公开记录
软件健康报告模式 0.27.0 · 指标 2.1.0 · 2026-08-02 10:55 UTC

MattJColes / lgtmaybe

any model. no keys. maybe a merge.

PythonMIT★ 256 星标⑂ 0 复刻始于 2026年6月在 GitHub 上查看 ↗

MattJColes/lgtmaybe 的健康指数为 100 分中的 65 分,处于「良好」区间。 其得分最高的类别是Vitality(72/100),最低的是Security(37/100)。 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。

65
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,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。

65
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 60 经校准后在公布的指数量表上为 65(记录校准 2026-08-02)。

所有权

Matt Coles个人账户
183 关注者21 个公开仓库始于 2011年9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
PyPIlgtmaybe1.12.0-630 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

72良好 · 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
6.2/36提交节奏 — 52 周中有 9 周有提交
18/18提交量 — 最近一年 467 次提交
0/10OpenSSF Scorecard:Maintained — project was created within the last 90 days. Please review its contents carefully
所用输入
commits_last_year467
human_commit_share0.79
days_since_last_push0
active_weeks_last_year9

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 63 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 0.8 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_count63
latest_release_taglgtmaybe-v1.12.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases0.8

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?

53中等 · 占总体的 17%
评分方式
39/60星标 — 256 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 0 位关注者
所用输入
forks0
stars256
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
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
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

可持续性与治理

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

61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
3.1/22.5提交分布 — 头号贡献者编写了 86% 的提交
2.7/13.5贡献者广度 — 2 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_sampled2
top_contributor_share0.864
评分方式
42/42议题解决 — 100% 的议题已关闭
28.9/30PR 接受 — 已裁定的 PR 中 310/322 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 0/23 approved changesets -- score normalized to 0
所用输入
merged_prs310
open_issues0
closed_issues2
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs12
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
16.3/25所有者影响力 — MattJColes 有 183 位关注者
21.8/25既往记录 — 21 个公开仓库,账户约 14 年
所用输入
followers183
owner_typeUser
is_verified
owner_loginMattJColes
public_repos21
account_age_days5,446
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 — 63 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
packageslgtmaybe
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?

70良好 · 占总体的 19%

工程实践

66良好
评分方式
24/24CI 工作流 — 15 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

37薄弱 · 占总体的 16%

安全态势

37薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/23 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
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.7

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。

71良好 · 占总体的 4%
评分方式
45/45代理指令 — CLAUDE.md
15/15机器可读文档(llms.txt) — 存在 llms.txt
40/40可读的提交历史 — 79 次人类提交中有 79 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_filesCLAUDE.md
agent_instruction_max_bytes43,422
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — src/lgtmaybe/py.typed
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 35 次由代理编写或署名代理
5/8自动化维护 — 已配置依赖自动化,但在抽样提交中未观察到
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configssrc/lgtmaybe/py.typed
agent_commit_share0.35
toolchain_manifests
dependency_bot_commit_share0
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(src/lgtmaybe/py.typed)
53.8/55可控的文件大小 — 采样的 190 个源文件中有 4 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes88,463
source_files_sampled190
oversized_source_files4
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

