公开记录
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-08-01 22:38 UTC

MatthewMckee4 / karva

A Python test framework, written in Rust.

RustMIT★ 31 星标⑂ 6 复刻始于 2025年4月在 GitHub 上查看 ↗
类型如何判定

MatthewMckee4/karva 的健康指数为 100 分中的 87 分,处于「优秀」区间。 其得分最高的类别是Vitality(90/100),最低的是Sustainability & Governance(57/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

87
总分 / 100
优秀

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。

87
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 73 经校准后在公布的指数量表上为 87(记录校准 2026-08-02)。

所有权

Matthew Mckee个人账户
48 关注者24 个公开仓库始于 2022年12月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
PyPIkarva0.0.1a102,875100 天前karvapytestrusttesting

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?

90优秀 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
25.6/36提交节奏 — 52 周中有 37 周有提交
18/18提交量 — 最近一年 636 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year636
human_commit_share0.74
days_since_last_push0
active_weeks_last_year37

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 10 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 24.1 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_count10
latest_release_tag0.0.1-alpha.10
releases_from_tags
days_since_latest_release0
mean_days_between_releases24.1

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?

59中等 · 占总体的 17%

流行度与采用

30存在风险
评分方式
24/60星标 — 31 个星标
5.8/25复刻 — 6 个复刻
0/15关注者 — 1 位关注者
所用输入
forks6
stars31
watchers1
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(MIT)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template
评分方式
46.1/80月度下载量 — pypi 合计每月 2,875 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
packageskarva
dependents
ecosystemspypi
total_downloads
monthly_downloads2,875
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?

57中等 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0.2/22.5提交分布 — 头号贡献者编写了 99% 的提交
9.5/13.5贡献者广度 — 7 位贡献者
3/10OpenSSF Scorecard:Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor1
contributors_sampled7
top_contributor_share0.989
评分方式
36.9/42议题解决 — 88% 的议题已关闭
26.5/30PR 接受 — 已裁定的 PR 中 741/839 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 0/29 approved changesets -- score normalized to 0
所用输入
merged_prs741
open_issues33
closed_issues239
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.879
closed_unmerged_prs98
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
12.2/25所有者影响力 — MatthewMckee4 有 48 位关注者
17.5/25既往记录 — 24 个公开仓库,账户约 3 年
所用输入
followers48
owner_typeUser
is_verified
owner_loginMatthewMckee4
public_repos24
account_age_days1,338
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 10 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
packageskarva
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

88优秀 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 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

80优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://matthewmckee4.github.io/karva/
10/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepagehttps://matthewmckee4.github.io/karva/
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?

67良好 · 占总体的 16%

安全态势

59中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 30 out of 30 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
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.8
已排除计分(无数据或不适用):packaging。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories10
affected_packages6
assessed_packages336
unassessed_packages3
affected_by_severityhigh 1, moderate 2, low 2, unknown 1
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 336 个已解析依赖与 OSV 比对。 有 3 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

89优秀 · 占总体的 4%
评分方式
45/45代理指令 — AGENTS.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 74 次人类提交中有 74 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_filesAGENTS.md
agent_instruction_max_bytes4,412
评分方式
18/18一条命令的引导启动 — justfile
22/22自动化测试
11/11Lint / 格式化配置
11/11静态类型检查 — python/karva/py.typed
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
8/8自动化维护 — 最近 100 次提交中有 23 次为自动依赖更新
8/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
所用输入
has_nix
has_tests
lockfilesCargo.lock
has_dockerfile
typed_language
bootstrap_filesjustfile
has_devcontainer
has_linter_config
typecheck_configspython/karva/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml, crates/karva/Cargo.toml, crates/karva_benchmark/Cargo.toml, crates/karva_cache/Cargo.toml, crates/karva_cli/Cargo.toml, crates/karva_collector/Cargo.toml, crates/karva_combine/Cargo.toml, crates/karva_coverage/Cargo.toml, crates/karva_dev/Cargo.toml, crates/karva_diagnostic/Cargo.toml, crates/karva_logging/Cargo.toml, crates/karva_macros/Cargo.toml, crates/karva_metadata/Cargo.toml, crates/karva_project/Cargo.toml, crates/karva_python/Cargo.toml, crates/karva_python_semantic/Cargo.toml, crates/karva_runner/Cargo.toml, crates/karva_snapshot/Cargo.toml, crates/karva_static/Cargo.toml, crates/karva_test_semantic/Cargo.toml, crates/karva_version/Cargo.toml, crates/karva_worker/Cargo.toml
dependency_bot_commit_share0.23
评分方式
45/45可类型检查的代码 — Rust(静态类型)
54.8/55可控的文件大小 — 采样的 236 个源文件中有 1 个超过 60KB
所用输入
primary_languageRust
largest_source_bytes86,552
source_files_sampled236
oversized_source_files1

关键数据

31GitHub 星标
7贡献者
636最近 12 个月提交数
0距最近推送天数
10发布版本数
1巴士系数(bus factor)
33开放议题
crates.io, PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:karva@0.0.1a10; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 6 ⇿
0Star
6Fork
8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。

123456612025-082026-012026-07
主版本 0次版本 0修订 0
OpenSSF Scorecard 5.8 / 10
5.8综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-08-01 22:38 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
5Vulnerabilities5 existing vulnerabilities detected
全部依赖 339

