公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 06:01 UTC

arbor-sim / arbor

The Arbor multi-compartment neural network simulation library.

C++ · AGS ScriptBSD-3-Clause★ 136 星标⑂ 67 复刻始于 2016年10月在 GitHub 上查看 ↗

arbor-sim/arbor 的健康指数为 100 分中的 73 分,处于「良好」区间。 其得分最高的类别是Sustainability & Governance(81/100),最低的是Security(52/100)。 最近一次更新在 2 天前。 近期的大部分工作由 3 位贡献者完成。

73
总分 / 100
良好

软件健康指数

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

73
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
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

14 关注者16 个公开仓库始于 2016年12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
PyPIarbor0.12.2-1666 天前simulatorneurosciencemorphological-detailhpcgpuc++

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?

71良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 2 天前
13.2/36提交节奏 — 52 周中有 19 周有提交
14/18提交量 — 最近一年 35 次提交
4/10OpenSSF Scorecard:Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
所用输入
commits_last_year35
human_commit_share1
days_since_last_push2
active_weeks_last_year19

发布纪律

76良好
评分方式
27/27有发布版本 — 已发布 19 个发布版本
36/36发布时效 — 最近一次发布版本于 66 天前
12.6/27发布节奏 — 约每 155.5 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count19
latest_release_tagv0.12.2
releases_from_tags
days_since_latest_release66
mean_days_between_releases155.5

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?

73良好 · 占总体的 18%
评分方式
34.6/60星标 — 136 个星标
15.2/25复刻 — 67 个复刻
7.2/15关注者 — 21 位关注者
所用输入
forks67
stars136
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(BSD-3-Clause)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

81良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
16/22.5提交分布 — 头号贡献者编写了 29% 的提交
13.5/13.5贡献者广度 — 34 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 13 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled34
top_contributor_share0.288
评分方式
44.2/46.8议题解决 — 94% 的议题已关闭
34.2/38.3PR 接受 — 已裁定的 PR 中 1,378/1,539 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs1,378
open_issues52
closed_issues895
issue_closed_ratio0.945
closed_unmerged_prs161
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
8.5/25所有者影响力 — arbor-sim 有 14 位关注者
21/25既往记录 — 16 个公开仓库,账户约 9 年
所用输入
followers14
owner_typeOrganization
is_verified
owner_loginarbor-sim
public_repos16
account_age_days3,504
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 66 天前
20/20版本历史 — 16 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
packagesarbor
ecosystemspypi
any_deprecated
min_days_since_publish66

工程质量

基础的工程与文档实践是否到位?

81良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 9 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 — 30 out of 30 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

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://arbor-sim.org
10/10仓库描述
10/10主题标签 — 7 个主题标签
10/10Wiki
所用输入
topicsneuroscience, hpc, cuda, gpu, mpi, modern-cpp, hip
has_wiki
homepagehttps://arbor-sim.org
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?

52中等 · 占总体的 16%

安全态势

52中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 13 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.2
已排除计分(无数据或不适用):branch_protection, packaging。 其余权重已重新归一化。

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。

53中等 · 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)
40/40可读的提交历史 — 100 次人类提交中有 100 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_share1
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — doc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — C++(静态类型)
0/10可复现环境
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
lockfiles
has_dockerfile
typed_language
bootstrap_filesdoc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — C++(静态类型)
54.7/55可控的文件大小 — 采样的 707 个源文件中有 4 个超过 60KB
所用输入
primary_languageC++
largest_source_bytes81,265
source_files_sampled707
oversized_source_files4

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 — example
所用输入
example_dirsexample
has_mcp_signal
api_schema_files

关键数据

136GitHub 星标
34贡献者
35最近 12 个月提交数
2距最近推送天数
19发布版本数
3巴士系数(bus factor)
52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
  • No resolved dependencies carried a version and a supported ecosystem

更多细节

Star 与 Fork 历史 0 ★ / 67 ⇿
0Star
67Fork
19发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

01325385063756732016-102021-082026-06
主版本 0次版本 4修订 7

每个点涵盖 9 天。

OpenSSF Scorecard 5.2 / 10
5.2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 · 2026-07-25 06:00 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
10Code-Reviewall changesets reviewed
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
PyPInumpypyproject.toml
全部依赖 8

来自 GitHub 依赖图的完整解析依赖集合:1 个直接依赖与 7 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
PyPInumpy直接
PyPIdocutils间接
PyPIfuro间接
PyPIlfpykit间接
PyPIpandas间接
PyPIseaborn间接
PyPIsphinx间接
PyPIsvgwrite间接
依赖安全公告 未评估

