2",
          "kind": "patch",
          "published_at": "2019-12-31T15:07:16Z"
        },
        {
          "tag": "v20191029",
          "kind": "other",
          "published_at": "2019-10-29T17:39:30Z"
        },
        {
          "tag": "v20190624",
          "kind": "other",
          "published_at": "2019-06-23T15:46:27Z"
        },
        {
          "tag": "v20190312",
          "kind": "other",
          "published_at": "2019-03-12T19:32:51Z"
        },
        {
          "tag": "v20190130",
          "kind": "other",
          "published_at": "2019-01-30T19:50:52Z"
        },
        {
          "tag": "v20190120",
          "kind": "other",
          "published_at": "2019-01-20T17:45:17Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "4dc479ea90f7ac3c5caa8c1ccfec426f586cc4e7",
          "body": null,
          "is_bot": false,
          "headline": "bump: version bump",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T17:03:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "341a98fd32ffefec9a8d6d8761561047d403ad88",
          "body": "fix: update hardcoded default branch references",
          "is_bot": false,
          "headline": "Merge pull request #271 from CompOmics/fix/branch-rename",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T16:58:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c29e22f27f45e1b2893277a9df886b9b441883b9",
          "body": null,
          "is_bot": false,
          "headline": "fix: update hardcoded default branch references",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T17:00:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2fb536bbfae45b1353dead6777433d95d1b82275",
          "body": "Release 4.2",
          "is_bot": false,
          "headline": "Merge pull request #270 from CompOmics/release/4.2",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T16:47:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f35ed607ede8f5e5c142774f828ab9bbf7ba59f",
          "body": "feat: version bump and dependency updates ahead of release",
          "is_bot": false,
          "headline": "Merge pull request #269 from CompOmics/feat/bumps-and-versions",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T15:01:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea8a06e1f43ee261207766a219b44f92387fb432",
          "body": null,
          "is_bot": false,
          "headline": "feat: version bump and dependency updates ahead of release",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T14:47:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43dacb8e270a8f3598232fa9efcf76adbefef30b",
          "body": "Fix pydantic validation on `Spectrum`",
          "is_bot": false,
          "headline": "Merge pull request #268 from CompOmics/fix/spectrum-pydantic-validation",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T14:33:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a29fda439c280cb8381b408125f1b980eeeab9a",
          "body": null,
          "is_bot": false,
          "headline": "docs: add changelog entry for Spectrum pydantic fixes",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T14:30:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cb312b30cb372e86128246222103ca0b8ccacf9",
          "body": "model_validator(mode=\"after\") stacked with classmethod is deprecated\nand will break on pydantic v3. np.ndarray fields had no serializer,\nso model_dump_json() crashed and model_dump() left raw arrays. The\ndefault __eq__ also crashed on any array field with more than one\nelement.",
          "is_bot": false,
          "headline": "fix: correct pydantic v2 issues in Spectrum model",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T14:24:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5154ddf1177c90935068e885717095f39d226f93",
          "body": null,
          "is_bot": false,
          "headline": "fix: upgrade readthedocs config to use uv and drop git lfs",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-07-13T11:30:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04eb97c0cc973cbb0c97fd0ec94d125d9910d44e",
          "body": "bugfix: multirun ids are now unique",
          "is_bot": false,
          "headline": "Merge pull request #267 from CompOmics/fix/preloaded-multirun-dedup",
          "author_name": "ArthurDeclercq",
          "author_login": "ArthurDeclercq",
          "committed_at": "2026-07-10T13:27:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f0d591b41eef3e1706043a822208f3b99dd80f4",
          "body": null,
          "is_bot": false,
          "headline": "this does not lock good on you, so I am changing it back",
          "author_name": "ArthurDeclercq",
          "author_login": null,
          "committed_at": "2026-07-10T13:25:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "303d216a11e80f4a3ce3c2939cd55d3a8fa707cc",
          "body": null,
          "is_bot": false,
          "headline": "updated spectrum-utils dependancy, and gitignore",
          "author_name": "ArthurDeclercq",
          "author_login": null,
          "committed_at": "2026-07-10T13:19:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c324e482dc87948fcaf5a42624bf606ec473e217",
          "body": null,
          "is_bot": false,
          "headline": "bugfix: mutirun ids are now unique",
          "author_name": "ArthurDeclercq",
          "author_login": null,
          "committed_at": "2026-07-10T12:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60dc8fd8ade88286a9eeb4a18aef2a29694dc963",
          "body": "Fix/multirank psm annotations",
          "is_bot": false,
          "headline": "Merge pull request #266 from CompOmics/fix/multirank-psm-annotations",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-06-19T12:19:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6fa2cd7dad6485aa29d5df86ad329027851b1f2",
          "body": null,
          "is_bot": false,
          "headline": "fix: correct type annotations in search_space modification handling",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-06-19T12:13:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb67b50056a1323618e6722142303e6715c6a6a1",
          "body": "…eloaded command",
          "is_bot": false,
          "headline": "docs: Add CHANGELOG & update README to remove deprecated correlate-pr…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-06-19T11:52:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06cdeaa4d907681a37aa81a88da7b5c21d4081ce",
          "body": "…onstraints",
          "is_bot": false,
          "headline": "Update version to 4.2.0-beta.1 and improve dependency upper version c…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-06-18T15:30:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ee46827f80f8ade4e7737a1c0563b6d9d81ed49",
          "body": "…ti-rank inputs\n\npreloaded_to_annotations() previously keyed AnnotatedMS2Spectrum objects by spectrum_id, so when multiple PSMs shared a spectrum_id (e.g. rank-1 and rank-2 from the same acquisition), all of them received the first PSM's annotation regardless of their peptidoform. This caused incorr\n[…]\npeaks, peptidoform-independent) is still deduplicated by spectrum_id for efficiency. Raw MS2Spectrum inputs are unaffected: they still go through batch annotation per-PSM using each PSM's peptidoform.",
          "is_bot": false,
          "headline": "fix: use per-PSM annotation for preloaded AnnotatedMS2Spectrum in mul…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-06-18T15:24:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "da1b775e12b1fe833f8362c27d5671c46d6abbf3",