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 339 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
crates.ioaho-corasick1.1.4间接
crates.ioallocator-api20.2.21间接
crates.ioandroid_system_properties0.1.5间接
crates.ioanstream1.0.0间接
crates.ioanstyle1.0.14间接
crates.ioanstyle-parse1.0.0间接
crates.ioanstyle-query1.1.5间接
crates.ioanstyle-wincon3.0.11间接
crates.ioanyhow1.0.104间接
crates.ioapprox0.5.1间接
crates.ioarc-swap1.8.2间接
crates.ioargfile1.0.0间接
crates.ioattribute-derive0.10.5间接
crates.ioattribute-derive-macro0.10.5间接
crates.ioautocfg1.5.0间接
crates.iobitflags1.3.2间接
crates.iobitflags2.11.0间接
crates.ioblock20.6.2间接
crates.ioboxcar0.2.14间接
crates.iobstr1.12.1间接
crates.iobumpalo3.19.1间接
crates.iobyteorder1.5.0间接
crates.iocamino1.2.4间接
crates.iocastaway0.2.4间接
crates.iocc1.2.56间接
crates.iocfg-if1.0.4间接
crates.iocfg_aliases0.2.1间接
crates.iochacha200.10.0间接
crates.iochrono0.4.45间接
crates.ioclap4.6.4间接
crates.ioclap_builder4.6.2间接
crates.ioclap_complete4.6.8间接
crates.ioclap_complete_command0.6.1间接
crates.ioclap_complete_nushell4.6.1间接
crates.ioclap_derive4.6.4间接
crates.ioclap_lex1.0.0间接
crates.iocodspeed4.3.0间接
crates.iocodspeed-divan-compat4.3.0间接
crates.iocodspeed-divan-compat-macros4.3.0间接
crates.iocodspeed-divan-compat-walltime4.3.0间接
crates.iocollection_literals1.0.3间接
crates.iocolorchoice1.0.4间接
crates.iocolored2.2.0间接
crates.iocolored3.1.1间接
crates.iocompact_str0.9.0间接
crates.iocondtype1.3.0间接
crates.ioconsole0.16.4间接
crates.iocore-foundation-sys0.8.7间接
crates.iocpufeatures0.3.0间接
crates.iocrc32fast1.5.0间接
crates.iocrossbeam-channel0.5.16间接
crates.iocrossbeam-deque0.8.6间接
crates.iocrossbeam-epoch0.9.18间接
crates.iocrossbeam-queue0.3.12间接
crates.iocrossbeam-utils0.8.21间接
crates.ioctrlc3.5.2间接
crates.iodarling0.21.3间接
crates.iodarling_core0.21.3间接
crates.iodarling_macro0.21.3间接
crates.iodashmap6.1.0间接
crates.ioderive-where1.6.0间接
crates.iodiff0.1.13间接
crates.iodirectories6.0.0间接
crates.iodirs-sys0.5.0间接
crates.iodispatch20.3.0间接
crates.iodivan-macros0.1.17间接
crates.iodunce1.0.5间接
crates.iodyn-clone1.0.20间接
crates.ioeither1.15.0间接
crates.ioencode_unicode1.0.0间接
crates.ioequivalent1.0.2间接
crates.ioerrno0.3.14间接
crates.iofallible-iterator0.3.0间接
crates.iofallible-streaming-iterator0.1.9间接
crates.iofastrand2.5.0间接
crates.iofiletime0.2.27间接
crates.iofind-msvc-tools0.1.9间接
crates.iofnv1.0.7间接
crates.iofoldhash0.1.5间接
crates.iofs-err3.3.1间接
crates.iofsevent-sys4.1.0间接
crates.iofutures-core0.3.32间接
crates.iofutures-macro0.3.32间接
crates.iofutures-task0.3.32间接
crates.iofutures-timer3.0.3间接
crates.iofutures-util0.3.32间接
crates.ioget-size-derive20.7.4间接
crates.ioget-size20.7.4间接
crates.iogetopts0.2.24间接
crates.iogetrandom0.2.17间接
crates.iogetrandom0.4.1间接
crates.ioglob0.3.3间接
crates.ioglobset0.4.18间接
crates.iohashbrown0.14.5间接
crates.iohashbrown0.15.5间接
crates.iohashbrown0.16.1间接
crates.iohashlink0.10.0间接
crates.ioheck0.5.0间接
crates.ioiana-time-zone0.1.65间接
crates.ioiana-time-zone-haiku0.1.2间接
crates.ioid-arena2.3.0间接
crates.ioident_case1.0.1间接
crates.ioignore0.4.31间接
crates.ioindexmap2.13.0间接
crates.ioinotify0.11.0间接
crates.ioinotify-sys0.1.5间接
crates.ioinsta1.48.0间接
crates.ioinsta-cmd0.7.0间接
crates.iointerpolator0.5.0间接
crates.iointrusive-collections0.9.7间接
crates.ioinventory0.3.21间接
crates.iois-macro0.3.7间接
crates.iois_executable1.0.5间接
crates.iois_terminal_polyfill1.70.2间接
crates.ioitertools0.14.0间接
crates.ioitertools0.15.0间接
crates.ioitoa1.0.17间接
crates.iojs-sys0.3.85间接
crates.iokqueue1.1.1间接
crates.iokqueue-sys1.0.4间接
crates.iolazy_static1.5.0间接
crates.ioleb128fmt0.1.0间接
crates.iolibc0.2.180间接
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依赖安全公告 6

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 336 个包,其中也包含从不交付的开发与测试版本固定:6 个存在已知公告,0 个为直接依赖。 有 3 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
thin-vec0.2.14间接20.2.16
pytest9.0.2间接29.0.3
serde_with3.16.1间接13.21.0
rand0.10.0间接20.10.1
rand0.8.5间接20.10.1
crossbeam-epoch0.9.18间接未知10.9.20