本报告未能完成公告比对:No resolved dependencies carried a version and a supported ecosystem

原始 JSON 报告 机器可读
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          "kind": "minor",
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          "kind": "patch",
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          "tag": "v0.8",
          "kind": "other",
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          "tag": "v0.7",
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          "tag": "v0.4",
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          "published_at": "2020-10-15T14:31:25Z"
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        {
          "tag": "v0.3",
          "kind": "other",
          "published_at": "2020-04-01T08:55:13Z"
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        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2019-08-26T14:45:43Z"
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        {
          "tag": "v0.2",
          "kind": "other",
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          "tag": "v0.1",
          "kind": "other",
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      ],
      "recent_commits": [
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          "oid": "7fc58cb583bc661b0b73f2de7633821d187e2ced",
          "body": "Adjust CMake to still export CUDA symbols despite removal of outdated\nmethod.",
          "is_bot": false,
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          "headline": "Add tutorial for reading E-fields. (#2502)",
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        },
        {
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          "body": "The __ARM_FEATURE_SVE preprocessor variable is always set when building\non Grace-Hopper - so the vls_sve_bits.h file will always be configured\nand included in simd/native.hpp\n\nThe value of ARB_SVE_BITS must be determined by CMake when\nvls_sve_bits.h is included, but it was only set in CMake when\nARB_VECTORIZE=on.",
          "is_bot": false,
          "headline": "Fixes broken build on aarch64+SVE when ARB_VECTORIZE=off (#2513)",
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          "body": "- Fix broken wheel\n- allow SIMD in wheels",
          "is_bot": false,
          "headline": "Do not set ARCH unless needed, allow vectorized wheels (#2510)",
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        },
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          "headline": "Post 0.12.1 (#2509)",
          "author_name": "Thorsten Hater",
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          "body": "Release v0.12.1",
          "is_bot": false,
          "headline": "V0.12.1 (#2508)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-22T12:01:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0675575127d4956fffe80a6065aa17260a93c4f8",
          "body": "Bug fix for critically broken MacOS / Apple Clang builds.",
          "is_bot": false,
          "headline": "Fix normalisation, add regression test, begin 0.12.1 (#2507)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-21T06:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a39d4c1038a5d3756b136816c5650d3f4bd868",
          "body": "# Release notes\n\nThis release constitutes a major improvement in terms of parallel\nperformance\nby replacing the underlying MPI algorithm (see our paper at IPDPS'26)\nand\nsetup time by improving label resolution and adding the access to raw\nlabels.\nOn the functional side, we introduced AdEx cells, add\n[…]\nrbor-sim/arbor/pull/2479\n* @marvinKaster made their first contribution in\nhttps://github.com/arbor-sim/arbor/pull/2486\n\n**Full Changelog**:\nhttps://github.com/arbor-sim/arbor/compare/v0.11.0...v0.12.0",
          "is_bot": false,
          "headline": "Release v0.12 (#2506)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-17T08:58:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82f5df88b80c10b5338bcf860930df27c9378b57",
          "body": "One more to make the wheels build",
          "is_bot": false,
          "headline": "V0.12.0 rc3 (#2505)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T18:25:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8f708f332aa8ea824c5b80cb4b2a1fc69f7348",
          "body": "# Preliminary release notes for v0.12\n\n## What's Changed\n* V0.11.0 rc by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2454\n* Release finalisation by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2455\n* CSCS CI by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2448\n[…]\nrbor-sim/arbor/pull/2479\n* @marvinKaster made their first contribution in\nhttps://github.com/arbor-sim/arbor/pull/2486\n\n**Full Changelog**:\nhttps://github.com/arbor-sim/arbor/compare/v0.11.0...v0.12.0",
          "is_bot": false,
          "headline": "final clean-up before v0.12 (#2504)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T09:22:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a893ab5764fc211606ae096a257fe6b62b5354bf",
          "body": "bump GH actions",
          "is_bot": false,
          "headline": "bump actions (#2503)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T11:16:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4214ff33b503fcdd6a914619eb0103dee19c0b8e",
          "body": "Due to changes in Spack's handling of custom repos, we decided to retire\nthe localised spack package and submit PRs upstream instead.",
          "is_bot": false,
          "headline": "Do no longer bundle Spackage. (#2498)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T07:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5c1bcd3432b9da988a546dacfc2179fcb260f4a",
          "body": "The current partition load balance gets a sibling: round-robin load\nbalance.\nThis is helpful when consecutive ranges contain similar cells, but the\noverall\nbalance is off. \n\nWhen trying out the Allen V1 model on JUWELS, we get this using\n`partition`\n```\n---- meters ----------------------------------\n[…]\n----------------------------------\nmodel-init                   4782.748        1535.923\nmodel-run                     496.480        6460.236\nmeter-total                  5279.228        7996.159\n```",
          "is_bot": false,
          "headline": "round robin load balance (#2500)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-09T07:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c053927ee39315f4a5e7436f4a64e5343511e74e",
          "body": "Adds a STDP case for the busyring benchmark (also cf. [here](https://doi.org/10.48550/arXiv.2411.16445)).",