          "body": null,
          "is_bot": false,
          "headline": "Fix dynamic version config",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-22T15:23:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87f6acfba969e2c8b251eb81ec27c97988427dec",
          "body": "Cherry-pick fixes from fix/predict-library (PR #248)",
          "is_bot": false,
          "headline": "Merge pull request #264 from CompOmics/fix/predict-library-2",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-04-22T14:46:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b547f654badd5affbec9b5904a2413be30be0839",
          "body": null,
          "is_bot": false,
          "headline": "Improve type checks and fix some typing issues more elegantly",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-22T13:22:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee0135051fb36c105ab48208d246f159ff51a7b4",
          "body": "- Add min/max length validators to ProteomeSearchSpace\n- Fix _peptidoform_spaces empty check to use `is None` instead of truthiness\n- Add CUDA_VISIBLE_DEVICES workaround on XGBoost model load (dmlc/xgboost#11283)",
          "is_bot": false,
          "headline": "Cherry-pick fixes from fix/predict-library (PR #248)",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-17T16:02:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "347da26b1ede114c685320cd6df2184439407059",
          "body": "Refactor/cleanup python internals",
          "is_bot": false,
          "headline": "Merge pull request #263 from CompOmics/refactor/cleanup-python-internals",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-04-17T12:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9832fe07a0684a4ad50cb9a2b26ae5a46653d8d",
          "body": "…ructor",
          "is_bot": false,
          "headline": "Fix type error: wrap fasta_file in Path for ProteomeSearchSpace const…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-17T11:44:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "523e9a6e64e4091dc129b38150e00ab5e6a09d85",
          "body": "…ugging",
          "is_bot": false,
          "headline": "Increase maximum prediction threads and remove commented code for deb…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T19:00:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56b6de207306ab77517fa9349b0c9930fa52e445",
          "body": "Update the Python spectrum-processing flow to consume AnnotatedMS2Spectrum and Rust target extraction directly, refresh the related tests.",
          "is_bot": false,
          "headline": "Adapt ms2pip to updated ms2rescore-rs APIs",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T18:57:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68c2e23692961a94b9e8ae5b656eaccc1bb0ddfb",
          "body": "Split the flag-driven _correlate_internal into three focused functions\n(_predict_with_observed, _extract_observations, _extract_training_data)\nwith shared validation logic, improving readability and traceability of\neach code path.\n\n- Remove pass-through __init__ methods from Pydantic models, moving\n\n[…]\nverse_log2_transform() as the canonical inverse of\n  log2_transform(), replacing duplicated inline expressions\n- Remove stray debugpy import in xgb_models.py\n- CLI: Make logging level case insensitive",
          "is_bot": false,
          "headline": "Streamline Python internals and remove boilerplate",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T13:13:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b981a2e6e55759045031fb31747589bdd6d45e59",
          "body": "Merge `correlate_preloaded` into `correlate` with auto-detection of PSM `spectrum` property",
          "is_bot": false,
          "headline": "Merge pull request #262 from CompOmics/feat/merge-correlate-preloaded",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T09:54:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6adf0811b71ba7d999da3a63ff96652621b902c7",
          "body": "- Replace np.corrcoef with direct dot-product Pearson formula\n- Consolidate pearson() in correlation.py, reuse in result.py\n- Cache proforma_to_mass_shift with lru_cache (avoids recomputation)\n- Use model_construct for internal ObservedSpectrum creation",
          "is_bot": false,
          "headline": "Optimize correlation and spectrum construction performance",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T08:09:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f736842a00ef9e718b60b86bb66071c6f69a5ed6",
          "body": "Validate peptidoforms before passing to ms2rescore-rs: check for\nunsupported amino acids, sequence length (4-100), and missing charge.\nInvalid PSMs are skipped with an empty ProcessingResult and a single\nsummarized warning log message, matching the old silent-skip behavior.",
          "is_bot": false,
          "headline": "Skip invalid peptidoforms with summarized warning",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-15T06:59:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4d8cb59a6344fab12d73c7047855e82ba3a136c",
          "body": null,
          "is_bot": false,
          "headline": "Update im2deep dep",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T19:33:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75bee50b84047ed2f7ab83b1882cd0900a731290",
          "body": "Make `correlate` auto-detect whether PSMs carry preloaded spectra\n(MS2Spectrum/AnnotatedMS2Spectrum) or need file-based loading, removing\nthe need for a separate `correlate_preloaded` function.",
          "is_bot": false,
          "headline": "Merge correlate_preloaded into correlate with auto-detection",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T19:33:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "843721bfc79898457c593b2cee84876a1e1c1474",
          "body": "Update DeepLC and IM2Deep integration for their v4/v2 API rewrites",
          "is_bot": false,
          "headline": "Merge pull request #261 from CompOmics/feat/update-deeplc-im2deep",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T08:22:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f64fc00434191d333f8e4bb36a236f5013ca2f92",
          "body": null,
          "is_bot": false,
          "headline": "Pass processes to search space build call",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T08:20:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3cf9e3f7d82da8612400b4b34fa388327fca78b",
          "body": "- Extract _add_im_rt helper for DeepLC/IM2Deep calls\n- Pass processes via predict_kwargs for PyTorch thread control\n- Use bare type: ignore for optional dep imports\n- Use deeplc.predict instead of predict_and_calibrate",
          "is_bot": false,
          "headline": "Refactor RT/IM integration and pass thread count to predictors",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T07:46:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d256ca499eb490ddbc7895064385613485dfbdb",
          "body": "Move DeepLC and IM2Deep calls before the batch loop so they run once\non the full filtered PSMList instead of per batch.\n\nCloses #243",
          "is_bot": false,
          "headline": "Run RT/IM predictions once before batching in predict_library",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T07:12:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4436d8b46399da91e72d4330c252cbecb9ec29ea",