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 4337,
      "has_wiki": false,
      "homepage": "https://matthewmckee4.github.io/karva/",
      "languages": {
        "HTML": 775,
        "Just": 203,
        "Rust": 2028960,
        "Python": 79745
      },
      "pushed_at": "2026-08-01T22:36:42Z",
      "created_at": "2025-04-07T22:25:42Z",
      "owner_type": "User",
      "updated_at": "2026-08-01T22:16:41Z",
      "description": "A Python test framework, written in Rust.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Rust",
      "significant_languages": [
        "Rust"
      ]
    },
    "owner": {
      "blog": "matthewmckee.co.uk",
      "name": "Matthew Mckee",
      "type": "User",
      "login": "MatthewMckee4",
      "company": null,
      "location": "Glasgow, Scotland",
      "followers": 48,
      "avatar_url": "https://avatars.githubusercontent.com/u/119673440?v=4",
      "created_at": "2022-12-02T12:15:52Z",
      "is_verified": null,
      "public_repos": 24,
      "account_age_days": 1338
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "0.0.1-alpha.10",
          "kind": "prerelease",
          "published_at": "2026-08-01T22:36:26Z"
        },
        {
          "tag": "0.0.1-alpha.9",
          "kind": "prerelease",
          "published_at": "2026-07-30T14:29:54Z"
        },
        {
          "tag": "0.0.1-alpha.8",
          "kind": "prerelease",
          "published_at": "2026-07-23T18:26:57Z"
        },
        {
          "tag": "0.0.1-alpha.7",
          "kind": "prerelease",
          "published_at": "2026-07-16T03:37:03Z"
        },
        {
          "tag": "0.0.1-alpha.6",
          "kind": "prerelease",
          "published_at": "2026-06-14T17:57:34Z"
        },
        {
          "tag": "0.0.1-alpha.5",
          "kind": "prerelease",
          "published_at": "2026-05-02T08:12:47Z"
        },
        {
          "tag": "0.0.1-alpha.4",
          "kind": "prerelease",
          "published_at": "2026-02-21T14:53:12Z"
        },
        {
          "tag": "0.0.1-alpha.3",
          "kind": "prerelease",
          "published_at": "2026-02-07T14:10:26Z"
        },
        {
          "tag": "0.0.1-alpha.2",
          "kind": "prerelease",
          "published_at": "2026-02-01T14:36:35Z"
        },
        {
          "tag": "0.0.1-alpha.1",
          "kind": "prerelease",
          "published_at": "2025-12-27T20:46:26Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "749252deef6b0eeb38b4d0fb850f66956dfcdbba",
          "body": "Prepare release v0.0.1-alpha.10.\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.10 (#1116)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-08-01T22:16:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e21ed2f94f0c1075956ba94f74eb07d123ea5c7",
          "body": "## Summary\n\nRedesign the Zensical documentation with a focused homepage, Karva\nbranding, responsive layouts, clearer navigation, and improved code,\nwarning, and benchmark presentation. Keep the custom homepage as the\ndeployed source instead of regenerating it from the README.\n\n## Test Plan\n\nBuilt the docs, ran `pinact run` and `uvx prek run -a`, and checked\ndesktop, phone, and tablet layouts.",
          "is_bot": false,
          "headline": "Redesign Zensical documentation site (#1115)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T22:00:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed34119fdc1b01b21fa29e880040e2863920aecb",
          "body": "## Summary\n\nDisambiguates duplicate explicit parameter IDs with deterministic\npytest-compatible suffixes, including existing numeric suffix\ncollisions. Closes #1084.\n\n## Test Plan\n\nRan `just test -p karva test_parametrize_disambiguates_duplicate_ids`,\ntargeted Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Disambiguate duplicate parameter IDs (#1097)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "041b63e74c0aea263a3ad2fda326165253a476a7",
          "body": "## Summary\n\nResolve missing test fixtures before generating parametrized variants,\nso unavailable plugin fixtures and typos produce one diagnostic for the\nbase test instead of one error per case. Closes #1088.\n\n## Test Plan\n\nFocused fixture and parametrization integration tests; `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Collapse missing fixtures before parameter expansion (#1102)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:09:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afbcc987f611789cbc9a0501667e067190d3540a",
          "body": "## Summary\n\nAdd typed `karva.warns` and `karva.deprecated_call` context managers\nwith regex matching, nested warning handling, filter restoration, and\nrecorded warning access. Document their pytest-compatible use. Closes\n#955.\n\n## Test Plan\n\nRan `just test -p karva fixture_support`, built the docs, and ran `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Add warning assertion helpers (#1108)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:08:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce8ff7d0ef4508e7487cd862f1b16dc4a6a58793",
          "body": "## Summary\n\nRun supported external project benchmarks from one catalog against\ncomplete test directories. Report every workload regardless of test\noutcome, calibrate iterations for full-directory runtimes, bound GitHub\ncomments, and upload complete Markdown reports as an artifact. Remove\nunsupported Pydantic and synthetic workloads from the PR matrix. Closes\n#1106.\n\n## Test Plan\n\nRan project matrix generation, `just test -p karva_benchmark`, `pinact\nrun`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Keep PR benchmark reports bounded and comparable (#1112)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T17:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51ae7994ed03487f0bc6d0860fbca06d69ce457a",
          "body": "## Summary\n\nMaps the new `extensions/functions` label to a dedicated Functions\nchangelog section.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Add functions changelog section (#1114)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T17:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "438f7f6c8e038228ae80372fcaf144407b3b0977",
          "body": "## Summary\n\nAdd nextest-compatible flaky-result policy globally and per test,\nincluding CLI and environment override precedence. Preserve flaky retry\nhistory while failing terminal, JSON, and JSONL results, with\nconfigurable global and per-test JUnit failure representation. Closes\n#962.\n\n## Test Plan\n\nFocused integration tests, workspace Clippy, and `uvx prek run -a` pass.",
          "is_bot": false,
          "headline": "Allow flaky tests to fail the run (#1113)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T17:14:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbb85288a4bd1a891db9ff37b3e4b5afbfedd654",
          "body": "## Summary\n\nAdds typed `karva.approx` comparisons for numeric scalars, complex\nnumbers, decimals, ordered sequences, mappings, and optional array-like\nobjects without a pytest runtime dependency. Documents direct\n`pytest.approx` migration and validates supported behavior against\npytest.\n\nCloses #954.\n\n## Test Plan\n\n`just test -p karva test_approx_matches_pytest`, docs build, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Add karva.approx (#1110)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T16:58:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5fe08292414b19033deb4abce9d6764a236ad5bd",
          "body": "## Summary\n\nHonor pytest `xfail(condition=...)` keyword conditions for function and\nparametrized-case marks. Fixes #1083.\n\n## Test Plan\n\nFocused integration tests and `uvx prek run -a` pass.",
          "is_bot": false,
          "headline": "Honor keyword xfail conditions (#1107)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T16:26:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "088d92753139a181e9a746a479962410bde5bfff",
          "body": "## Summary\n\nAdd regression coverage confirming that a `pytestmark` list containing\ntwo parametrization marks produces every Cartesian case in declaration\norder.\n\n## Test Plan\n\n`just test -p karva extensions::tags::parametrize` and `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Test multiple module-level pytest marks (#1105)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:26:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abb5b416db3d51986d57903d478d17f3a43239f3",
          "body": "## Summary\n\nMaterialize parametrize values from Python iterators so generators,\n`dict_keys`, and other iterable inputs work with pytest-compatible\nparametrization. Fixes #1087.\n\n## Test Plan\n\nRan the parametrization integration suite and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Accept iterable parametrize values (#1098)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:18:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ada95c6c2e91b89829a232e8757dec31650dd465",
          "body": "## Summary\n\nParse Karva summaries containing collection or test errors and show\nerror counts in benchmark diagnostic comparisons. Popular projects no\nlonger appear as missing results when their suites exit with errors.\n\n## Test Plan\n\n`just test -p karva_benchmark` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Show errors in benchmark diagnostics (#1103)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:17:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fb05a992f39c773862220324f62f46367018edc",
          "body": "## Summary\n\nApply module-level `pytestmark` parametrization to discovered test\nfunctions and accept both single marks and mark lists. Closes #1086.\n\n## Test Plan\n\n`just test -p karva extensions::tags::parametrize`, focused Clippy, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Support module-level pytest parametrization (#1099)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:14:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bd7b48e6634552261ffd434ff908d745e452769",