          "is_bot": false,
          "headline": "STDP case for busyring benchmark (#2489)",
          "author_name": "Jannik Luboeinski",
          "author_login": "jlubo",
          "committed_at": "2026-04-09T05:48:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e43437906a5b191517b4c0e45bb98063a62cf539",
          "body": "Add more lenient options in the SWC parser. Required for the fruitfly\ndata sets.\n<img width=\"1392\" height=\"860\" alt=\"Screenshot 2025-07-11 at 16 17 51\"\nsrc=\"https://github.com/user-attachments/assets/dbba8cbe-d26c-48a1-b5b1-611c4e75a142\"\n/>",
          "is_bot": false,
          "headline": "Allow more SWC files in the parser (#2471)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2756097999ad7704c4b78d01b8b0de70457a8e87",
          "body": "Aims to make mechanism handling a bit more efficient by\n1. adding some peephole optimisations to modcc\n2. compressing contiguous runs of indices [0, 1, ... n] into ranges [0,\nn]\n3. Adding more, platform independent tests to the partition suite.",
          "is_bot": false,
          "headline": "Perf/compress contiguous (#2470)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032a4397729f85ef81805833ec007c4927e6424e",
          "body": "…on (#2501)\n\n- replace `std::unordered_map` with a vector of pairs in\n`mechanism_desc`\n- allow `[]` access in Python interface for parameters of mechanisms.",
          "is_bot": false,
          "headline": "Flat map in mechanism description for 1.5x speed-up in synapse creati…",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:05:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "061e79f5ad148a7c409dca30aba5a9c3b90bc670",
          "body": "- Add units to `cv_policy_max_extent`\n- Add `cv_policy_max_extent_um` for compatibility\n- Add `default_cv_policy` to Python\n- Add more docs to cv policy section\n- Check for negative extents\n\n:warning: Breaks compatibility wrt use of `cv_policy_max_extent`",
          "is_bot": false,
          "headline": "units in cv policy (#2495)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-03-03T10:36:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef8123be8454543a637a0f03e04bb80e2d6d114a",
          "body": "Add Adaptive Exponential Cells to Arbor. \n\nCloses https://github.com/arbor-sim/arbor/issues/1832\n\nMore on request.",
          "is_bot": false,
          "headline": "Add AdEx cells. (#2230)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-08T19:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2366842e671495d8ed231dc302cda445a93c6d86",
          "body": "Improves instruction generation, godbolt shows roughly 1/3 less AVX\nassembly.",
          "is_bot": false,
          "headline": "Better use of __restrict__ (#2476)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0fc26ea077feeac06cd78e46da160775b2715f",
          "body": "Forgotten override results in warning, fixed.",
          "is_bot": false,
          "headline": "Fix override (#2493)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17b9ffc69f2d993df34db786487d4a9f6939adea",
          "body": "- i_clamp as the one true name\n- make labels optional on `place` ing i_clamps\n\n⚠️ Breaking API: Python `iclamp` now is called `i_clamp` like C++. ⚠️",
          "is_bot": false,
          "headline": "Clean-up iclamp interface (#2494)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:21:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b890b874f3222514ece2fe887f904481f47c98d8",
          "body": "Introducing nested timers. You can now create timed sections within\nother timed sections. The spent time will be outputted in a hierarchical\nformat.\n\nCode example\n```\nPE(first_timer);\n//...\nPE(second_timer);\n//...\nPL(second_timer);\n//...\nPL(first_timer);\n```\n\nExample output of the ring benchmark\n```\n[…]\n partition                    0      0.000         0.000              0.0     0.000      0.0    \n    generators                     0      0.000         0.000              0.0     0.000      0.0  \n```",
          "is_bot": false,
          "headline": "Nested timers (#2486)",
          "author_name": "marvinKaster",
          "author_login": "marvinKaster",
          "committed_at": "2026-02-04T09:42:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5c19c004a9f5bdbf79aba64a819d04b03fa001eb",
          "body": "- Add cosimulation tutorial \n- fix a nasty bug in the Python interface to remote.",
          "is_bot": false,
          "headline": "Co-simulation tutorial (#2492)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-30T07:56:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b0b832e0ea6a9561bbd804331dd80f5b97049cc",
          "body": "Fix usage of deprecated numpy functionality.",
          "is_bot": false,
          "headline": "Don't use deprecated numpy functions (#2490)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-12T11:16:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2170058cd6cd5ff8e6b3d50480466cf6e5ad070e",
          "body": "2025 ▶️  2026",
          "is_bot": false,
          "headline": "Update year :tada: (#2491)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-09T14:07:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90996de62a425e582e96b7ddc261cc5909e7bcda",
          "body": "Use the R123 `threefry` generator for (Poisson) schedules. \n\n⚠️ This will _change_ the detailed output for everything using Poisson\ngenerators ⚠️\n\nCloses: #2243",
          "is_bot": false,
          "headline": "Use CBRNG in schedules. (#2386)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-27T11:32:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b23b399d3382aa28b124c7fffa47703eeb36de6",
          "body": "…#2460)\n\nChange the internal communication model of the simulator to improve\nscalability in scenarios involving hundreds of ranks.\n\n---------\n\nCo-authored-by: Thorsten Hater <24411438+thorstenhater@users.noreply.github.com>\nCo-authored-by: ibanezbm@unican.es <takkarpool@gmail.com>",
          "is_bot": false,
          "headline": "Replace MPI_Allgatherv with MPI_Alltoallv for communication pattern (…",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-12-17T13:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e99a49c9408dfab3206cdc85250cbdfc19dcc8f2",
          "body": "Check whether we can compile a trivial program using the supplied flags.\n\nBump the minimal MacOS version in CI\n\nFixes #2487",
          "is_bot": false,
          "headline": "Add trivial compiler test (#2488)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-09T11:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "215c392b5993f268b0891695143b7b022bac92ed",