          "body": "- Replace retention_time.py and ion_mobility.py wrapper modules with\n  inline calls to deeplc.predict_and_calibrate() and im2deep.predict()\n- Both packages now take PSMList directly (no DataFrame conversion)\n- Lazy imports kept inside if-blocks to avoid loading PyTorch at import\n- Remove iRT calibration peptides (DeepLC v4 handles calibration)\n- Bump psm_utils requirement to >=1.5",
          "is_bot": false,
          "headline": "Update DeepLC and IM2Deep integration for v4/v2 APIs",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-14T06:15:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7b761cbbb0bb21c404ce951824ab0cd9f13b9f2",
          "body": "Replace C/Cython with ms2rescore-rs",
          "is_bot": false,
          "headline": "Merge pull request #260 from CompOmics/feat/replace-c-with-rust",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T20:29:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e07d2d260edfaacd9b6ed3f2f260c8a7798cfcf4",
          "body": null,
          "is_bot": false,
          "headline": "Suppress ty:unresolved-attribute for TagBase.mass in proforma conversion",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T20:25:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54750ef55b90a2ed79a66f110e14517b00e45904",
          "body": null,
          "is_bot": false,
          "headline": "Install all extras in CI typecheck for optional dep resolution",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T20:18:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3234a02364229fd19854a43373251a2c420a1ae7",
          "body": null,
          "is_bot": false,
          "headline": "Fix F402: rename loop variable shadowing annotations import",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T20:15:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19f85cde5d73bce45e6fdb8651ae7a571e7d8292",
          "body": "- Add ty to dev dependency group\n- CI typecheck uses uv run --group dev instead of uvx",
          "is_bot": false,
          "headline": "Add ty to dev dependencies and update CI typecheck",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T19:50:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75e26d2fc5e989bd02cdbf1cefa868d946347742",
          "body": "- Convert dev and docs from optional-dependencies to dependency groups\n- Bump ms2rescore-rs requirement to >=0.5.0a1",
          "is_bot": false,
          "headline": "Update project configuration",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T19:33:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb5ba82bd399fdce025ae1ff91e8e29a4f52cc46",
          "body": "- Fix correlate_single: preprocess spectrum (TIC norm, log2 transform)\n  before annotation and target extraction, matching correlate/\n  correlate_preloaded behavior\n- Fix proforma_to_mass_shift: use format spec :+.4f to handle negative\n  mass modifications correctly (was producing [+-value])\n- Add empty PSMList guard in _predict_batch_internal",
          "is_bot": false,
          "headline": "Fix review findings from branch diff",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T18:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbc19b14ff425f864e5975c51c0d744192f9a519",
          "body": "ms2rescore-rs rejects modification names like UNIMOD:Carbamidomethyl,\naccepting only accession numbers (UNIMOD:4) or mass shifts (+57.0215).\n\nAdd proforma_to_mass_shift() to convert Peptidoform objects to\nmass-shift ProForma strings before passing to Rust functions.\nUses manual string building (~1 µ\n[…]\ns sequence and N/C-terminal\nmodifications; does not handle labile, unlocalized, or interval\nmodifications (not used by ms2pip).\n\npredict_library now works with default modifications (Carbamidomethyl).",
          "is_bot": false,
          "headline": "Convert ProForma modification labels to mass shifts for ms2rescore-rs",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T17:52:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "634ee94ff7fd47d1a477ba26754c381ebf25960b",
          "body": "Remove legacy code:\n- Delete _cython_modules/ (Cython bindings, C source files)\n- Delete _models_c/ (C prediction model source files)\n- Delete _utils/encoder.py and tests/test_encoder.py\n- Inline AMINO_ACIDS constant in feature_names.py\n\nFix feature stacking bug:\n- Replace np.vstack with np.concaten\n[…]\nt_spectrum_processing: targets_from_annotations (basic, charge2,\n  highest intensity, unknown types, FragmentAnnotation objects),\n  annotate_spectrum\n- test_correlation: ms2pip_pearson, spectral_angle",
          "is_bot": false,
          "headline": "Remove C/Cython components and update workflows for Rust integration",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T17:02:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "44f7e4b4e7868a0f580c487731ae708be8d8a867",
          "body": "- Move annotate_spectrum, targets_from_annotations, and\n  load_and_match_spectra from spectrum_input.py to new\n  _spectrum_processing.py module\n- spectrum_input.py retains only the public read_spectrum_file function\n- Remove unused type: ignore comments for spectrum_utils imports\n  (now resolved when installed, suppressed at assignment for optional dep)\n- Fix spectrum_utils type ignores to target the actual issue\n  (None assignment, not unresolved import)",
          "is_bot": false,
          "headline": "Move internal spectrum processing to private module",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T16:10:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2e849d603db9a277f082dae2e5d0483fd42425c",
          "body": null,
          "is_bot": false,
          "headline": "Update docs",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T15:57:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af24d8bdcfbf69cbb4441085e560a94d64a8707a",
          "body": "- Add ty type checker to CI as separate typecheck job\n- Upgrade type hints to Python 3.11+ style across all modules\n  (dict, list, tuple, X | None instead of typing imports)\n- Make ProcessingResult.psm a required field (was Optional but always set)\n- Fix ProcessingResult.predicted/observed_intensity\n[…]\nl)\n- Add assert narrowing for spectrum type in correlate_preloaded\n- Suppress 64 remaining diagnostics from Rust extension stubs,\n  optional deps, and external library types with type: ignore[ty:rule]",
          "is_bot": false,
          "headline": "Add type checking with ty and fix typing issues",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T15:08:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "92ae66bb23857dc8b0824e24f9990743d37d5164",
          "body": "- Replace typing.Dict/List/Tuple/Optional/Union with native syntax\n  (dict, list, tuple, X | None, X | Y) across all package modules\n- Keep from __future__ import annotations for forward references\n  and runtime compatibility with Pydantic and multiprocessing types\n- Remove unused typing imports\n- Bump requires-python to >=3.11\n- Update black and ruff target-version to py311",
          "is_bot": false,
          "headline": "Upgrade type hints to Python 3.11+ style",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T12:32:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13bee22da1f3d0e1a89a6441f5be538ac9cd02a7",
          "body": "- Replace pip with uv in test and build workflows\n- Enable uv dependency caching in test workflow\n- Split test workflow into separate lint and test jobs\n- Use uvx for ruff linting, uv run for pytest\n- Use uv build for sdist and wheel packaging\n- Drop Python 3.9/3.10 from test matrix",
          "is_bot": false,