256GitHub 星标
2贡献者
467最近 12 个月提交数
0距最近推送天数
63发布版本数
1巴士系数(bus factor)
0开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 3.7 / 10
3.7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 · 2026-08-02 10:55 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/23 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
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
直接依赖 8
注册表软件包版本约束清单文件
PyPIast-grep-cli>=0.44.0pyproject.toml
PyPIclick>=8.4.1pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIlitellm>=1.87.1pyproject.toml
PyPIlitellm>=1.87.1,<1.94pyproject.toml
PyPIpydantic>=2.7pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPItenacity>=9.1.4pyproject.toml
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
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      "is_fork": false,
      "size_kb": 5803,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "HTML": 5815,
        "Shell": 9161,
        "Python": 1787558,
        "Dockerfile": 4767,
        "JavaScript": 1177
      },
      "pushed_at": "2026-08-02T10:53:52Z",
      "created_at": "2026-06-06T20:17:12Z",
      "owner_type": "User",
      "updated_at": "2026-08-02T10:53:40Z",
      "description": "any model. no keys. maybe a merge.",
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      "license_spdx": "MIT",
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      "primary_language": "Python",
      "significant_languages": [
        "Python"
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      "blog": "https://coles.codes",
      "name": "Matt Coles",
      "type": "User",
      "login": "MattJColes",
      "company": null,
      "location": "Melbourne, AU",
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      "is_verified": null,
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      "account_age_days": 5446
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    "license": {
      "state": "standard",
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      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
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          "published_at": "2026-08-02T10:53:53Z"
        },
        {
          "tag": "lgtmaybe-v1.11.1",
          "kind": "other",
          "published_at": "2026-08-02T10:47:15Z"
        },
        {
          "tag": "lgtmaybe-v1.11.0",
          "kind": "other",
          "published_at": "2026-08-02T09:49:06Z"
        },
        {
          "tag": "lgtmaybe-v1.10.0",
          "kind": "other",
          "published_at": "2026-08-02T09:06:51Z"
        },
        {
          "tag": "lgtmaybe-v1.9.1",
          "kind": "other",
          "published_at": "2026-07-28T08:41:35Z"
        },
        {
          "tag": "lgtmaybe-v1.9.0",
          "kind": "other",
          "published_at": "2026-07-27T19:59:17Z"
        },
        {
          "tag": "lgtmaybe-v1.8.1",
          "kind": "other",
          "published_at": "2026-07-27T17:07:59Z"
        },
        {
          "tag": "lgtmaybe-v1.8.0",
          "kind": "other",
          "published_at": "2026-07-27T00:02:41Z"
        },
        {
          "tag": "lgtmaybe-v1.7.0",
          "kind": "other",
          "published_at": "2026-07-26T14:17:50Z"
        },
        {
          "tag": "lgtmaybe-v1.6.0",
          "kind": "other",
          "published_at": "2026-07-26T10:17:42Z"
        },
        {
          "tag": "lgtmaybe-v1.5.5",
          "kind": "other",
          "published_at": "2026-07-25T14:49:02Z"
        },
        {
          "tag": "lgtmaybe-v1.5.4",
          "kind": "other",
          "published_at": "2026-07-25T14:42:52Z"
        },
        {
          "tag": "lgtmaybe-v1.5.3",
          "kind": "other",
          "published_at": "2026-07-25T10:30:47Z"
        },
        {
          "tag": "lgtmaybe-v1.5.2",
          "kind": "other",
          "published_at": "2026-07-25T09:02:59Z"
        },
        {
          "tag": "lgtmaybe-v1.5.1",
          "kind": "other",
          "published_at": "2026-07-25T08:36:39Z"
        },
        {
          "tag": "lgtmaybe-v1.5.0",
          "kind": "other",
          "published_at": "2026-07-25T08:32:05Z"
        },
        {
          "tag": "lgtmaybe-v1.4.1",
          "kind": "other",
          "published_at": "2026-07-25T06:23:58Z"
        },
        {
          "tag": "lgtmaybe-v1.4.0",
          "kind": "other",
          "published_at": "2026-07-25T06:08:30Z"
        },
        {
          "tag": "lgtmaybe-v1.3.0",
          "kind": "other",
          "published_at": "2026-07-25T04:32:58Z"
        },
        {
          "tag": "lgtmaybe-v1.2.0",
          "kind": "other",
          "published_at": "2026-07-25T02:35:32Z"
        },
        {
          "tag": "lgtmaybe-v1.1.0",
          "kind": "other",
          "published_at": "2026-07-24T10:20:10Z"
        },
        {
          "tag": "lgtmaybe-v1.0.0",