          "body": "Cable cells can now probe for the ion reversal potential eX.",
          "is_bot": false,
          "headline": "Add probing of eX. (#2478)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:52:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38220af0081180f73c503a3e83e520256d2bca49",
          "body": "- remove hard coded check for PB11 version\n- Update dependecies.csv to remove submodules for CPM\n- align versions in CPM and depdencies.csv\n- add unordered_dense\n- bump gtest to 1.17 & fix warnings for dropped return values\n- clean-up leftover mentions of `json_library_name` (empty) in CMake\n- search for proper name of `nlohmann-json`. \n- properly add json to export set.\n\nfixes #2472",
          "is_bot": false,
          "headline": "Align versions (#2481)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef667f69ef5e36c75a47fe41fc95fd6e47412382",
          "body": "This pull request fixes issues in the GPU tests introduced in PR #2465\nand PR #2264.\n\nChanges include:\n- Fixed the event stream GPU test implementation.\n- Fixed the handling of the \"dt\" parameter in the serdes test.\n\nThese fixes ensure that the GPU tests run reliably again.",
          "is_bot": false,
          "headline": "Fix GPU test issues (#2479)",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-09-04T10:36:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3143c03186142c8fba2f723f1661416cde12811",
          "body": "bump pybind11 to latest major\n\nFixes #2473",
          "is_bot": false,
          "headline": "Bump pb11 to latest major version (#2475)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-09-01T08:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2678998ebb45b38d7550a8c640b602e85801cb1",
          "body": "- Fix iterator issues using concepts\n- Remove group index from the simulation object.\n- clean up / refactoring.",
          "is_bot": false,
          "headline": "Many small refactoring / clean-ups / memory savings (#2465)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-08-14T13:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf4c0f46f49e3d14f17d8ae60ba0810faa1952ed",
          "body": "Simpler if more code",
          "is_bot": false,
          "headline": "Remove typed map and refactor cable cell (#2468)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34dca055e9a165d0d95d0a0419a3b5705b95a78e",
          "body": "`std::max/min` don't generate specialized PTX for double/float, so use\n`std::fmax/fmin/fmaxf/fminf` instead.\n\nFollowing https://karimsayedre.github.io/RTIOW.html \nUsed https://godbolt.org/z/bj9YWEGqG",
          "is_bot": false,
          "headline": "use better builtins for double max/min  (#2469)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c70b22e419cc582625bb928ebcbd272f8686829",
          "body": "- Clean-up Python side of label dict\n- Add erase to Py/C++\n- Convenience methods in Py\n  - `get` with default\n  - `setdefault`\n  - Construct like a dict: `A.label_dict(x='(all)')` \n\nCloses #1535",
          "is_bot": false,
          "headline": "🐍  Polish `label_dict` (#2451)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-28T08:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a540b4714bfc44382f59c5531bdb765a8f9b1c66",
          "body": "Do not store key/counter arrarys if not needed. Save `O(#CV)` memory in most cases.",
          "is_bot": false,
          "headline": "Only store PRNG data if needed (#2467)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-27T12:44:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "459d408b3ef47ca3e58bb9682771ad84073e7970",
          "body": "Properly guard against probing elided arrays.",
          "is_bot": false,
          "headline": "Fix crash on probding elided values (#2466)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-26T13:45:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efab2b4ebf6802254fac7ddb6a014165904742f1",
          "body": "Allow users to explicitly opt out of label resolution when needed. This\nis available\nin two steps: using some manually resolved connections and disabling\nresolution\ncompletely, turning string labels into hard errors. The latter will also\nskip the MPI\nstep. Manual connections will not be checked for \n[…]\n----------------------------------------------------------------------------------\nmodel-init                      3.717\nmodel-run                      15.392\nmeter-total                    19.109\n```",
          "is_bot": false,
          "headline": "Add an escape hatch to label resolution (#2459)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T11:29:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf363cac9f7b214b8971bade17c37f1033696b7c",
          "body": "Splat gid -> (rank, index) into two vectors\n```\n  {\n    \"name\": \"run_n=128_d=10-complex=true\",\n    \"num-cells\": 8192,\n    \"num-tiles\": 4096,\n    \"synapses\": 1000,\n    \"min-delay\": 5,\n    \"duration\": 250,\n    \"ring-size\": 4,\n    \"event-weight\": 0.2,\n    \"record\": false,\n    \"spikes\": false,\n    \"dt\":\n[…]\n----------------------------------------------------------------------------\n  model-init                     47.805\n  model-run                      16.080\n  meter-total                    63.885\n```",
          "is_bot": false,
          "headline": "Refactor domain decomposition (#2457)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T10:14:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d30b0aed733506815b398c1f21897a9df24be7a8",
          "body": "This targets the construction phase in extreme scale scenarios, with\nquite dramatic effects.\n\n# Benchmark\n\nuse ankerl's hashmap\n``` json\n{\n  \"name\": \"run_n=128_d=10-complex=true\",\n  \"num-cells\": 8192,\n  \"num-tiles\": 4096,\n  \"synapses\": 1000,\n  \"min-delay\": 5,\n  \"duration\": 250,\n  \"ring-size\": 4,\n  \"\n[…]\n-------------------\nmodel-init                      4.931\nmodel-run                      15.697\nmeter-total                    20.628\n```\nSplit maps into those with a single item range and all others.",
          "is_bot": false,
          "headline": "Major Optimisations in Label Resolution (#2458)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-20T06:17:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "776a29a52b6adc7b3e3b23bf8c9b150732d64653",
          "body": "- Add C++ API of locset, region, and iexpr manipulation to the docs.\n- Add C++/Python API of event generators and schedules\n\ncloses #1242",