          "headline": "Streamline CI with uv and dependency caching",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T12:01:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "077a65f8eefe33c53227d8d9c13e0d8d1c8e33cd",
          "body": null,
          "is_bot": false,
          "headline": "Remove C/Cython components and update workflows for Rust integration",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T11:57:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d79f6787af26856268dfbcecc10b278aded4f664",
          "body": "…ation\n\n- Replace ms2pip_pyx (C/Cython) with ms2rescore-rs functions:\n  - ms2pip_compute_features() replaces get_vector()\n  - ms2pip_compute_theoretical_mz() replaces get_mzs()\n  - annotate_ms2_spectra() replaces get_targets()\n- Remove Encoder class, _Parallelized class, and Python multiprocessing\n \n[…]\nmodule\n- Move model validation and XGBoost orchestration to xgb_models module\n- Remove Cython/numpy build dependencies from pyproject.toml\n- Fix annotate-spectra CLI crash (.with_suffix() with no arg)",
          "is_bot": false,
          "headline": "Replace C/Cython code with ms2rescore-rs for all prediction and annot…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-13T11:52:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2bcb5bd5fc1f88dc9c083269560a95aeb77dd65c",
          "body": "…orm.",
          "is_bot": false,
          "headline": "Don't build for musllinux, as xgboost wheel is missing for this platf…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-08T13:08:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "989a5d5a02f2ccf460898ae50b9a22895feeedb5",
          "body": null,
          "is_bot": false,
          "headline": "Update build configurations and dependencies",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-04-08T10:52:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0ba83a3a94d0550a1bcd0d91e4939d81ce0f78",
          "body": "add functionality to parse spectra directly from ms2spectrum objects …",
          "is_bot": false,
          "headline": "Merge pull request #253 from CompOmics/ms2rescore-compatibility",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-03-26T12:54:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11026e6f8a024b6a0a3d3f25ee1901478727e0ad",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'releases' into ms2rescore-compatibility",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-03-25T10:59:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d77b30ebe13a03ab2fa16456122467f6a986a100",
          "body": "…ized\n\nIntegrate the MS2Spectrum processing path with the existing parallelized\ninfrastructure instead of duplicating XGBoost and encoding logic. Extract\nshared per-PSM processing in _process_spectra into a helper function to\nsupport both file-based and preloaded spectrum lookups.",
          "is_bot": false,
          "headline": "Refactor process_MS2_spectra into correlate_preloaded using _Parallel…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-03-25T10:53:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0aca6b32b86f34a0c7bbb116056a6a43676796aa",
          "body": "fix logging for spectral library prediction",
          "is_bot": false,
          "headline": "Merge pull request #257 from paretje/hotfix/logging",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-02-10T13:08:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2dc58caea7eced88091547901e4a39ddae8ece5",
          "body": "Add scipy to cibuildwheel pip_only_binary, avoiding failed builds",
          "is_bot": false,
          "headline": "Merge pull request #258 from CompOmics/fix/extend-pip-only-binary",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-02-10T13:05:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2248b5ee09b4ece7b90c8a46ba6517ea2966ad10",
          "body": null,
          "is_bot": false,
          "headline": "Add scipy to cibuildwheel pip_only_binary, avoiding failed builds",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-02-10T13:04:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18b204cbbb169fbaa81bd4d3dcd5430223ed64f7",
          "body": null,
          "is_bot": false,
          "headline": "drop console instance and use rich.print",
          "author_name": "Kevin Velghe",
          "author_login": "paretje",
          "committed_at": "2026-02-10T12:49:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed80dd0167c1525c537f83bcf55c3cc8022c04f",
          "body": "Don't disable logging during spectral library prediction. Remove console\nparameter to RichHandler, and use global console instance, as used by\n`track`.",
          "is_bot": false,
          "headline": "don't disable logging",
          "author_name": "Kevin Velghe",
          "author_login": "paretje",
          "committed_at": "2026-02-10T12:40:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "895b88dee82be98d760fc4f0af618f04426ddee6",
          "body": "…nodo\n\nPrefer genesis for model downloads, fall back to Zenodo",
          "is_bot": false,
          "headline": "Merge pull request #255 from CompOmics/fix/prefer-genesis-fallback-ze…",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-02-10T08:23:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c04052cd7d292a02a204d19110e314ba86aba56",
          "body": "… runners for macos; version bump",
          "is_bot": false,
          "headline": "Prefer genesis for model downloads, fall back to Zenodo; update build…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-02-09T15:36:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97889c90a0f6548083ec6c3bcf76196e72f47965",
          "body": null,
          "is_bot": false,
          "headline": "version bump",
          "author_name": "ArthurDeclercq",
          "author_login": "ArthurDeclercq",
          "committed_at": "2026-01-19T13:24:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0de462c5bc8bb3b45c569b1a703195771cb1f96f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'releases' into ms2rescore-compatibility",
          "author_name": "ArthurDeclercq",
          "author_login": "ArthurDeclercq",
          "committed_at": "2026-01-09T15:32:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4edc867eff8d3f56e4cc9018f9d266129c5bca88",
          "body": "CI: Don't build dependencies like pyarrow from source",
          "is_bot": false,
          "headline": "Merge pull request #252 from CompOmics/fix/ci-use-wheel-only",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2026-01-07T14:25:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72ec18cbc9712c2e66053e28bd1b0e401c9cf377",
          "body": null,
          "is_bot": false,
          "headline": "CI: Don't build dependencies like pyarrow from source",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2026-01-07T14:23:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "934cb0e19cb3c63d02bce6fd3c242a96a52e3dd6",
          "body": "…from ms2rescore-rs",
          "is_bot": false,
          "headline": "add functionality to parse spectra directly from ms2spectrum objects …",
          "author_name": "ArthurDeclercq",
          "author_login": "ArthurDeclercq",
          "committed_at": "2025-12-23T17:24:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6cb6b652ce43a55a1ee068184a8b4058b7a0618",
          "body": "Version bump",
          "is_bot": false,
          "headline": "Merge pull request #251 from CompOmics/version-bump",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-12-22T19:25:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15f80866f8e62ebe32d560935c9d5c867382704b",