          "body": "Validates `slow-timeout`, `timeout`, `run-timeout`, and\n`termination-grace-period` during TOML deserialization using fallible\n`Duration` conversion. Invalid non-finite or unsupported values now\nproduce configuration errors instead of silently disabling behavior or\nreaching panic-prone conversion.\n\nTest plan: `just test -p karva_metadata`, strict crate Clippy,\ngenerated-file validation, and `uvx prek run -a`.\n\nCloses #1090",
          "is_bot": false,
          "headline": "Reject invalid timeout values during config parsing (#1100)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c428792d8f7b22585a8ec7edbf8e72f871c50c1f",
          "body": "## Summary\n\nEscape NUL bytes in value-derived parameterized test names so displayed\nidentities and `KARVA_TEST_NAME` remain printable and valid. Add\nregression coverage for pytest byte values and custom values containing\na real NUL. Closes #1092.\n\n## Test Plan\n\n`just test -p karva_test_semantic`, `just test -p karva\ntest_karva_test_name_env`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Escape NUL bytes in parameterized test names (#1101)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:04:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "150d69c22130ce1db00eca50bb1817d74fba57ed",
          "body": "## Summary\n\nAdd pinned Pydantic, FastAPI, and HTTPX suites to PR wall-time and\nmemory benchmarks. Normal test failures remain measurable while Karva\nrunner errors still fail the benchmark.\n\n## Test Plan\n\n`just test -p karva_benchmark`, focused Clippy, three local smoke\ncomparisons, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Benchmark Pydantic, FastAPI, and HTTPX (#1096)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T14:37:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b73952b8cf83e7ee863b98af7ba247280fbda47e",
          "body": "## Summary\n\nMove Karva-maintained fixture helpers from `_vendor` into `_fixtures`,\nwhile preserving their pytest provenance in module documentation and the\nrepository license. Enable Ruff linting for the package, standardize\nPython docstrings on the Google convention, and clean up the resulting\nlint and typing issues.\n\n## Test Plan\n\nVerified with `uvx prek run -a` and `just test -p karva\nextensions::fixtures`.",
          "is_bot": false,
          "headline": "Own Python fixture support (#1095)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T12:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0b1983dc0f85886a4582a686cc81613b2b704f5",
          "body": "## Summary\n\nRequire current Ruff and ty versions, format `.pyi` files as regular\nPython, and lint benchmark resources. Enable Ruff docstring rules except\nmodule docstrings and document all resulting public APIs.\n\n## Test Plan\n\nVerified with `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Format and document Python stubs (#1094)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T12:19:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9ce0d45d3a79ef1c8e935174b1aeaaf37f4418d",
          "body": "## Summary\n\nGenerate `karva.schema.json` directly from the serde configuration types\nwith `schemars`, matching Ruff and ty while preserving existing\n`OptionsMetadata` for documentation. Wire generation into `generate-all`\nand freshness checks. This implements the core of #1064.\n\n## Next Steps\n\nSchemaStore publication is deferred until Karva has broader adoption and\ntracked in #1091.\n\n## Test Plan\n\n`uvx prek run -a`; JSON Schema metaschema and valid/invalid\nconfiguration samples checked.",
          "is_bot": false,
          "headline": "Generate JSON Schema for karva.toml (#1076)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T23:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dd970ec577fdb03787cc3374a784e80566cae15",
          "body": "## Summary\n\nVerbose runs now parse every Python traceback frame and show each call\nwith its function, file, line, and source span before the final failure.\nDefault output remains compact, and unreadable frame sources fall back\nto an exact path and line. Closes #1038.\n\n## Test Plan\n\n`cargo test -p karva_diagnostic --all-features traceback`, `just test -p\nkarva test_verbose_output_shows_traceback_calls`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Show traceback calls in verbose output (#1075)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:39:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7c097959f019b28896a13feb23f33c9de18bca9",
          "body": "## Summary\n\nPreserve fixture definitions rejected during discovery and attach their\nsource-backed rejection reason when another fixture requests them. This\ndistinguishes rejected fixtures from truly missing names, while invalid\nscope values now use backticks for clarity.\n\n## Test plan\n\nVerified with `just test`, workspace Clippy with warnings denied, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Explain rejected fixture dependencies (#1073)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:35:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37d28ee1901a2caf4ffc8db452fa51f4ea32a9b1",
          "body": "## Summary\n\nRecreate function-scoped fixtures for every retry, retry setup and\nteardown failures, and retain captured output per attempt while\npreserving broader fixture scopes. Closes #980.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Give retries fresh fixture lifecycles (#1077)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:32:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24e2945af9dac8d7fbabc8a9b8848e106f2e31f1",
          "body": "## Summary\n\nDefault test discovery to `tests/` when that directory exists, while\npreserving project-root fallback and explicit `[src].include` paths.\nDocument the dynamic default in configuration and CLI references.\n\n## Test Plan\n\nFocused tests, Clippy, and pre-commit hooks pass; the full suite hit an\nunrelated shared-venv `karva-worker` race, and its failing case passed\nin isolation.",
          "is_bot": false,
          "headline": "Default test discovery to tests directory (#1074)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T13:32:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "301c9e47c96d2fbb116ed90b0f7540f0dcfe2ebd",
          "body": "## Summary\n\nDocument important user-facing behavior that was only implicit in tests\nor scattered reference entries: collection and async rules, custom tags,\nempty filters, CI reports, run timeouts, hash partitioning, and running\nskipped tests. Add the new guides to navigation so users can find them\nfrom the tutorial.\n\n## Test Plan\n\nBuilt the Zensical site and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Document missing test runner behavior (#1072)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T13:06:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22be441f63ccb2943737bfcda284f998a442d95f",
          "body": "## Summary\n\nReport unresolved fixture dependencies as `missing-fixtures` before\ninvoking the fixture, preserving clear compatibility diagnostics instead\nof surfacing a runtime `TypeError`. Package autouse resolution now uses\nthe package fixture provider so framework fixtures remain visible during\nvalidation. Fixes #1065.\n\n## Test plan\n\nVerified with `just test`, workspace Clippy with warnings denied, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Report missing fixture dependencies before execution (#1071)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:56:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6833e5f4f7479c87d80d5849e045c2d6a5d67d1",
          "body": "## Summary\n\nAdds a Usage landing page that routes readers to each task-focused\nsection without repeating the Tutorial. Anchors the generated homepage\nignore rule so nested landing pages remain tracked. Closes #1068.\n\n## Test Plan\n\nBuilt the Zensical documentation and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Add usage overview page (#1070)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:44:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95a2ae368b0a5de257c37aecd5720d25e1417312",
          "body": "## Summary\n\nTreat a skip exception raised while importing a test module as one\nskipped module result, preserving its reason and preventing an\nall-skipped run from becoming a no-tests error. Fixes #1062.\n\n## Test Plan\n\n`uvx prek run -a` and focused integration and no-tests regression tests\npass; `just test` hit an unrelated process-termination permission\nwarning, and that failing test passed in isolation.",
          "is_bot": false,
          "headline": "Fix module-level skip reporting (#1069)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:42:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "170215ce8351303328a89af91dfb33c0edc4b6ae",
          "body": "## Summary\n\nMoves Project Non-Goals from Reference to Usage, where readers can find\nKarva’s intended scope alongside guidance for using it.\n\n## Test Plan\n\nBuilt the Zensical documentation and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Move project non-goals under usage (#1067)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:27:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5980ca131234e6f305c8ed9f6245344e3142d99",
          "body": "## Summary\n\nAdds a hidden `generate-shell-completion` command that derives scripts\nfrom Karva’s Clap definitions, following Ruff and uv. Documents\ninstallation for every supported shell. Closes #1063.\n\n## Test Plan\n\nRan `just test`, workspace Clippy, the docs build, shell generation\nchecks, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Add shell completion generation (#1066)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:20:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26908a736497cdcd7b46210b7cdbf956dc9b4777",