          "is_bot": false,
          "headline": "Fill in a missing part of the docs (#2462)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-12T08:16:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f6fd6719992ab1bdbb61bd12a3b74f0cd798d97",
          "body": "Add `tiled-busyring` for local performance experiments for large scale\nsimulations.",
          "is_bot": false,
          "headline": "Add tiled busyring (#2456)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:33:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c44a406e9c4488d7be0a9c2d1f11bd748a0a72",
          "body": "Builds on #2447. \n\nFurther clean-up of infrastructure in `communicator` and `event_stream`.\nReduce intermediate datastructures\non the CPU side. Host memory is a critical resource during large (GPU)\nbenchmarks.\n\n### connection update\n\nEliminates intermediate host-side array of `cell_connections` and \n[…]\nrectly.\nOutlined a few ideas wrt to parallelisation.\n\n### spike delivery\n\nEliminate intermediate list of spikes in event delivery and push events\ndirectly into streams.\nTraverse streams in time-order.",
          "is_bot": false,
          "headline": "Re-factor connection setup and event dispatch. (#2449)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:22:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "01d9c92b7f6bc3d173ec074f98e0327705fe5b94",
          "body": "💀",
          "is_bot": false,
          "headline": "CSCS CI  (#2448)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-29T06:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "486cf55f3195b55bdee67857be12eebcf2077bf6",
          "body": "Finalise release and enter new cycle.",
          "is_bot": false,
          "headline": "Release finalisation v0.11.0 (#2455)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-25T18:53:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf234aa82f497258d1f330ff9311d92463f1929a",
          "body": "- Deprecate Python 3.9 according to schedule\n- Fix issues w/ CMake 4.0\n- Fix issues w/ units\n- Fix issues w/ pyproject.toml / twine",
          "is_bot": false,
          "headline": "V0.11.0 rc (#2454)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-24T17:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a23b764c496a74d9372fbe18aaffacca81ad937e",
          "body": "Bump JSON lib to 3.12 (hopefully) fixing the CMake 3.5 error\n\n(Don't worry about Spack, that's coming)",
          "is_bot": false,
          "headline": "Bump JSON (#2452)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-17T10:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2f1851863cc12ea544ac0edce1fcbd435bc62d3",
          "body": "Clean-up semantic checks on parameters, ensure connections have finite delay.\n\nCloses #2263",
          "is_bot": false,
          "headline": "Stricter checks on network construction / simulation parameters. (#2264)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-02T10:47:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4ff08ceef2760796538c4117a259fd2104442ed",
          "body": "Re-factor event dispatch, making it slightly faster.\nBuilds on #2433 \nCloses #2431",
          "is_bot": false,
          "headline": "Polish event dispatch (#2434)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-07T19:11:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19c6e294fafcd34ba34aecbef7222b30905e4cfd",
          "body": "- Simplify logic and maths\n- Remove double application of `qt`\n- Align style and usage of both files.",
          "is_bot": false,
          "headline": "Clean up K_T and K_P. (#2428)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-05T09:01:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbb63e260622c923f34b4e04b01255e8708efe02",
          "body": "Add missing scaling to diffusivity parameter.\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>",
          "is_bot": false,
          "headline": "Adjust Diffusion Scaling (#2439)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-04T14:13:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79983144e6f20b268950cb6b3b5e8c1496ef43a0",
          "body": "- bind the correct class `py_ion_data`\n- use `LOCAL`  conductances.",
          "is_bot": false,
          "headline": "Fixes for cantata (#2438)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-02-12T13:27:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f2766d23ce70026bab38fa8149376b1cff2a85",
          "body": "Replace custom `introsort` with `std::sort`.",
          "is_bot": false,
          "headline": "📊 Sort spikes. (#2433)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-27T19:22:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257e74f4570a3fde03500c2d416afce81dda8b4d",
          "body": "By careful re-analysis of the diffusion solver we found that the\ncoeffiecients of the LHS need an additional factor of the CV Volume.\n\nScopes be creeping. During the analysis it became apparent that the\nduring coupling to the cable equation proper raises at lot of potential\nproblems.\n\nConversion of \n[…]\ndd the\nproper Nernst model, too.\n\nfixes #2145 \nrequires #2209\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Diffusion: tests, fixed coefficients in the solver, & tutorial (#2226)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-22T06:36:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "637712fa0e59fa2d085cf330d669879d07b8e79a",
          "body": "Fix included lines.",
          "is_bot": false,
          "headline": "fixed code line number (#2437)",
          "author_name": "Han Lu",
          "author_login": "ErbB4",
          "committed_at": "2025-01-15T12:01:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "342fa364c1339f517897504a822eb3972dc33d47",
          "body": "Modcc parses `-X^2` as `(-X)^2`, causing misbehaviour of expressions like\n```\nexp(-(v - 80)/10)\n```\nExamples are \n- Allen catalogue: K_P, K_T, Kv2like\n- BBP: K_Tst, K_Pst\n  \n\nFixes #2015",
          "is_bot": false,
          "headline": "Erroneous precedence handling for `^` in modcc (#2432)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-08T11:26:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18baa9e3c1d1e26e35d63b951db900e0a04e86ec",
          "body": "2023 -> 2025",
          "is_bot": false,
          "headline": "Bump year (#2435)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-07T13:37:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe9f3b45c1f136a6c4f33bcc18efc1a486c0d79f",
