公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-29 05:44 UTC
elastic / eland
Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
elastic/eland 的健康指数为 100 分中的 65 分，处于「中等」区间。 其得分最高的类别是Sustainability & Governance（79/100），最低的是Security（49/100）。 最近一次更新在 42 天前。 近期的大部分工作由 3 位贡献者完成。
65
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
65
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
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？
51
开发活跃度
33存在风险
评分方式
| 18/36 | 推送新近度 — 最近一次推送于 42 天前 |
| 5.5/36 | 提交节奏 — 52 周中有 8 周有提交 |
| 9.7/18 | 提交量 — 最近一年 11 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
所用输入
| commits_last_year | 11 |
| human_commit_share | 1 |
| days_since_last_push | 42 |
| active_weeks_last_year | 8 |
发布纪律
78良好
评分方式
| 27/27 | 有发布版本 — 已发布 38 个发布版本 |
| 16.2/36 | 发布时效 — 最近一次发布版本于 271 天前 |
| 27/27 | 发布节奏 — 约每 43.7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 38 |
| latest_release_tag | v9.2.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 271 |
| mean_days_between_releases | 43.7 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
73
流行度与采用
76良好
评分方式
| 46.1/60 | 星标 — 694 个星标 |
| 17/25 | 复刻 — 112 个复刻 |
| 12.7/15 | 关注者 — 191 位关注者 |
所用输入
| forks | 112 |
| stars | 694 |
| watchers | 191 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
79
维护者韧性（巴士系数）
75良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 15.7/22.5 | 提交分布 — 头号贡献者编写了 30% 的提交 |
| 13.5/13.5 | 贡献者广度 — 39 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 10 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 39 |
| top_contributor_share | 0.3 |
议题与 PR 响应能力
82良好
评分方式
| 34.1/46.8 | 议题解决 — 73% 的议题已关闭 |
| 34.4/38.3 | PR 接受 — 已裁定的 PR 中 471/524 已合并 |
| 13.5/15 | OpenSSF Scorecard：Code-Review — Found 27/30 approved changesets -- score normalized to 9 |
所用输入
| merged_prs | 471 |
| open_issues | 76 |
| closed_issues | 205 |
| issue_closed_ratio | 0.73 |
| closed_unmerged_prs | 53 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — elastic 有 5,448 位关注者 |
| 25/25 | 既往记录 — 942 个公开仓库，账户约 12 年 |
所用输入
| followers | 5,448 |
| owner_type | Organization |
| is_verified | — |
| owner_login | elastic |
| public_repos | 942 |
| account_age_days | 4,538 |
工程质量
基础的工程与文档实践是否到位？
70
工程实践
56中等
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 8/20 | OpenSSF Scorecard：CI-Tests — 14 out of 30 merged PRs checked by a CI test -- score normalized to 4 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://eland.readthedocs.io |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 13 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | python, elasticsearch, pandas, data-analysis, machine-learning, time-series-forecasting, etl, big-data, dataframe, eland, scikit-learn, lightgbm, dataframes |
| has_wiki | 否 |
| homepage | https://eland.readthedocs.io |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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？
49
安全态势
49存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 1/2.5 | CI-Tests — 14 out of 30 merged PRs checked by a CI test -- score normalized to 4 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 27/30 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 10 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.9 |
已排除计分（无数据或不适用）：packaging, signed_releases。 其余权重已重新归一化。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
55
AI 代理上下文与指引
40存在风险
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 83 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.83 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — docs/Makefile, noxfile.py |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — eland/py.typed |
| 10/10 | 可复现环境 — Dockerfile |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile, noxfile.py |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | eland/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
81良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（eland/py.typed） |
| 54.2/55 | 可控的文件大小 — 采样的 132 个源文件中有 2 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 82,758 |
| source_files_sampled | 132 |
| oversized_source_files | 2 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
694GitHub 星标
39贡献者
11最近 12 个月提交数
42距最近推送天数
38发布版本数
3巴士系数（bus factor）
76开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 0 ★ / 112 ⇿
0Star
112Fork
38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。
主版本 2次版本 14修订 11
每个点涵盖 6 天。
OpenSSF Scorecard 4.9 / 10
4.9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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 4 | CI-Tests | 14 out of 30 merged PRs checked by a CI test -- score normalized to 4 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 27/30 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 10 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
全部依赖 18
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 18 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 |
|---|---|---|---|
| PyPI | - | — | 间接 |
| PyPI | build | — | 间接 |
| PyPI | elasticsearch | — | 间接 |
| PyPI | furo | — | 间接 |
| PyPI | matplotlib | — | 间接 |
| PyPI | mypy | — | 间接 |
| PyPI | nbsphinx | — | 间接 |
| PyPI | nbval | — | 间接 |
| PyPI | nox | — | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | numpydoc | — | 间接 |
| PyPI | packaging | — | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | sphinx | — | 间接 |
| PyPI | twine | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"python",
"elasticsearch",
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"homepage": "https://eland.readthedocs.io",
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"pushed_at": "2026-06-16T08:00:10Z",
"created_at": "2019-06-11T07:24:06Z",
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"license": {
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"activity": {
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"tag": "v9.2.0",
"kind": "minor",
"published_at": "2025-10-30T11:47:45Z"
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{
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"published_at": "2025-04-16T12:17:54Z"
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{
"tag": "v8.17.0",
"kind": "minor",
"published_at": "2025-01-07T07:01:38Z"
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{
"tag": "v8.16.0",
"kind": "minor",
"published_at": "2024-11-14T05:11:02Z"
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"kind": "patch",
"published_at": "2024-10-18T06:56:05Z"
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"published_at": "2024-10-09T12:21:07Z"
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"published_at": "2024-08-13T09:15:59Z"