          "kind": "other",
          "published_at": "2026-07-24T07:04:13Z"
        },
        {
          "tag": "lgtmaybe-v0.13.1",
          "kind": "other",
          "published_at": "2026-07-24T06:14:52Z"
        },
        {
          "tag": "lgtmaybe-v0.13.0",
          "kind": "other",
          "published_at": "2026-07-24T05:53:49Z"
        },
        {
          "tag": "lgtmaybe-v0.12.2",
          "kind": "other",
          "published_at": "2026-07-23T08:49:54Z"
        },
        {
          "tag": "lgtmaybe-v0.12.1",
          "kind": "other",
          "published_at": "2026-07-17T08:50:31Z"
        },
        {
          "tag": "lgtmaybe-v0.12.0",
          "kind": "other",
          "published_at": "2026-07-17T08:20:11Z"
        },
        {
          "tag": "lgtmaybe-v0.11.0",
          "kind": "other",
          "published_at": "2026-07-06T11:42:08Z"
        },
        {
          "tag": "lgtmaybe-v0.10.0",
          "kind": "other",
          "published_at": "2026-07-06T01:32:24Z"
        },
        {
          "tag": "lgtmaybe-v0.9.2",
          "kind": "other",
          "published_at": "2026-07-01T08:17:43Z"
        },
        {
          "tag": "lgtmaybe-v0.9.1",
          "kind": "other",
          "published_at": "2026-07-01T00:41:12Z"
        },
        {
          "tag": "lgtmaybe-v0.9.0",
          "kind": "other",
          "published_at": "2026-06-30T14:04:18Z"
        },
        {
          "tag": "lgtmaybe-v0.8.2",
          "kind": "other",
          "published_at": "2026-06-30T10:42:34Z"
        },
        {
          "tag": "lgtmaybe-v0.8.1",
          "kind": "other",
          "published_at": "2026-06-30T10:26:45Z"
        },
        {
          "tag": "lgtmaybe-v0.8.0",
          "kind": "other",
          "published_at": "2026-06-30T09:02:27Z"
        },
        {
          "tag": "lgtmaybe-v0.7.2",
          "kind": "other",
          "published_at": "2026-06-30T06:35:25Z"
        },
        {
          "tag": "lgtmaybe-v0.7.1",
          "kind": "other",
          "published_at": "2026-06-30T05:34:42Z"
        },
        {
          "tag": "lgtmaybe-v0.7.0",
          "kind": "other",
          "published_at": "2026-06-24T01:07:11Z"
        },
        {
          "tag": "lgtmaybe-v0.6.2",
          "kind": "other",
          "published_at": "2026-06-23T16:40:43Z"
        },
        {
          "tag": "lgtmaybe-v0.6.1",
          "kind": "other",
          "published_at": "2026-06-23T16:30:42Z"
        },
        {
          "tag": "lgtmaybe-v0.6.0",
          "kind": "other",
          "published_at": "2026-06-23T15:43:33Z"
        },
        {
          "tag": "lgtmaybe-v0.5.0",
          "kind": "other",
          "published_at": "2026-06-23T14:44:42Z"
        },
        {
          "tag": "lgtmaybe-v0.4.1",
          "kind": "other",
          "published_at": "2026-06-22T23:09:58Z"
        },
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          "body": "…ot mint it (#296)\n\nReplying to a lgtmaybe review comment failed the whole review job:\n\n    The lgtmaybe identity exchange must run from the repository's\n    default branch.\n\n`pull_request_review_comment` is in the broker's ALLOWED_EVENTS, in the\nworkflow's triggers, and in the post-as-a-GitHub-App \n[…]\nme this one exception, rather than\nleft as a claim the code no longer honours.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "…pad (#295)\n\nThe enclosing-definition pad could reach 120 lines above a hunk — six times\n`_MAX_CONTEXT_LINES`, the ceiling on the fixed pad it is meant to widen.\n\nThe reach exists so a hunk deep inside a function still sees the signature that\nexplains it. But it reproduces every intervening line, no\n[…]\n a\ndefinition that genuinely encloses them and sits well inside the new reach.\n\n\nClaude-Session: https://claude.ai/code/session_01LqYf2v9WEBxHRoEruQWBUe\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "perf(context): size the enclosing-definition reach against the fixed …",
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          "body": "…#294)\n\ndefinition_starts threw ast-grep's range.end away, so _enclosing_boundary\ntreated the nearest definition start above a hunk as enclosing it even when\nthat definition had already closed. Module-level code below a function —\nconstants, config tables, registries — was padded back into an unrela\n[…]\ned to clear the previous group instead of overlapping it.\nFound by fuzzing (217/4000 cases), now zero.\n\nRoughly token-neutral (-1.7% across seven commits) — a correctness fix, not a\ncost optimisation.",
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          "headline": "fix(context): only pad to a definition that still contains the hunk (…",
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          "committed_at": "2026-07-27T01:46:33Z",