          "body": "## Summary\n\nReject duplicate test functions and same-module fixture definitions\nduring discovery, reporting both the first definition and the\nconflicting definition before duplicate bodies can run. Fixture\nduplicate checks honor explicit fixture names from Karva and pytest\ndecorators, while collecti\n[…]\nt_modules`, `just test -p karva_collector -p\nkarva_test_semantic`, `cargo clippy -p karva_collector -p\nkarva_test_semantic -p karva --all-targets --all-features -- -D\nwarnings`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Reject duplicate test and fixture definitions (#988)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T11:42:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "54c904a528e54f70d4c2019ee8afb2e07f99f391",
          "body": "## Summary\n\nRender string-valued test arguments with Python `repr()` so test names\ndistinguish strings from other values while preserving explicit IDs and\nexisting formatting for non-string objects. Preserve closing quotes when\nlong values are truncated.\n\n## Test Plan\n\nVerified the Karva suite during snapshot regeneration, reran focused\nquoting, truncation, and snapshot tests, and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Quote string values in test names (#1061)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:55:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23a20da1b5e66241adf1ac4e5ef4b1b8114d0565",
          "body": "## Summary\n\nUpdate release workflows to install Seal 0.0.1-alpha.8. GitHub Actions\nbot exclusion is already present on `main` via #1058.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Update Seal to alpha 8 (#1059)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d57a530b26ccdb5eadb02aeb4bce825ac48e177",
          "body": "## Summary\n\nCI for #1059 downloaded Python 3.14.6 inside nextest timeout windows.\nPin integration-test Python to 3.14.4 and install it before nextest so\nsubprocesses reuse prepared interpreter.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Pin CI Python to 3.14.4 (#1060)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "697986868961af6cd18d8b96ba247717e50d28b5",
          "body": "## Summary\n\nAdd sequence and callable `ids` support to `karva.tags.parametrize` and\nretain explicit IDs from pytest decorators and `pytest.param`. Callable\ngenerators run once per parameter value and fall back to the\nvalue-derived segment when returning `None`, matching pytest. IDs\nproduce stable va\n[…]\n and reject empty or duplicate resolved\nvalues. This addresses top-level parametrize IDs from #961.\n\n## Test Plan\n\nRan `cargo nextest run -p karva extensions::tags::parametrize` and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Support explicit parametrize IDs (#1050)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:23:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "73b36409aa97c81c20d141eb6e3de5d9321b2c5a",
          "body": "Prepare release v0.0.1-alpha.9.\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.9 (#1058)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-30T14:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c8b73aafbc7520da0468d61893cff5796d6c12a",
          "body": "## Summary\n\nSplit the semantic package runner into package traversal, fixture\nlifecycle, outcome policy, variant orchestration, and per-attempt\nexecution modules. The refactor makes run-wide and per-test state\nexplicit, documents runner invariants, narrows cache visibility, and\nadds focused duration-policy coverage.\n\n## Test Plan\n\nRan the full nextest suite, workspace Clippy, and `uvx prek run -a`; one\nunrelated process-termination flake passed on isolated rerun.",
          "is_bot": false,
          "headline": "Refactor semantic test runner lifecycle (#1057)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T13:55:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0677db49ed5c4f7c36a25c2114cca229d934ae3",
          "body": "## Summary\n\nSnapshot result JSON, JSONL, and coverage XML directly so tests preserve\nserializer output instead of parsing and rewriting it. Shared narrow\nInsta filters redact only volatile durations, elapsed times, and\ncoverage timestamps.\n\n## Test Plan\n\n`just test -p karva result_report`, `just test -p karva\ncoverage::test_cov_report_xml`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Test raw reports with snapshot filters (#1056)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T11:27:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e5bd45596cd0018e179ec559aa97e2c472c39ca",
          "body": "## Summary\n\nWidens the timing gap in the fail-slow retry integration test so\nscheduler delays cannot turn a valid retry into a budget failure. The\nold 50 ms margin flaked repeatedly on macOS CI; the new values retain\nthe assertion that retry durations are checked per attempt rather than\nsummed.\n\n## Test Plan\n\nRepeated the focused test with retries disabled and ran `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Stabilize fail-slow retry timing test (#1055)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T11:11:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5fee17f8f23dcc255e89935d2c28bc7546cf67d",
          "body": "## Summary\n\nAdd Karva engineering principles while reducing AGENTS.md to\nproject-specific guidance. Trim CONTRIBUTING.md to avoid duplicated\ninstructions and keep durable context focused.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "docs: streamline agent guidance (#1054)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T10:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79fd154dfccd648d946ce09217c4769c8ec0c52b",
          "body": "## Summary\n\nAdds one `CI gate` job that aggregates every CI job into a stable\nrequired check. It accepts intentional skips for non-code pull requests\nand fails all unexpected skips or job failures.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Require aggregate CI gate (#1053)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T10:32:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91a6a65eaad8d567fa63301785253f86277c1d21",
          "body": "## Summary\n\nCloses #984.\n\n- Adds a `fail-slow` config option (`karva.toml`/`pyproject.toml`), a\n`--fail-slow` CLI flag, and an `@karva.tags.fail_slow(seconds)` tag, all\nfollowing the same precedence chain (tag > matching override > profile\ndefault) already used by `timeout`/`slow-timeout`.\n- A test \n[…]\nally verified `@karva.tags.fail_slow`, `--fail-slow`, and\n`[test] fail-slow` config all resolve correctly via `karva show-config`\n\n---------\n\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": false,
          "headline": "Add fail-slow duration budget for tests (#1052)",
          "author_name": "BitWeaver",
          "author_login": "BitWeaverDev",
          "committed_at": "2026-07-30T10:25:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1804f79e590cf9e3c2f2d3d26836a5d03afa2f8f",
          "body": "## Summary\n\nRestore the required release tag input so each workflow dispatch selects\nthe version to publish. Remove the obsolete Seal version-file entry and\nupdate release documentation to match.\n\n## Test Plan\n\n`pinact run` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Restore release version input (#1051)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-28T21:54:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6041858836a75d7787bdf24b9e34849d783d0a6e",
          "body": "## Summary\n\nReplace the coverage.py data writer added in #884 with direct Rust\nwrites through `rusqlite`. This removes interpreter probing, subprocess\nstartup, JSON copying, and the private Python module while preserving\nthe schema, contexts, and branch arcs.\n\n## Test Plan\n\n`just test`; strict workspace Clippy; `uvx prek run -a`; coverage.py CLI\ncompatibility check.",
          "is_bot": false,
          "headline": "Write coverage.py data directly from Rust (#1040)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-26T18:56:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca10385d09af58287fce53df43231cee2b372bf",
          "body": "Bumps [ignore](https://github.com/BurntSushi/ripgrep) from 0.4.28 to\n0.4.30.\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/BurntSushi/ripgrep/commit/227381db0ee83dfa4341f1e27ff9617c0f5ad992\"><code>227381d</code></a>\nignore-0.4.30</li>\n<li><a\nhref=\"https://github.com/Burnt\n[…]\n...ignore-0.4.30\">compare\nview</a></li>\n</ul>\n</details>\n<br />\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump ignore from 0.4.28 to 0.4.30 (#1048)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2de026b8354795709ed486dcfa875e2610e2d7ab",
          "body": "Bumps the actions group with 4 updates:\n[actions/checkout](https://github.com/actions/checkout),\n[actions/setup-python](https://github.com/actions/setup-python),\n[j178/prek-action](https://github.com/j178/prek-action) and\n[taiki-e/install-action](https://github.com/taiki-e/install-action).\n\nUpdates \n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the actions group with 4 updates (#1049)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "22c3051c12919c093261004f1b6908f2e07713c5",
          "body": "Bumps [clap](https://github.com/clap-rs/clap) from 4.6.1 to 4.6.2.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/clap-rs/clap/releases\">clap's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v4.6.2</h2>\n<h2>[4.6.2] - 2026-07-15</h2>\n<h3>Fixes</h3>\n<ul>\n<li><em>(h\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump clap from 4.6.1 to 4.6.2 (#1047)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8470ba2660c6de3d7508393d5b1d4138841e53a1",
          "body": "Bumps [fastrand](https://github.com/smol-rs/fastrand) from 2.4.1 to\n2.5.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/smol-rs/fastrand/releases\">fastrand's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v2.5.0</h2>\n<ul>\n<li>Update <code>getrandom</code> to 0.\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump fastrand from 2.4.1 to 2.5.0 (#1046)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "061e81e62cfa54d40699d255e14bc55fe2458fd7",
