公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-24 10:06 UTC

astronomer / astro-airflow-mcp

MCP server for Apache Airflow instances. Runs standalone or as an Airflow plugin.

PythonApache-2.0★ 12 星标⑂ 5 复刻始于 2025年11月已归档在 GitHub 上查看 ↗

astronomer/astro-airflow-mcp 的健康指数为 100 分中的 22 分,处于「危急」区间。 其得分最高的类别是Engineering Quality(86/100),最低的是Community & Adoption(35/100)。 该仓库已归档,预计不会再有维护。

22
总分 / 100
危急

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。

22
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

Abandonment Policy applies a 40% multiplier to weighted overall health and gives it a ceiling of 29.

所有权

803 关注者354 个公开仓库始于 2015年5月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIastro-airflow-mcp0.9.1-3215 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?

46存在风险 · 占总体的 22%
评分方式
3.6/36推送新近度 — 最近一次推送于 181 天前
4.2/36提交节奏 — 52 周中有 6 周有提交
16.3/18提交量 — 最近一年 64 次提交
0/10OpenSSF Scorecard:Maintained — project is archived
所用输入
commits_last_year64
human_commit_share1
days_since_last_push181
active_weeks_last_year6

发布纪律

78良好
评分方式
27/27有发布版本 — 已发布 13 个发布版本
16.2/36发布时效 — 最近一次发布版本于 190 天前
27/27发布节奏 — 约每 4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count13
latest_release_tagv0.2.2
releases_from_tags
days_since_latest_release190
mean_days_between_releases4
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?

35存在风险 · 占总体的 18%
评分方式
16.9/60星标 — 12 个星标
5/25复刻 — 5 个复刻
0/15关注者 — 1 位关注者
所用输入
forks5
stars12
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

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?

59中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
5.3/22.5提交分布 — 头号贡献者编写了 77% 的提交
5.4/13.5贡献者广度 — 4 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 3 contributing companies or organizations -- score normalized to 10
所用输入
bus_factor1
contributors_sampled4
top_contributor_share0.766
评分方式
0/46.8议题解决 — 0% 的议题已关闭
35.4/38.3PR 接受 — 已裁定的 PR 中 25/27 已合并
7.5/15OpenSSF Scorecard:Code-Review — Found 16/30 approved changesets -- score normalized to 5
所用输入
merged_prs25
open_issues1
closed_issues0
issue_closed_ratio0
closed_unmerged_prs2
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
20.9/25所有者影响力 — astronomer 有 803 位关注者
25/25既往记录 — 354 个公开仓库,账户约 11 年
所用输入
followers803
owner_typeOrganization
is_verified
owner_loginastronomer
public_repos354
account_age_days4,088
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 15 天前
20/20版本历史 — 32 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
packagesastro-airflow-mcp
ecosystemspypi
any_deprecated
min_days_since_publish15

工程质量

基础的工程与文档实践是否到位?

86优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 3 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 — 22 out of 22 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

75良好
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://astronomer.io
10/10仓库描述
10/10主题标签 — 6 个主题标签
10/10Wiki
所用输入
topicsai, airflow, mcp, python, agents, model-context-protocol
has_wiki
homepagehttps://astronomer.io
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

51中等 · 占总体的 16%

安全态势

39存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 22 out of 22 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
3.8/7.5Code-Review — Found 16/30 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — project is archived
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 100 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.8
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages73
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:astro-airflow-mcp@0.9.1 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 73 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

59中等 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
0/15机器可读文档(llms.txt)
20.8/40可读的提交历史 — 64 次人类提交中有 25 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.391
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2,984
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 64 次提交中有 5 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.078
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
52.4/55可控的文件大小 — 采样的 21 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes79,606
source_files_sampled21
oversized_source_files1
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
0/40可运行示例
所用输入
example_dirs
has_mcp_signal
api_schema_files

关键数据

12GitHub 星标
4贡献者
64最近 12 个月提交数
181距最近推送天数
13发布版本数
1巴士系数(bus factor)
1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