          "body": null,
          "is_bot": false,
          "headline": "Version bump",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2025-12-22T19:08:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5ea2d9684288c190919bcf85a33aa075841771d",
          "body": "Fix support for sqlalchemy v2, keeping backwards compatibility with v1.4",
          "is_bot": false,
          "headline": "Merge pull request #249 from CompOmics/fix/support-sqlalchemy2",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-12-22T16:56:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6fa6dc5bece268cb9d6ce310d64a8dd875619ab",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'releases' into fix/support-sqlalchemy2",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-12-11T08:33:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3826d8b30daf336847d7beb926daca367390d856",
          "body": "…th in type hints",
          "is_bot": false,
          "headline": "Revert unneeded string conversion of path; use pathlike instead of pa…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2025-12-10T11:55:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fd23c2f297ac99ccad1a7d618bed15bfeb2ea7e",
          "body": "fix typo of max_length in search_space",
          "is_bot": false,
          "headline": "Merge pull request #245 from paretje/hotfix/fix-typo",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-12-10T09:41:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9181fe3a7ac28cc721b886d8c78d3bccf434d4e",
          "body": null,
          "is_bot": false,
          "headline": "Fix support for sqlalchemy v2, keeping backwards compatibility with v1.4",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2025-12-09T22:45:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39f5624ed8b9943776e8ae43470fe23f9ac998d6",
          "body": null,
          "is_bot": false,
          "headline": "fix typo of max_length in search_space",
          "author_name": "Kevin Velghe",
          "author_login": "paretje",
          "committed_at": "2025-05-28T12:51:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bac0012ad6ec0bdfd83ba861cbc1e8cd65d38fa2",
          "body": null,
          "is_bot": false,
          "headline": "Fix readthedocs (adding sphinx configuration key) (#241)",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-01-21T13:58:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4693a63ab6196068a75fd46967044ce2a9d010c",
          "body": null,
          "is_bot": false,
          "headline": "Undo temporary changes to CI for second build workflow run",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2025-01-20T19:31:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5611aa2391a12266b40310da540a70f944873051",
          "body": "…load",
          "is_bot": false,
          "headline": "Run release workflow again for missing Python 3.9 builds and sdist up…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2025-01-20T19:14:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c69d78d827d380a51acb9c4607297f72ed14c2dc",
          "body": "…ons; bump version (#240)",
          "is_bot": false,
          "headline": "Add Python 3.13 support (testing and builds); update dependency versi…",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-01-20T15:53:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "366583c6e96456f639c52d6fe88763ad25fdb707",
          "body": "* Remove old conversion scripts (mostly implemented in psm_utils now)\r\n\r\n* Docs: Move webserver api docs from wiki to readthedocs; Update docs on spectrum file input\r\n\r\n* Remove old train script (outdated; to be moved to docs)\r\n\r\n* Update readme (add missing correlate-single)",
          "is_bot": false,
          "headline": "Cleanup repository (#239)",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2025-01-20T15:30:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2feaf6239a24ddba1c2cbf773d88788ece65128b",
          "body": "Fix moving artifact wheels",
          "is_bot": false,
          "headline": "CI: Fix build and publish workflow (#238)",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T16:13:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc329af1974c26c7bbba8ba131a236cba3330723",
          "body": "Remove musllinux builds (no ms2rescore-rs builds)",
          "is_bot": false,
          "headline": "Merge pull request #237 from compomics/fix/remove-musllinux",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:48:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8015ad122a8b89f6451c1812dd057d423ca47a02",
          "body": null,
          "is_bot": false,
          "headline": "Remove musllinux builds (no ms2rescore-rs builds)",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:32:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0ea17b66953cd10d2baa6e16ea5398543a4f2fd",
          "body": "Output IM instead of CCS in predict_library",
          "is_bot": false,
          "headline": "Merge pull request #236 from compomics/output-IM",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:20:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c21b8b6f6e9562217aed95a00dd8763a24f2ae5",
          "body": "Update URL to download models",
          "is_bot": false,
          "headline": "Merge pull request #225 from paretje/feature/https",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:18:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1906b45fceaa3b8b3d586be5510fb4dbac241ac5",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'releases' into output-IM",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:12:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adf3be1d6969750a2976cad38ae5727b511df821",
          "body": "Add correlate_single usage mode (API only)",
          "is_bot": false,
          "headline": "Merge pull request #232 from compomics/feature/correlate-single",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T09:03:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccc56c90301453bcf22379c0395ac960d843f4b9",
          "body": "Update dependencies",
          "is_bot": false,
          "headline": "Merge pull request #228 from compomics/fix/deps",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T08:59:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "769b4b4affce101dfc9ea15d32e605f7dbe88641",
          "body": null,
          "is_bot": false,
          "headline": "Reset testing setup of build workflow",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T08:52:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75e82698e2660a4ac68bf42fec0f369dace5373e",
          "body": null,
          "is_bot": false,
          "headline": "Skip Python 3.13 builds",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T08:45:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e97f76f1b827d805fcd3b6160f0c28c3cf283895",
          "body": null,
          "is_bot": false,
          "headline": "Fix numpy v2 compatibility",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T07:06:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26d72640bbc89aaf9b17bdf790507d10a731501e",
          "body": "… fix/deps",
          "is_bot": false,
          "headline": "Merge branch 'releases' of https://github.com/compomics/ms2pip_c into…",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-20T06:57:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43a1a2a4f3a1ff737448e7a68538092a187945a7",
          "body": null,
          "is_bot": false,