          "body": "Bumps [uuid](https://github.com/uuid-rs/uuid) from 1.23.4 to 1.24.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/uuid-rs/uuid/releases\">uuid's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v1.24.0</h2>\n<h2>What's Changed</h2>\n<ul>\n<li>feat(fmt): support encod\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump uuid from 1.23.4 to 1.24.0 (#1045)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a5f45a1be642988b114c6bf779315225c79ade9",
          "body": "Bumps [which](https://github.com/harryfei/which-rs) from 8.0.4 to 8.0.5.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/harryfei/which-rs/releases\">which's\nreleases</a>.</em></p>\n<blockquote>\n<h2>8.0.5</h2>\n<h2>What's Changed</h2>\n<ul>\n<li>Fix absolute pat\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump which from 8.0.4 to 8.0.5 (#1044)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3a10f27763a35a4db0a6483a16a5246d3d316af",
          "body": "Bumps the pre-commit-hooks group with 4 updates:\n[https://github.com/zizmorcore/zizmor-pre-commit](https://github.com/zizmorcore/zizmor-pre-commit),\n[https://github.com/astral-sh/ty-pre-commit](https://github.com/astral-sh/ty-pre-commit),\n[https://github.com/astral-sh/ruff-pre-commit](https://github\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the pre-commit-hooks group with 4 updates (#1043)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b84e51f0f9e810a9995d5679c5e3f0e676a2e7a1",
          "body": "…oup (#1042)\n\nBumps the python-dev-dependencies group with 1 update:\n[zensical](https://github.com/zensical/zensical).\n\nUpdates `zensical` from 0.0.50 to 0.0.51\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/zensical/zensical/releases\">zensical's\nreleases<\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump zensical from 0.0.50 to 0.0.51 in the python-dev-dependencies gr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:18:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7c7ba4a0450e95d2a02d777e727379b1e75b6231",
          "body": "## Summary\n\nModel test outcomes as passed, failed, errored, or skipped; attach\nfixture setup and teardown diagnostics to the affected test; and\npreserve every retry attempt while keeping collection diagnostics\nrun-scoped. Terminal, JSON/JSONL, JUnit, and cache reporting now consume\nthe same canonica\n[…]\n nextest-style error and rerun output\nand plain machine-readable diagnostics.\n\n## Test Plan\n\n`just test`, `cargo clippy --workspace --all-targets --all-features --\n-D warnings`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Tie failure diagnostics to test results (#1041)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T23:34:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f006ad0ced5bc963727c83ba506e56cfae74fc1c",
          "body": "## Summary\n\nRefresh the README installation and usage guidance, add the Discord\nbadge, centralize essential project conventions in AGENTS.md, remove the\nredundant style guide, and drop stale release version targets.\n\n## Test Plan\n\n`cargo insta test --accept -p karva` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Refine project documentation and release metadata (#1039)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T13:07:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f401b56e9edb2ee0396a50e1642aee3c44bf26f",
          "body": "## Summary\n\nReject fixture dependency edges where a longer-lived fixture consumes a\nshorter-lived fixture before any fixture body runs. Scope mismatch\ndiagnostics show the full dependency path and source locations for\nKarva, pytest, dynamic, autouse, and nested fixtures.\n\nFixes #968\n\n## Test Plan\n\nFixture and snapshot integration suites, strict workspace Clippy, and\nall pre-commit hooks pass.",
          "is_bot": false,
          "headline": "Enforce fixture scope compatibility (#1033)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T11:27:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f828f3ca05ce8a1991a2d5d990295d70cf455629",
          "body": "## Summary\n\nValidates Karva and pytest parametrization after collection and before\nfixture setup or test execution. Invalid definitions now use exact\nprimary and secondary AST spans, including aliases, keyword arguments,\nmultiline forms, and stacked decorators, while ambiguous dynamic syntax\nsafely \n[…]\nk to the function. Closes #967.\n\n## Test Plan\n\nRan parametrization integration tests and `uvx prek run -a`; the full\nsuite is blocked by an existing macOS worker-termination warning in\nmax-fail tests.",
          "is_bot": false,
          "headline": "Validate parametrization before test execution (#1032)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T11:18:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "181ca259b68a21b9abd95161a6499c5bc3be06b5",
          "body": "Fixes #1031.\n\nSorting collected diagnostics panicked when more than one module failed\nto import. Those failures are span-less, and\n`Diagnostic::ruff_start_ordering` expects a Ruff source file, so the\ncomparator blew up before any errors were shown.\n\nThis change introduces a display ordering helper t\n[…]\n-p karva\ntest_two_failed_imports_both_reported`, the related collection-error\nintegration test, and `cargo test -p karva_diagnostic`.\n\nCo-authored-by: arimu1 <19286898+arimu1@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix diagnostic sort panic with multiple import failures (#1035)",
          "author_name": "dev_Hakaze",
          "author_login": "arimu1",
          "committed_at": "2026-07-25T10:46:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5143610679f3d2beba0622e13766365b751a896b",
          "body": "## Summary\n\nThis adds a separate sticky diagnostic comparison comment from the\nexisting benchmark runs. The comment contains a collapsed previous/new\npass, fail, and skip table plus collapsed per-project concise-output\ndiffs only when output changes; volatile durations and memory addresses\nare normalized. Wall-time and memory comparisons share one matrix job\nand one reporting job.\n\n## Test Plan\n\nRan the benchmark tests, focused Clippy, a real requests-project\ncomparison, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Report diagnostic changes from PR benchmarks (#1034)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T01:21:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3cc0c8de1892e6c1c6c39ebda879f67df9aebe34",
          "body": "## Summary\n\nAdds clear improvement, regression, and unchanged icons to benchmark\ncomment titles. Wall-time and memory reports always comment; successful\nreports stay compact with every score in a collapsed table, while\nregressions retain full detail.\n\n## Test Plan\n\njust test -p karva_benchmark; cargo clippy --workspace --all-targets\n--all-features -- -D warnings; uvx prek run -a",
          "is_bot": false,
          "headline": "Minimize passing benchmark PR comments (#1029)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:41:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e95a27fdbfd5c9db94e7bac9ee2f6be0d1258cc5",
          "body": "## Summary\n\nDocument that pull requests should stay minimal and use labels based on\nuser-facing impact. Internal-only and CI-performance changes now have\nclear label rules.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Document minimal PR and label policy (#1030)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:31:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f47529b10efa1455f89a93874ae9a959944bd3ac",
          "body": "## Summary\n\nAdd focused integration coverage for retry behavior combined with\ncoverage contexts, slow-test accounting, JUnit reports, last-failed\nselection, partitioned parametrization, and ignored-test filtering.\nThese tests lock down final outcomes, retained failed-attempt coverage,\naccumulated duration, and selection boundaries without changing\nproduction behavior.\n\n## Test Plan\n\n`just test` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Expand integration test coverage (#1027)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:29:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad423a425ab936064040197ecbb4ad0f17cd76a5",
          "body": "## Summary\n\nReset snapshot context before every retry attempt so a failed attempt\ncannot leave the unnamed snapshot counter dirty for the next attempt.\nThis fixes retries failing with a misleading multiple-unnamed-snapshots\nerror and adds focused coverage for snapshot, async, returned-value,\nparametrized, runtime-skip, and max-fail retry interactions. Generated\nsnapshot file assertions now use inline snapshots.\n\n## Test Plan\n\n`just test` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Reset snapshot state between retry attempts (#1025)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T15:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76d22d61e226d00e68d2ecc39377b80b32b0f927",
          "body": "## Summary\n\nRemove the manual release tag input and use the version stored in the\nworkflow. Add a targeted Seal replacement so each release bump updates\nthat tag automatically.\n\n## Test Plan\n\n`seal validate config`, `seal bump alpha --dry-run`, `pinact run`, and\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Use bumped version in release workflow (#1026)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T11:38:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca1dc1aa841e1be93743db3a8259723b5dc16c42",