          "body": "1. Add the option to use a simple HH cell to the Brunel example. \n2. Add correct group size controls to Brunel\n3. Add more integration tests\n4. Make `lif_cell` an aggregate, which enables C++20 designated\ninitializers i.e. `lif_cell {.Vm=42_mV}`.\n\nThis enables us to\n- test/benchmark the event delive\n[…]\nfew integration tests checking the invariance across CPU/GPU and\ngroup size with both paths\n- add optimizations of said code paths later.\n\n**Known issues**\n\nSpike counts will diverge with Apple Clang.",
          "is_bot": false,
          "headline": "Add cable cell option to Brunel example (#2430)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:27:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4950671be8d343515571a500bf5c37c27d3fd23b",
          "body": "Add tutorial about the high-level network description.",
          "is_bot": false,
          "headline": "Add connectivity tutorial. (#2427)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:16:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2dd9544ac714b8638549b04fbea1bb14685ea85",
          "body": "Add a tutorial on how to engineer structural plasticity in Arbor using a homeostatic rule.\r\nRead the preview here\r\n\r\nhttps://arbor--2418.org.readthedocs.build/en/2418/tutorial/plasticity.html\r\n\r\nHere's a teaser of the final result:\r\n![03-rates](https://github.com/user-attachments/assets/2e8e4cfe-8c3d-4924-95a9-0e5e2d2bba9a)\r\n\r\nUpdate: finished the tutorial.",
          "is_bot": false,
          "headline": "Plasticity tutorial (#2426)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-11-25T15:55:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "625237a4872d0a4ceeac09641b709bd021e94214",
          "body": "Tiny oversight.",
          "is_bot": false,
          "headline": "Add iostream to forest (#2423)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T12:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ba170a01860962866a43ec7b9b80eb21e082a70",
          "body": "# Tree\r\n\r\nFixes --- likely a spurious --- warning in `tree.cpp`:\r\n```\r\n[2/6] Building CXX object arbor/CMakeFiles/arbor.dir/tree.cpp.o\r\nIn file included from /opt/homebrew/Cellar/gcc/14.2.0/include/c++/14/algorithm:60,\r\n                 from /Users/hater/src/arbor/arbor/tree.cpp:1:\r\nIn function 'typ\n[…]\nince I am for warning free code and\r\ndon't want to annotate with a pragma.\r\n\r\n# General\r\n\r\nRemove spurious includes.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "🧹 Fix GCC complaints (#2400)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T05:14:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b8b768d6aed3aa1e72b91912753d98bbc17fb44c",
          "body": "# Introduction\r\n\r\n- Do not allocate and fill storage for resetting ion concentrations if\r\nthese are never changed.\r\nReasoning: If concentrations are never changed, we do not reset them and\r\nthus do not need\r\n  to store the values. \r\n- Remove a duplicate of the CV area in solver and shared state and \n[…]\nling on GPU\r\n- pybind11 stub generation\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce redundant GPU allocations (#2393)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-23T17:38:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd2718c3e16d66342239130b586867df3d38afe4",
          "body": "We require at least gcc12",
          "is_bot": false,
          "headline": "use supported compiler for codeql (#2422)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T15:47:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5eab34508f36487a6a68572888dfddcc0c21d9b6",
          "body": "- fix event stream when more than one cell in a cell group have same\r\nsynapse\r\n  - events would previously no longer necessarily be sorted by time\r\n- in order to simplify: also sort with respect to mechanism index (as\r\nwas previously only required for the gpu backend)\r\n  - add pertinent test\r\n- while cleaning up: overhauled the event related files and data\r\nstructures\r\n  - removed dead code\r\n- made event handling less generic (this feature was not used anywhere)",
          "is_bot": false,
          "headline": "event handling: fix a bug and clean house (#2421)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T08:21:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9de9174d044bd9145aa0eea2521c5da19307374a",
          "body": "Bubbling up ion access information from modcc allows us to skip\r\nallocation of `Xi` and `Xo` iff\r\nno mechanism reads those values. \r\n\r\nA minor problem: Sampling may try to touch data that doesn't exist;\r\nhowever who'd ask for `Xi`\r\nif they never use it? \r\n\r\nStacking this PR on top of #2393 the memor\n[…]\nher 5% down to 77%\r\nif the original value.\r\n\r\n### Todo\r\n- [x] Guard against sampling  non-existing `Xi`/`Xo`\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce even more GPU allocations (#2394)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-21T09:43:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f302088507bee6bdf6c7a838eb340f42bbab7f80",
          "body": "This concludes the introduction of 'labels' for synapse identification /\r\nplacements started back in\r\nPR #1504 by @noraabiakar. Labels are now used when probing a synapse's\r\nstate.",
          "is_bot": false,
          "headline": "Allow probing of point state by tag. (#2417)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T13:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76120d16c00ae67128c3c69421ab712f985f3445",
          "body": "This PR rectifies a long-standing issue since the introduction of\r\n`decor`:\r\nCV discretization was treated as a defaultable value instead of a cell\r\nproperty, along with bio-physical properties.\r\n\r\nThis lead to some awkward facts:\r\n- Intermingling of bio-physics and numerical settings\r\n- Discretizat\n[…]\nes.\r\n- Hide internal `cv_policy` constructors.\r\n\r\n⚠️ Breaks `.acc` by upgrading from 0.9 to 0.10 ⚠️ \r\n\r\nCloses #1408\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor discretization. (#2415)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T11:30:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d1f82e2b738080d0c90c65258bd5361a5bbfd01",
          "body": "Some justifications:\r\n- power & Co: only useful on Cray, likely outdated. Use external power measurements if this is relevant.\r\n- trace.hpp was never used and was locked_ostream's only user.",
          "is_bot": false,
          "headline": "Clean-up redundant items: files and functions. (#2410)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17d6f9f566424db7b89110c4fc17f8bb4d3480c5",