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          "oid": "054a4ce1f363da2b85f167a673f9f9e5c0dbe7f0",
          "body": "redact() rewrites every matched secret to [REDACTED] before the diff leaves,\nand the security lens then said \"even if they look redacted, flag the\npractice\" — instructing the model to raise a finding on the reviewer's own\nredaction output.\n\nThe shared rules now name the marker so no lens reports it \n[…]\nens drops the bullet, since gitleaks reads the unredacted text and\nanswers what the lens was prevented from seeing. Secrets reaching a log stay\nwith the model, as does the rest of the OWASP checklist.",
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          "headline": "fix(prompt): stop asking lenses to flag our own redaction marker (#293)",
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          "committed_at": "2026-07-27T01:17:06Z",
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          "oid": "1a9f0f03d023c5e0a8e79515f088c57e6e6a6feb",
          "body": "Six bugs found by driving the real CLI through ten scenarios of rising\ncomplexity against a stub provider, each one living in a seam between modules\nthat had passing unit tests of their own.\n\n- hardening: the reflection audit received the diff and grounding head text\n  un-neutralised and with no unt\n[…]\nackage at 1.7.0.\n\nAdds tests/e2e/test_cli_scenarios.py and a stub provider so the ten scenarios\nare reproducible: hermetic, no model or network needed, and verified to go red\nagainst the pre-fix code.",
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          "headline": "fix: bugs found driving the CLI end-to-end across 10 scenarios (#291)",
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          "body": "Hunks whose padded windows meet are now merged into one, with the span\nbetween them filled in as context. Padded independently, two nearby hunks\neach reached into the other's span, producing a non-monotonic patch whose\nline arithmetic no longer held and which showed the same position twice\nwith two \n[…]\narithmetically, so a merged hunk's counts cannot drift from what it holds.\n\nCuts default-run input tokens 3-12% (-12.2% on the largest diff measured).\n\nAlso syncs uv.lock to the 1.8.0 release version.",
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          "body": "…prompt narrowing (#289)\n\n* feat(static-analysis): un-cripple semgrep and add ast-grep structural rules\n\nTwo rules-driven tools, landed together because they share the argv and parse\nplumbing.\n\n**semgrep now actually runs.** It used to skip itself unless `semgrep_rules`\nwas set, and almost nobody se\n[…]\n analysis off.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HTBZQBip6ABR5B4pkscoUy\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "… (#288)\n\n* fix(action): deliver max_tokens and the static-analysis tools to the container\n\nTwo ways an Action input could reach nothing, both fixed here.\n\n`max_tokens` was mapped to INPUT_MAX_TOKENS in the step's `env:` block but\nnever forwarded by a bare `-e` on the `docker run`, so the value was \n[…]\nexisting sync.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HTBZQBip6ABR5B4pkscoUy\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "A live review missed an unguarded Optional deref — file_contents.get(path)\nnarrows to `str | None`, and .splitlines() on it crashes — while catching\nthree narrower crash paths in the same function. mypy proved it from the\nfile's own text in seconds. That is the shape of bug a lens reads past\nand a t\n[…]\nproves the parser, only a live run proves the flags still surface\nthe finding.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "oid": "7bb2f02ae3df13437b1ceb20a3c59bb8a7310888",
          "body": "A suggestion is rendered as a one-click commit, so a name that does not\nresolve in the target file replaces working code with a crash. The\ncontract never said which file's namespace a suggestion is written\nagainst, and the gap is example-seeded rather than random.\n\nThe deprecation lens's worked exam\n[…]\nt only in the legacy system prompt would be missing from every\ndefault review.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "fix(prompt): bind suggestion names to the file being changed (#286)",
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          "oid": "a295cd8309acc5c093d07e7789d3d7ff8547d375",
          "body": "…(#284)\n\nProvider and model alone don't identify a review: the same model on the\nsame provider reviews differently across releases, since the prompt,\nlens grouping and reflection all move between them. Troubleshooting a\nsurprising review means first working out which build produced it, and\nuntil now\n[…]\nd the CLI writes the failure notice, and neither package\nmay import the other.\n\n\nClaude-Session: https://claude.ai/code/session_01VZWoC1C4StgoEHfhzZNz7V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(engine): name the lgtmaybe version alongside the model in posts …",