          "body": "## Summary\n\nAdds cross-feature integration coverage around timeout execution,\nincluding snapshots, fixture state, retries, parametrization, skips,\nexpected failures, teardown, and coverage. The new tests exposed three\nrelated thread-boundary bugs: synchronous timeout workers dropped Python\n`ContextV\n[…]\ngates those states and installs thread coverage tracing.\n\nFollow-up to #1018.\n\n## Test Plan\n\n`just test --no-fail-fast`, strict Clippy, `uvx prek run -a`, and\ntargeted Python 3.10 timeout regressions.",
          "is_bot": false,
          "headline": "Expand timeout interaction coverage (#1024)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T23:05:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "671c69dc053e2deb5ee0883ba67f6d41b5ed4f27",
          "body": "Prepare release v0.0.1-alpha.8.\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.8 (#1022)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-23T18:16:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ce46d603adc5d6ac69ed674620bf9dedb99a1fe",
          "body": "## Summary\n\nPreserve snapshot context when synchronous tests run in timeout executor\nthreads, so snapshot assertions work with `--timeout`.\n\nFixes #1018\n\n## Test Plan\n\nSnapshot and timeout integration suites, strict Clippy, and all prek\nhooks pass.",
          "is_bot": false,
          "headline": "Preserve snapshot context for timed tests (#1021)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T18:07:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aad0e0620ec73298247661586817fe1da438ad8",
          "body": "## Summary\n\nAdds a manual release preparation workflow that passes the requested\nversion to `seal bump` and provides scoped credentials for Seal to push\nits release branch and open the pull request. Updates the contributing\nguide with the automated path.\n\n## Test Plan\n\n`pinact run` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Add release preparation workflow (#1020)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T18:07:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ed70e36d9f1980d849da07e3be966f1487a684e",
          "body": "## Summary\n\nNormalize CRLF in captured stdout and stderr when formatting command\nsnapshots so snapshot files are stable across Windows and Unix. Document\nthat terminal capability choices such as Rich borders remain subprocess\nbehavior and should be configured or filtered.\n\nCloses #1014.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, the documentation build, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Normalize command snapshot line endings (#1017)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:58:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4728c766f4ddd5e8edc937fbda87bbb8271caca",
          "body": "## Summary\n\nRestructure `AGENTS.md` and `CONTRIBUTING.md` around the clearer\nworkflow used by Ruff while keeping Karva-specific commands and a\ncompact project map. Contributor guidance now separates agent rules from\nhuman onboarding, testing, documentation, pull request, benchmark,\nrelease, and workflow instructions.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Improve contributor guides (#1019)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:58:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29a9632538b91f5a9794d99ddcebf6f3e96abd2e",
          "body": "## Summary\n\nInline snapshot mismatches now report their diff without writing a\n`.snap.new` file or creating a `snapshots` directory. Empty inline\nsnapshots keep the existing pending/accept workflow, and\n`--snapshot-update` still rewrites stale inline values.\n\nCloses #1012.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Avoid files for inline snapshot mismatches (#1015)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:33:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e414806b09c74e3aa6f59735539a93e02b88930",
          "body": "## Summary\n\n`karva.Command` intentionally preserves normal subprocess environment\ninheritance, so `FORCE_COLOR` may produce ANSI-styled output in CI.\nDocument the existing public `snapshot_settings(filters=...)` mechanism\nfor normalizing command snapshots without mutating the command\nenvironment.\n\nCloses #1013.\n\n## Test Plan\n\nDocumentation build and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Document ANSI command snapshot filtering (#1016)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:22:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd7aa86481f7fb9a1f94f2856ea680ab6ab38f97",
          "body": "Bumps the actions group with 2 updates:\n[astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) and\n[taiki-e/install-action](https://github.com/taiki-e/install-action).\n\nUpdates `astral-sh/setup-uv` from 8.3.0 to 8.3.2\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/ast\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the actions group with 2 updates (#1011)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a3837cdff34cad67a232a1f0eb6f822b8662e6f",
          "body": "Bumps [anyhow](https://github.com/dtolnay/anyhow) from 1.0.102 to\n1.0.103.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/dtolnay/anyhow/releases\">anyhow's\nreleases</a>.</em></p>\n<blockquote>\n<h2>1.0.103</h2>\n<ul>\n<li>Fix Stacked Borrows violation (UB) in\n\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump anyhow from 1.0.102 to 1.0.103 (#1010)",
          "author_name": "dependabot[bot]",
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          "oid": "f6cd54170f1a80be02d1942e9b8aaf763a778167",
          "body": "Bumps [quote](https://github.com/dtolnay/quote) from 1.0.45 to 1.0.46.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/dtolnay/quote/releases\">quote's\nreleases</a>.</em></p>\n<blockquote>\n<h2>1.0.46</h2>\n<ul>\n<li>Avoid repeated <code>get_span</code> in <code\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump quote from 1.0.45 to 1.0.46 (#1009)",
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          "body": "Bumps [regex](https://github.com/rust-lang/regex) from 1.12.4 to 1.13.0.\n<details>\n<summary>Changelog</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/rust-lang/regex/blob/master/CHANGELOG.md\">regex's\nchangelog</a>.</em></p>\n<blockquote>\n<h1>1.13.0 (2026-07-09)</h1>\n<p>This release includes\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump regex from 1.12.4 to 1.13.0 (#1008)",
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          "headline": "Bump zensical from 0.0.46 to 0.0.50 in the python-dev-dependencies gr…",
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                  {
                    "code": "commit_cadence_weeks",
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                      "weeks": 37
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              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "636 commits in the last year",
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                ],
                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "notes": [],
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              "mean_days_between_releases": 24.1
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            "components": [
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                "key": "ships_releases",
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                    "code": "releases_published",
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              {
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                "details": [
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              {
                "key": "release_cadence",
                "name": "Release cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "points": 0,
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            ]
          },
          {
            "key": "abandonment",
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            "inputs": {
              "cap": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
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                "max_points": 100
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        ],
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      {
        "key": "community",
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        "weight": 0.17,
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          {
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            "components": [
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                    "code": "stars",
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                ],
                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
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                "points": 5.8,
                "status": "partial",
                "details": [
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                      "count": 6
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": true
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            "components": [
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                "max_points": 22.5
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              {
                "key": "contributing_guide",
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                "details": [],
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              },
              {
                "key": "code_of_conduct",
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                "points": 13.5,
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              {
                "key": "issue_template",
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                "points": 0,
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              {
                "key": "pr_template",
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                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 58,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2875