          "body": "Utter a dire warning for those who try to build with outdated and/or weird compilers.\r\nXLC is no longer a thing, so we remove checking for it.",
          "is_bot": false,
          "headline": "Check for supported compilers. (#2411)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e6e2419a84469dcfc44acf3009ab1441b53c64a",
          "body": "Fix DOI link.",
          "is_bot": false,
          "headline": "Fix me. (#2420)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-14T08:51:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca8a5a0a682cbf501d9911cbd3a170b596dd1f8",
          "body": null,
          "is_bot": false,
          "headline": "spack: variant for hwloc support (#2419)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-08T09:39:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6524ce770587d5a35edb5d114b13414712a0a5e2",
          "body": "Building arbor on WSL from a clone checked out with Windows line endings\r\ncauses the following error:\r\n\r\n```\r\n[  0%] Generating _always_rebuild\r\n[  2%] Generating version.hpp-test\r\n/usr/bin/env: ‘bash\\r’: No such file or directory\r\nmake[2]: *** [arbor/include/CMakeFiles/generate_version_hpp.dir/buil\n[…]\n`bash` directly to the custom command seems to fix the\r\nproblem. I don't know how to confirm whether the `version.hpp-test`\r\nmechanism still works as intended, so someone should probably review\r\nthat.",
          "is_bot": false,
          "headline": "Avoid `bash\\r` with gitattributes eol (#2252)",
          "author_name": "Robin De Schepper",
          "author_login": "Helveg",
          "committed_at": "2024-10-02T06:36:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f31da14f8900ee2b234fa44bccbc919b693ccb1",
          "body": "fixes #2413",
          "is_bot": false,
          "headline": "Fix molarity scaling. (#2414)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-23T09:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "502f38577f1456b92913dd661b0af72c45122b40",
          "body": "Fix bug in test suite found by ASAN/TSAN.\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix memory based on PR \"less event data\" (#2407)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-19T18:07:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c7312e78e8c2ef418a2c586720c227f7e182802",
          "body": "First step along the road to C++20: Use the `<=>` operator instead of\r\nhomebaked macros.\r\nAlso says goodbye to MacOS 12 and associated apple-clang, which is\r\ncompletely out of touch.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "C++20 Spaceship operator (#2401)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:28:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19327a871fbccdf6380e6b589540c925b109be35",
          "body": "`pyproject.toml` now reads `VERSION`.\r\n\r\nAlso, ignore CPM cache.\r\n\r\nCloses: #2201",
          "is_bot": false,
          "headline": "Make version dynamic (#2403)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:27:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "058868a84bf423e60b4beca828958dc30cb6ac9a",
          "body": "1. rename C++ `catalogue::import` to `catalogue::extend` as `import`\r\nwill likely be a reserved word due to modules\r\n2. Use an empty default for the prefix. 99% real world examples use an\r\nempty prefix.\r\n3. Adjust tests and examples accordingly.",
          "is_bot": false,
          "headline": "Clean-up catalogue extension. (#2409)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:21:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "617434a43ee3c57cdb5c0dae422de6f959bde966",
          "body": "`clock.hpp` has become redundant over `std::chrono` and was replaced\r\nwith `monotonic_clock`.",
          "is_bot": false,
          "headline": "Remove clock for std::chrono (#2408)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:19:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "This PR optimizes event handling by removing the intermediate structure\r\ncreated by this chain\r\nof transformations:\r\n1. `event_lanes := vector<vector<event>>` (one lane per local cell, each\r\nlane sorted by time)\r\n2. `staged_events_per_mech_id :=\r\nvector<vector<vector<deliverable_event>>>` (one vecto\n[…]\nngly _locally_ all tests pass on my dev\r\nmachine regardless of optimisation, vectorisation, and assertion\r\nsettings.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
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          "body": "unit tests and examples now run again on CSCS premises:\r\n- eiger: 2x AMD EPYC 7742 (multicore)\r\n- todi: 4x GH200 modules (gpu: arbor is compiled with cuda 12.4 and runs\r\non the H100)\r\n\r\nThe distributed tests are not enabled as of now (due to current problems\r\nwith the gitlab runners). Once this is f\n[…]\n make a comment with the content\r\n`cscs-ci run default`.\r\n\r\nOther changes:\r\n- use rpaths for pyarb: helps the linker to find pugixml\r\n- mark some more external CMake variables as advanced (from units)",
          "is_bot": false,
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          "is_bot": false,
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          "body": "# v0.10.0 (*08.08.2024*)\r\n\r\n## Major Changes since v0.9.0\r\n* Automatic network generation from high-level specifications.\r\n* Units at the user interface including scaling and conversion.\r\n* Morphologies are loaded through a unified interface; which produces a bundle of morphology, metadata, and segm\n[…]\nad. \r\n  \r\n## New Contributors\r\n* @ErbB4 made their first contribution in https://github.com/arbor-sim/arbor/pull/2271\r\n\r\n**Full Changelog**: https://github.com/arbor-sim/arbor/compare/v0.9.0...v0.10.0",
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                  {
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                "key": "issue_template",
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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          },
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            "key": "responsiveness",
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                "key": "issue_resolution",
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                "points": 44.2,
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                      "share": 94
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "key": "openssf_scorecard_code_review",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "inputs": {
              "followers": 14,