          "headline": "provide ion mobility argument to predict_ccs",
          "author_name": "rodvrees",
          "author_login": "rodvrees",
          "committed_at": "2024-11-19T14:47:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32398ad4eed4adde4d14ff189551a9190d4cf80d",
          "body": "Update README.rst",
          "is_bot": false,
          "headline": "Merge pull request #234 from compomics/fix/readme",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-12T09:23:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88148c526e77c692cabbd77d8c1eaf57abd31ddb",
          "body": "Fix URL (fixes #233)",
          "is_bot": false,
          "headline": "Update README.rst",
          "author_name": "Ralf Gabriels",
          "author_login": "RalfG",
          "committed_at": "2024-11-12T09:22:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cdefd2e6b37f3d76a4c1dda4763ae75caaa44685",
          "body": null,
          "is_bot": false,
          "headline": "Add correlate_single usage mode (API only)",
          "author_name": "RalfG",
          "author_login": "RalfG",
          "committed_at": "2024-11-03T21:08:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 26,
      "commits_last_year": 78,
      "latest_release_at": "2026-07-13T17:02:00Z",
      "latest_release_tag": "v4.2.0",
      "releases_from_tags": false,
      "days_since_last_push": 14,
      "active_weeks_last_year": 12,
      "days_since_latest_release": 14,
      "mean_days_between_releases": 139.8
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "ms2pip",
          "exists": true,
          "license": null,
          "keywords": [
            "MS2PIP",
            "proteomics",
            "peptide fragmentation",
            "peak intensity prediction",
            "spectrum prediction",
            "machine learning",
            "spectral library",
            "fasta2speclib",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3 :: Only",
            "Topic :: Scientific/Engineering :: Bio-Informatics"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/ms2pip/",
          "is_deprecated": false,
          "latest_version": "4.2.0",
          "repository_url": "https://github.com/compomics/ms2pip",
          "versions_count": 38,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 2719,
          "first_published_at": "2019-12-29T20:41:56.441520Z",
          "latest_published_at": "2026-07-13T17:02:38.883370Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 14
        }
      ]
    },
    "popularity": {
      "forks": 19,
      "stars": 49,
      "watchers": 17,
      "fork_history": {
        "days": [
          {
            "date": "2017-03-15",
            "count": 2
          },
          {
            "date": "2017-03-16",
            "count": 1
          },
          {
            "date": "2017-03-17",
            "count": 1
          },
          {
            "date": "2017-03-28",
            "count": 1
          },
          {
            "date": "2019-05-06",
            "count": 1
          },
          {
            "date": "2019-06-26",
            "count": 1
          },
          {
            "date": "2020-02-11",
            "count": 1
          },
          {
            "date": "2020-07-10",
            "count": 1
          },
          {
            "date": "2020-09-21",
            "count": 1
          },
          {
            "date": "2020-11-01",
            "count": 1
          },
          {
            "date": "2021-01-26",
            "count": 1
          },
          {
            "date": "2021-03-26",
            "count": 1
          },
          {
            "date": "2022-03-04",
            "count": 1
          },
          {
            "date": "2022-04-27",
            "count": 1
          },
          {
            "date": "2023-08-19",
            "count": 1
          },
          {
            "date": "2023-11-27",
            "count": 1
          },
          {
            "date": "2024-08-01",
            "count": 1
          },
          {
            "date": "2025-06-25",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 19,
        "total_forks": 19
      },
      "star_history": null,
      "open_issues_and_prs": 5
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 28997,
      "source_files_sampled": 25,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 29,
        "malicious_count": 0,
        "assessed_package": "pypi:ms2pip@4.2.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.25,<3"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1,<3"
        },
        {
          "name": "pyteomics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.5,<5"
        },
        {
          "name": "sqlalchemy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.4,<3"
        },
        {
          "name": "click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7,<9"
        },
        {
          "name": "xgboost",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3,<3"
        },
        {
          "name": "lxml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4,<7"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13,<16"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2,<3"
        },
        {
          "name": "werkzeug",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2,<4"
        },
        {
          "name": "psm_utils",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.5,<4"
        },
        {
          "name": "ms2rescore-rs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.5.0,<2"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "click",
            "direct": true,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": true,
            "version": "6.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ms2rescore-rs",
            "direct": true,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.15.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "0.23.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "psm-utils",
            "direct": true,
            "version": "1.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyteomics",
            "direct": true,
            "version": "3.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyteomics",
            "direct": true,
            "version": "4.7.5",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "14.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": true,
            "version": "2.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": true,
            "version": "3.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": true,
            "version": "2.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "biopython",
            "direct": false,
            "version": "1.72",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "commonmark",
            "direct": false,
            "version": "0.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-bindings",
            "direct": false,
            "version": "13.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-pathfinder",
            "direct": false,
            "version": "1.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-toolkit",
            "direct": false,
            "version": "13.0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cython",
            "direct": false,
            "version": "0.29.2",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deeplc",
            "direct": false,
            "version": "4.0.0b1",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.22.4",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastobo",