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          "body": "The cap exists for prepaid routes that reserve prompt + max_tokens against the\nbalance before generating, and the Action is where those reviews actually run —\nbut the tests shipped in #281 only covered the local CLI path, so a regression\nin the `action` command's config load would have gone unnotice\n[…]\nn inputs default\n  to \"\", and a value coerced to 0 would reject every request.\n\n\nClaude-Session: https://claude.ai/code/session_01LPA33BpHTR1BqtvqeMhpzz\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "test(action): cover max_tokens on the GitHub Action path (#282)",
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          "body": "… batch was reviewed (#279)",
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          "headline": "fix(engine): report a split piece that failed instead of claiming the…",
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          "body": "…timeouts (#277)",
          "is_bot": false,
          "headline": "fix(providers): fail a blown wall clock once, and pin the documented …",
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          "oid": "1ece55e414972a99c024cb05bec397b7a639e27c",
          "body": "The nine shipped examples that declare concurrency keyed the group on the PR\nnumber alone, with cancel-in-progress. All of them also subscribe to\nissue_comment and pull_request_review_comment — the events lgtmaybe fires when\nit posts its auto-diagram comment and its inline findings — and every one o\n[…]\nggered event with\n  cancel-in-progress must have an event-discriminated group.\n\n\nClaude-Session: https://claude.ai/code/session_01SorXTg2UZddYo5dBFgrjjT\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "fix(workflows): stop lgtmaybe cancelling its own reviews (#276)",
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          "oid": "7ee4eedc7f435648e38d48435b80c045be417ce1",
          "body": "* fix(dedupe): key re-run dedupe on a prose-free finding identity\n\nFindings already posted on a PR were posted again, reworded, on a later run.\n\nBoth re-run dedupe (`_post_new_inline_comments`) and resolve-on-fix\n(`_fixed_threads`) matched an existing conversation by\n`finding_fingerprint(path, title\n[…]\nside the mock.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01T7QDG7AsL5SK2UyroX6w5x\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "fix(dedupe): key re-run dedupe on a prose-free finding identity (#275)",
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          "oid": "1b50d93530a370b7f0b81469b60b0f48dad5eaae",
          "body": "… (#273)\n\n* feat(summary): stop claiming LGTM while business is still outstanding\n\n\"👍 LGTM!\" reads as \"this PR is fine\". It was posted whenever the run's own\nfinding count reached zero — which is not the same thing. Two cases produced a\nthumbs-up over unfinished business:\n\n- **Suppressed findings.**\n[…]\n(expected 8)\".\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(summary): stop claiming LGTM while business is still outstanding…",
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          "body": "…a refusal (#271)\n\n* feat(diagnostics): log the effective timeout's source; stop retrying a refusal\n\nTwo silent failures that cost real investigation time this week.\n\n**Where did that timeout come from?** A timed-out call reports the budget it\nblew (\"provider request exceeded 60s\") but never its ori\n[…]\ny are skipped.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "feat(diagnostics): log the effective timeout's source; stop retrying …",
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          "headline": "chore(main): release lgtmaybe 1.6.0 (#265)",
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          "body": "…#270)\n\n* perf: overlap the three serial I/O stages, isolate resolve failures\n\nSurvey first: the lens fan-out, multi-batch overlap and the head-content\nfetches were ALREADY pooled, so there was nothing to win there. Three stages\nwere genuinely serial.\n\n- **Deferral fetches** (`retrieve.resolve_needs\n[…]\nxplicitly now.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "oid": "44a47769051e39a3a3a6b6f82b4b0cea4a94f770",
          "body": "…counts (#269)\n\nFollow-up to #268. The bulk edit there left the `--preset` help string spliced\nmid-sentence — \"covers … tests and documentation in parallelism is available,\nor three with one worker\" — so `lgtmaybe review --help` printed a broken\nsentence describing behaviour that no longer exists. l\n[…]\nated docs/reference/config.md and llms*.txt.\n\nText only — no behaviour change.\n\n\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "headline": "docs(preset): fix the mangled --preset help and sweep the stale call …",