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              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "details": [
                  {
                    "code": "owner_organization",
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                  }
                ],
                "max_points": 30
              },
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                "key": "verified_domain",
                "name": "Verified domain",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "14 followers of arbor-sim",
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                "status": "partial",
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                  {
                    "code": "owner_followers",
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                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~9 yr old",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 16
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                  {
                    "code": "account_age_years",
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                      "years": 9
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                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "arbor"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 66
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 66 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 16
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
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            "notes": [],
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
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                ],
                "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",
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                "points": 0,
                "status": "missed",
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                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
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            "inputs": {
              "topics": [
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                "cuda",
                "gpu",
                "mpi",
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                "hip"
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              "has_wiki": true,
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              "has_readme": true,
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            "components": [
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                "key": "readme",
                "name": "README",
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              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 15,
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                "key": "repository_description",
                "name": "Repository description",
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                "key": "topics",
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                "detail": "7 topics",
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                "key": "wiki",
                "name": "Wiki",
                "detail": null,
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
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              "scorecard_aggregate": 5.2
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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                "points": 7.5,
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
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                "max_points": 7.5
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                "key": "ci_tests",
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                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
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                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "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 detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
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                "max_points": 7.5
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 7
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": [
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                    "code": "no_agent_instructions",
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                ],
                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "has_nix": false,
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              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
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            "components": [
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                  }
                ],
                "max_points": 18
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                "key": "automated_tests",
                "name": "Automated tests",
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              },
              {
                "key": "lint_format_config",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "static_type_checking",
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                "status": "met",
                "details": [
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                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
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                "status": "missed",
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                ],
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              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_dependency_automation",
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                "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 81265,
              "source_files_sampled": 707,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/707 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 707,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "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": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "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",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T06:01:04.650466Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arbor-sim/arbor.svg",
  "full_name": "arbor-sim/arbor",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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.