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,875 downloads/month across pypi",
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                "status": "partial",
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                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2875,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.23,
        "metrics": [
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            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "points": 9.5,
                "status": "partial",
                "details": [
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 73,
            "inputs": {
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              "closed_issues": 239,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
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              "issue_closed_ratio": 0.879,
              "closed_unmerged_prs": 98,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
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                "points": 36.9,
                "status": "partial",
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                    "code": "issues_closed_share",
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                ],
                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
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                "status": "excluded",
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                  {
                    "code": "no_newcomer_prs",
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                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 50,
            "inputs": {
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              "account_age_days": 1338
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
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                "status": "partial",
                "details": [
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                    "code": "owner_personal",
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                ],
                "max_points": 30
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              {
                "key": "verified_domain",
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                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_applicable_to_user_accounts",
                    "params": {}
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                ],
                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "48 followers of MatthewMckee4",
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                "status": "partial",
                "details": [
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                    "code": "owner_followers",
                    "params": {
                      "count": 48,
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                "details": [
                  {
                    "code": "public_repos",
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                  },
                  {
                    "code": "account_age_years",
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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            },
            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
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                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "10 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "ci_workflows",
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                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
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                "points": 24,
                "status": "met",
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              },
              {
                "key": "linter_config",
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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              {
                "key": "editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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",
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            ]
          },
          {
            "key": "documentation",
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            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
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              "homepage": "https://matthewmckee4.github.io/karva/",
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
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                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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                "key": "documentation_homepage_site",
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              {
                "key": "repository_description",
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                "points": 10,
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              },
              {
                "key": "topics",
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                "status": "missed",
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              {
                "key": "wiki",
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                "points": 0,
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "weight": 0.16,
        "metrics": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
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            "components": [
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                "key": "binary_artifacts",
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                "detail": "no binaries found in the repo",
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                "status": "met",
                "details": [],
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
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              },
              {
                "key": "ci_tests",
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              },
              {
                "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 0/29 approved changesets -- score normalized to 0",
                "points": 0,
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 26 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 336 resolved dependencies against OSV; 3 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 336
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 3
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 10,
              "affected_packages": 6,
              "assessed_packages": 336,
              "unassessed_packages": 3,
              "affected_by_severity": "high 1, moderate 2, low 2, unknown 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 336,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 7
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 89,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 4412
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "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": "74 of 74 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 74,
                      "sampled": 74
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "python/karva/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "crates/karva/Cargo.toml",
                "crates/karva_benchmark/Cargo.toml",
                "crates/karva_cache/Cargo.toml",
                "crates/karva_cli/Cargo.toml",
                "crates/karva_collector/Cargo.toml",
                "crates/karva_combine/Cargo.toml",
                "crates/karva_coverage/Cargo.toml",
                "crates/karva_dev/Cargo.toml",
                "crates/karva_diagnostic/Cargo.toml",
                "crates/karva_logging/Cargo.toml",
                "crates/karva_macros/Cargo.toml",
                "crates/karva_metadata/Cargo.toml",
                "crates/karva_project/Cargo.toml",
                "crates/karva_python/Cargo.toml",
                "crates/karva_python_semantic/Cargo.toml",
                "crates/karva_runner/Cargo.toml",
                "crates/karva_snapshot/Cargo.toml",
                "crates/karva_static/Cargo.toml",
                "crates/karva_test_semantic/Cargo.toml",
                "crates/karva_version/Cargo.toml",
                "crates/karva_worker/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0.23
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "justfile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "python/karva/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/karva/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "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": "23 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 23,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Rust",
              "largest_source_bytes": 86552,
              "source_files_sampled": 236,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Rust (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Rust"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/236 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 236,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 8
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "description",
          "label": "library",
          "source": "description:library",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:karva@0.0.1a10; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T22:38:37.640655Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MatthewMckee4/karva.svg",
  "full_name": "MatthewMckee4/karva",
  "license_state": "standard",
  "license_spdx": "MIT"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.5.0、模式 v0.27.0—— 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.