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"kind": "minor",
"published_at": "2024-06-10T12:02:10Z"
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{
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"kind": "patch",
"published_at": "2024-05-03T05:38:28Z"
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{
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"kind": "minor",
"published_at": "2024-03-27T14:27:54Z"
},
{
"tag": "v8.12.1",
"kind": "patch",
"published_at": "2024-02-01T06:51:46Z"
},
{
"tag": "v8.12.0",
"kind": "minor",
"published_at": "2024-01-19T08:44:29Z"
},
{
"tag": "v8.11.1",
"kind": "patch",
"published_at": "2023-11-22T10:57:29Z"
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{
"tag": "v8.11.0",
"kind": "minor",
"published_at": "2023-11-08T10:52:55Z"
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{
"tag": "v8.10.1",
"kind": "patch",
"published_at": "2023-10-11T10:57:45Z"
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"tag": "v8.10.0",
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"tag": "v8.9.0",
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"published_at": "2022-02-10T20:35:38Z"
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{
"tag": "v8.0.0b1",
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"published_at": "2021-12-16T13:47:01Z"
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"tag": "v7.14.1b1",
"kind": "other",
"published_at": "2021-08-30T18:55:05Z"
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"tag": "v7.14.0b1",
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"kind": "other",
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"published_at": "2021-01-12T18:39:56Z"
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{
"tag": "7.10.0b1",
"kind": "other",
"published_at": "2020-10-29T18:48:09Z"
},
{
"tag": "7.9.1a1",
"kind": "other",
"published_at": "2020-09-30T16:19:26Z"
},
{
"tag": "7.9.0a1",
"kind": "other",
"published_at": "2020-08-18T17:03:12Z"
},
{
"tag": "7.7.0a1",
"kind": "other",
"published_at": "2020-08-12T20:44:47Z"
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{
"tag": "7.6.0a5",
"kind": "other",
"published_at": "2020-08-12T20:41:17Z"
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{
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"kind": "other",
"published_at": "2020-08-12T20:36:18Z"
}
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},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
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},
{
"key": "sast",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
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"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "2 existing vulnerabilities detected",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
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"inputs": {
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"red_flag": false,
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"Iran",
"North Korea"
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"review_only_matches": 0,
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},
"components": [
{
"key": "policy_exposure_multiplier",
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"detail": "no confirmed policy-scope location match",
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"details": [
{
"code": "jurisdiction_no_match",
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}
],
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
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"name": "AI Readiness",
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"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"note": null,
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"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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{
"key": "agent_instructions",
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{
"code": "no_agent_instructions",
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}
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "legible_commit_history",
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"status": "met",
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{
"code": "legible_history",
"params": {
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}
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]
},
{
"key": "ai_verify_loop",
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"has_tests": true,
"lockfiles": [],
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],
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"has_linter_config": false,
"typecheck_configs": [
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
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{
"key": "one_command_bootstrap",
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"status": "met",
"details": [
{
"code": "file_list",
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{
"key": "automated_tests",
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},
{
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},
{
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"details": [
{
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{
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{
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{
"key": "demonstrated_agent_practice",
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{
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{
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{
"code": "no_dependency_automation",
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}
],
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},
{
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]
},
{
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}
}
],
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},
{
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"points": 54.2,
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]
},
{
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{
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},
{
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{
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}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
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"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-29T05:44:31.413762Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/elastic/eland.svg",
"full_name": "elastic/eland",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}