            "direct": false,
            "version": "0.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.7",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "im2deep",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "lightning",
            "direct": false,
            "version": "2.6.5",
            "ecosystem": "pypi"
          },
          {
            "name": "lightning-utilities",
            "direct": false,
            "version": "0.15.3",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ml-dtypes",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.66.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpydoc",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas",
            "direct": false,
            "version": "13.1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc",
            "direct": false,
            "version": "13.0.88",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime",
            "direct": false,
            "version": "13.0.96",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu13",
            "direct": false,
            "version": "9.20.0.48",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft",
            "direct": false,
            "version": "12.0.0.61",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile",
            "direct": false,
            "version": "1.15.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand",
            "direct": false,
            "version": "10.4.0.35",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver",
            "direct": false,
            "version": "12.0.4.66",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse",
            "direct": false,
            "version": "12.6.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu13",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.30.7",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu13",
            "direct": false,
            "version": "2.29.7",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink",
            "direct": false,
            "version": "13.3.33",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvshmem-cu13",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "onnx",
            "direct": false,
            "version": "1.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "onnx2torch",
            "direct": false,
            "version": "1.5.15",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pip",
            "direct": false,
            "version": "26.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psims",
            "direct": false,
            "version": "1.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytorch-lightning",
            "direct": false,
            "version": "2.6.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "recommonmark",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "roman-numerals",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.21",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "semver",
            "direct": false,
            "version": "3.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "spectrum-utils",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "9.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "9.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autobuild",
            "direct": false,
            "version": "2025.8.25",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-automodapi",
            "direct": false,
            "version": "0.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-click",
            "direct": false,
            "version": "6.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jquery",
            "direct": false,
            "version": "4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tables",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchmetrics",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchvision",
            "direct": false,
            "version": "0.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.68.4",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ty",
            "direct": false,
            "version": "0.0.58",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.51.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 176,
        "direct_count": 15,
        "indirect_count": 161
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 144,
        "open_issues": 5,
        "closed_ratio": 0.942,
        "closed_issues": 81,
        "closed_unmerged_prs": 39
      },
      "bus_factor": 1,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "RalfG",
          "commits": 714,
          "avatar_url": "https://avatars.githubusercontent.com/u/26458971?v=4"
        },
        {
          "type": "User",
          "login": "paretje",
          "commits": 123,
          "avatar_url": "https://avatars.githubusercontent.com/u/4622838?v=4"
        },
        {
          "type": "User",
          "login": "sdgroeve",
          "commits": 94,
          "avatar_url": "https://avatars.githubusercontent.com/u/12020055?v=4"
        },
        {
          "type": "User",
          "login": "ArthurDeclercq",
          "commits": 66,
          "avatar_url": "https://avatars.githubusercontent.com/u/61241434?v=4"
        },
        {
          "type": "User",
          "login": "anasilviacs",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/17022777?v=4"
        },
        {
          "type": "User",
          "login": "jaspervdh",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/103642109?v=4"
        },
        {
          "type": "User",
          "login": "rodvrees",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/93122887?v=4"
        },
        {
          "type": "User",
          "login": "Cajac102",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/41333514?v=4"
        },
        {
          "type": "User",
          "login": "nielshulstaert",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/1124951?v=4"
        },
        {
          "type": "User",
          "login": "RobbinBouwmeester",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/20045867?v=4"
        }
      ],
      "contributors_sampled": 11,
      "top_contributor_share": 0.682
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build_and_publish.yml",
        "test.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 8,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 1,
            "reason": "Found 1/10 approved changesets -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 5 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "4dc479ea90f7ac3c5caa8c1ccfec426f586cc4e7",
        "ran_at": "2026-07-27T22:26:22Z",
        "aggregate_score": 6.1,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-13T17:02:42Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-13T16:58:24Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 56,
          "created_at": "2020-04-07T14:29:25Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 227,
          "created_at": "2024-09-09T18:04:13Z",
          "last_comment_at": "2024-11-03T21:32:02Z",
          "last_comment_author": "RalfG"
        },
        {
          "number": 242,
          "created_at": "2025-02-14T10:46:22Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 244,
          "created_at": "2025-04-23T08:16:44Z",
          "last_comment_at": "2026-07-14T07:43:28Z",
          "last_comment_author": "RalfG"
        },
        {