更多细节

Star 与 Fork 历史 0 ★ / 5 ⇿
0Star
5Fork
7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。

12345512025-122026-032026-05
主版本 0次版本 1修订 6
OpenSSF Scorecard 3.8 / 10
3.8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 · 2026-07-24 10:06 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 16/30 approved changesets -- score normalized to 5
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject is archived
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities100 existing vulnerabilities detected
直接依赖 4
注册表软件包版本约束清单文件
PyPIfastmcp>=0.1.0pyproject.toml
PyPIhttpx>=0.27.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIpyyaml>=6.0pyproject.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

依赖安全公告 0

安装 pypi:astro-airflow-mcp@0.9.1 会引入 73 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

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

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "ai",
        "airflow",
        "mcp",
        "python",
        "agents",
        "model-context-protocol"
      ],
      "is_fork": false,
      "size_kb": 679,
      "has_wiki": true,
      "homepage": "https://astronomer.io",
      "languages": {
        "Shell": 2491,
        "Python": 231933,
        "Makefile": 3693,
        "Dockerfile": 741
      },
      "pushed_at": "2026-01-23T19:52:10Z",
      "created_at": "2025-11-20T14:56:23Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-02T23:39:01Z",
      "description": "MCP server for Apache Airflow instances. Runs standalone or as an Airflow plugin.",
      "is_archived": true,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://astronomer.io",
      "name": "Astronomer",
      "type": "Organization",
      "login": "astronomer",
      "company": null,
      "location": "Globally distributed",
      "followers": 803,
      "avatar_url": "https://avatars.githubusercontent.com/u/12449437?v=4",
      "created_at": "2015-05-14T18:05:00Z",
      "is_verified": null,
      "public_repos": 354,
      "account_age_days": 4088
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-01-14T16:39:08Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-01-12T14:06:29Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-01-08T15:30:27Z"
        },
        {
          "tag": "v0.1.9",
          "kind": "patch",
          "published_at": "2026-01-07T22:04:18Z"
        },
        {
          "tag": "v0.1.8",
          "kind": "patch",
          "published_at": "2026-01-07T14:21:01Z"
        },
        {
          "tag": "v0.1.7",
          "kind": "patch",
          "published_at": "2026-01-06T17:51:08Z"
        },
        {
          "tag": "v0.1.6",
          "kind": "patch",
          "published_at": "2026-01-06T16:20:10Z"
        },
        {
          "tag": "v0.1.5",
          "kind": "patch",
          "published_at": "2025-12-09T18:46:40Z"
        },
        {
          "tag": "v0.1.4",
          "kind": "patch",
          "published_at": "2025-12-09T18:03:26Z"
        },
        {
          "tag": "v0.1.3",
          "kind": "patch",
          "published_at": "2025-12-09T17:37:47Z"
        },
        {
          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2025-12-09T16:27:20Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2025-12-09T15:58:23Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2025-12-09T15:39:40Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "35d756d271a68be9c5909592f9c456782ef31159",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Julian LaNeve",
          "author_login": "jlaneve",
          "committed_at": "2026-01-23T19:52:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcace90f16a774b6e4151bd20b7ef6fd26a2251c",
          "body": "* feat: add list_asset_events tool for querying asset/dataset events\n\nAdd new MCP tool and adapter methods for listing asset events with\noptional filtering by source DAG, run, or task.\n\n- Add list_asset_events() abstract method to base adapter\n- Implement in V2 adapter (calls /datasets/events, norma\n[…]\n V3 adapter for consistency\n\nAdd field normalization in V3 adapter's list_asset_events and\nget_dag_run_upstream_asset_events to rename asset_uri to uri,\nmatching the normalized output from V2 adapter.",
          "is_bot": false,
          "headline": "Add asset event query tools (#28)",
          "author_name": "Evgenii Prusov",
          "author_login": "evgenii-prusov",