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          "oid": "2d81f5ec7cdf7f87b8d2dfa8ec9e1aee8a64d57a",
          "body": "The fast preset already made 4 calls, but two of them were the same\n`correctness` lens sliced into flow/state halves purely to fill a second\nworker, and `tests`/`documentation` got no call at all. So the default spent\nfour calls on three concerns and skipped a whole class of finding.\n\nNow: security,\n[…]\n`_CORRECTNESS_STATE_EXAMPLE` are deleted, along with `_parallel_fast_enabled`.\n\n\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "…es (#266)\n\n* feat(cache): widen prompt caching to vertex, zai, and openrouter routes\n\nExplicit `cache_control` breakpoints were only emitted on `anthropic/` and\n`bedrock/`, so every other route re-processed the shared preamble-plus-diff\nprefix uncached on every lens of the fan-out. Widened to the r\n[…]\nn the highest.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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          "body": "…264)\n\nA timed-out lens call posts \"results may be incomplete\" with zero findings,\nwhich a human reads as a clean review — so every budget here is now sized well\nabove what a healthy run needs, not near it.\n\nModel calls: slow-capable providers (ollama, openai-compatible, openrouter)\n900s -> 1800s, d\n[…]\nget stays safe, dropping one below the floor is the\nregression worth catching.\n\n\nClaude-Session: https://claude.ai/code/session_01LAuzC47hXdohXyP6xzTH4V\n\nCo-authored-by: Claude <noreply@anthropic.com>",
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              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "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
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 81,
            "inputs": {
              "merged_prs": 310,
              "open_issues": 0,
              "closed_issues": 2,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 12,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "310/322 decided PRs merged",
                "points": 28.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 310,
                      "decided": 322
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 183,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "MattJColes",
              "public_repos": 21,
              "account_age_days": 5446
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "183 followers of MattJColes",
                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 183,
                      "login": "MattJColes"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "21 public repos, account ~14 yr old",
                "points": 21.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 21
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "lgtmaybe"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "63 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "15 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 37,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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"
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              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 2
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "exceptional",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 43422
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "79 of 79 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 79
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
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              "agent_commit_share": 0.35,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/lgtmaybe/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "35 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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            "inputs": {
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              "source_files_sampled": 190,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/lgtmaybe/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/lgtmaybe/py.typed",
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                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/190 source files over 60KB",
                "points": 53.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "kb": 60,
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                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "metrics_version": "2.1.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:lgtmaybe@1.12.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T10:55:37.656850Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MattJColes/lgtmaybe.svg",
  "full_name": "MattJColes/lgtmaybe",
  "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 v2.1.0、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.