          "number": 265,
          "created_at": "2026-06-18T08:19:06Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/CompOmics/ms2pip",
    "host": "github.com",
    "name": "ms2pip",
    "owner": "CompOmics"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 67,
      "inputs": {
        "security": 69,
        "vitality": 72,
        "community": 49,
        "governance": 68,
        "engineering": 77
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 72,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "commits_last_year": 78,
              "human_commit_share": 1,
              "days_since_last_push": 14,
              "active_weeks_last_year": 12
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 14 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "12/52 weeks with commits",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 12
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "78 commits in the last year",
                "points": 17,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 78
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 84,
            "inputs": {
              "releases_count": 26,
              "latest_release_tag": "v4.2.0",
              "releases_from_tags": false,
              "days_since_latest_release": 14,
              "mean_days_between_releases": 139.8
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "26 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 26
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 14 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~139.8 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 139.8
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 14,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 14 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 14
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 49,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "forks": 19,
              "stars": 49,
              "watchers": 17,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "49 stars",
                "points": 27.3,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 49
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "19 forks",
                "points": 10.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "17 watchers",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "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"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "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": 57,
            "inputs": {
              "packages": [
                "ms2pip"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2719
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,719 downloads/month across pypi",
                "points": 45.8,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2719,
                      "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": "moderate",
        "name": "Sustainability & Governance",
        "value": 68,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 11,
              "top_contributor_share": 0.682
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 68% of commits",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 68
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "11 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "merged_prs": 144,
              "open_issues": 5,
              "closed_issues": 81,
              "issue_closed_ratio": 0.942,
              "closed_unmerged_prs": 39
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "94% of issues closed",
                "points": 44,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "144/183 decided PRs merged",
                "points": 30.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 144,
                      "decided": 183
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/10 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 129,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "CompOmics",
              "public_repos": 114,
              "account_age_days": 4143
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "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": "129 followers of CompOmics",
                "points": 15.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 129,
                      "login": "CompOmics"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "114 public repos, account ~11 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 114
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ms2pip"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 14
            },
            "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"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 14 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 14
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "38 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 38
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "machine-learning",
                "mass-spectrometry",
                "peptide-identification",
                "proteomics",
                "spectrum-prediction",
                "peptide-spectrum"
              ],
              "has_wiki": false,
              "homepage": "https://ms2pip.readthedocs.io",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ms2pip.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "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): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "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
            },
            "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": "branch protection is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 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": "Found 1/10 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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": "19 commit(s) and 4 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 0",
                "points": 0,
                "status": "missed",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:ms2pip@4.2.0 runtime dependency closure — what installing the published package pulls in — 29 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:ms2pip@4.2.0",
                  "assessed": 29
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 29,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": "excellent",
            "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": 29,
              "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": "excellent",
            "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"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 37,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.59,
              "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": "59 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 59,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "HTML",
              "largest_source_bytes": 28997,
              "source_files_sampled": 25,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "HTML without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "HTML"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/25 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 25,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T22:26:51.449767Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/CompOmics/ms2pip.svg",
  "full_name": "CompOmics/ms2pip",
  "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 v1.13.0、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.