          "committed_at": "2026-01-23T17:48:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4027d2845295fdfcfca5133c3471c1031cbaa4cf",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-23T14:35:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d190d63f66909b664c6873c94e4d382ec1a80f7f",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-23T14:34:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a92bd45280a27ad95cae2751bd2e774c00c82434",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-23T14:34:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73d8a8498d0899c24a9b0de5c084160989390a2a",
          "body": "* feat: add project-dir auto-discovery for Airflow URL\n\nAdd --project-dir CLI argument that enables auto-discovery of the\nAirflow URL from .astro/config.yaml. This is useful when running\nwith Claude Code plugins where the MCP server needs to connect to\na local Astro CLI project.\n\nFeatures:\n- New --p\n[…]\ny indicate it's an\nalternative to --airflow-url for auto-discovery.\n\nAlso updated README with the new flag in the CLI options table.\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add project-dir auto-discovery for Airflow URL (#27)",
          "author_name": "Julian LaNeve",
          "author_login": "jlaneve",
          "committed_at": "2026-01-14T16:37:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "36d7af8a94017d966c7577c01e1a9ff77a2d5f88",
          "body": null,
          "is_bot": false,
          "headline": "Fix Cursor link",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T21:46:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fbe8ed911e7edfab5f7ea7889d98402365364e0e",
          "body": null,
          "is_bot": false,
          "headline": "Updates default mode from http to stdio (#26)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-12T21:42:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcd7f59e8d35747472c6c7a12949f985a5d8952e",
          "body": "- Quickstart section with one-click install buttons for VS Code and Cursor\n- Manual JSON config as fallback in collapsible dropdown\n- CLI commands for Claude Code, Gemini CLI, and Codex CLI\n- Dropdowns reduce visual clutter while keeping all info accessible\n- Consolidates auth examples and adds CLI options table\n- Moves standalone server docs to Advanced Usage section\n\nConfig explicitly includes --transport stdio (server defaults to HTTP).",
          "is_bot": false,
          "headline": "docs: restructure README with improved MCP client configuration (#23)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T21:27:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4b71bbfa4d08061769b541097446b66c0cffc67",
          "body": "- Add PIE, PT, RUF, ASYNC, TID252 rules\n- Fix G004 violations (convert f-string logging to lazy % formatting)\n- Remove unnecessary pass statements after docstrings (PIE790)\n- Remove unused noqa directive (RUF100)\n- Clean up unnecessary else after return (RET)",
          "is_bot": false,
          "headline": "Add additional ruff rules (#25)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T20:21:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c56db8a8948f7eebece15adb6a058d82683f7a6d",
          "body": "## Changes\n\n### 1. Migrate AirflowTokenManager from requests to httpx\n\nThe token manager now uses httpx.Client instead of requests for\nconsistency with the adapter pattern (which already uses httpx).\n\n### 2. Remove dead code: _call_airflow_api and _post_airflow_api\n\nThese functions were unused - all\n[…]\npdate tests to mock httpx instead of requests\n\nAll token manager tests now properly mock httpx.Client context manager.\n\n## Test Results\n\n91 tests pass (was 100 - removed 9 tests for deleted functions)",
          "is_bot": false,
          "headline": "refactor: migrate to httpx and remove dead code (#22)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T18:52:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0bdcdb10f379b6041fa252f413d858dfeba971b4",
          "body": null,
          "is_bot": false,
          "headline": "Replace pre-commit with prek (#24)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T18:48:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b13d2549a2c86fc5b50ea501551b6bd9805a7174",
          "body": "* feat: add Claude Code commands and skills for contributors\n\nAdds slash commands and skills for Claude Code to help contributors\nwork with this codebase.\n\n## Slash Commands (.claude/commands/)\n\n- /add-tool - Scaffold a new MCP tool with proper docstrings\n- /add-adapter-method - Add method to both V\n[…]\n for commands that take arguments\n- Add allowed-tools for check-airflow-compat\n- Use bash execution (!) in check command\n- Simplify SKILL.md, use globs instead of triggers\n- Make commands more concise",
          "is_bot": false,
          "headline": "feat: add Claude Code commands and skills for contributors (#21)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T16:24:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "26b43794dc832c29c243839cb3965eb4b85f9899",
          "body": "## Summary\n\nCleanup of stale configuration, documentation fixes, and improved error\nhandling in the build/test pipeline.\n\n## Changes\n\n### 1. Remove stale templates force-include (pyproject.toml)\n\nThe `[tool.hatchling.build.targets.wheel.force-include]` section referenced\n`src/astro_airflow_mcp/templ\n[…]\nnd are imported in tests.\n   They also enable future type checking if desired.\n\nQ: Will the Makefile change break anything?\nA: No - it only changes behavior on test failure. Success path is identical.",
          "is_bot": false,
          "headline": "chore: remove stale config and fix documentation (#17)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T16:22:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b585bfabc1a06505c5d8e9025d9987a2b695f209",
          "body": "… (#19)\n\nThe docstrings incorrectly stated the default timeout was 1800 seconds\n(30 minutes), but the actual default is 3600 seconds (60 minutes).\n\nFixed in three places:\n- _trigger_dag_and_wait_impl docstring (line 1172)\n- trigger_dag_and_wait docstring description (line 1326)\n- trigger_dag_and_wait Args section (line 1342)",
          "is_bot": false,
          "headline": "docs: fix incorrect timeout values in trigger_dag_and_wait docstrings…",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T16:21:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c836c1dc2b3b05a0d721582add122cc0db351c7",
          "body": "* docs: add AGENTS.md for AI-assisted contributions\n\nUniversal agent guidance file for AI coding assistants (Claude Code,\nCursor, Copilot, etc.) contributing to this repository.\n\nCovers:\n- Architecture overview\n- Code conventions (httpx, adapter pattern)\n- MCP tool docstring format\n- Airflow v2/v3 differences\n- Testing patterns\n\n* Add CLAUDE.md symlink for Claude Code compatibility",
          "is_bot": false,
          "headline": "docs: add AGENTS.md for AI-assisted contributions (#20)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-12T16:20:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89f1890c81b278fdbc1c3a98ec2fa0aeb65e7abe",
          "body": "Add two new MCP tools to control DAG scheduling state:\n- pause_dag(dag_id): Pause a DAG to prevent new scheduled runs\n- unpause_dag(dag_id): Unpause a DAG to resume scheduling\n\nImplementation includes:\n- New _patch() HTTP method in base adapter for PATCH requests\n- Abstract methods in base adapter w\n[…]\nfinitions with detailed docstrings\n- Unit tests for _patch method and pause/unpause operations\n- Integration tests for both Airflow 2.x and 3.x\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Add pause_dag and unpause_dag tools for DAG management (#16)",
          "author_name": "Evgenii Prusov",
          "author_login": "evgenii-prusov",
          "committed_at": "2026-01-12T14:03:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d9dc1719b7c9b000b8ac804c775db75d077f74f2",
          "body": "* Adds tool call logging\n\n* Clean up logging a bit\n\n* Use FastMCP middleware logger",
          "is_bot": false,
          "headline": "Add tool call logging to MCP server (#15)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-09T16:48:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e23dd0eab1d0722094b12f58f4a92cd6073bdd8",
          "body": "* Adds missing integration tests\n\n* Adds explicit test dag for integration tests\n\n* Drop dag detection in favor of static dag_id\n\n* Move complete_dag_run to pytest fixture\n\n* Rename dag file to avoid pytest",
          "is_bot": false,
          "headline": "Add missing integration tests for adapter methods (#14)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-09T14:50:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9c4fa16cc11ff6f893247a421fa686abcdcbeac",
          "body": null,
          "is_bot": false,
          "headline": "Fixes adapter bypass and JSON parse issues (#13)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-08T15:22:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e02df77811296fc4de81aec27b0bd3e92f81dfa1",
          "body": "Changes:\n- Fix dagStats endpoint for Airflow 2.x (requires dag_ids parameter)\n- Add dag_ids parameter to get_dag_stats MCP tool\n- Add integration tests with GitHub Actions CI\n- Add docker-compose.test.yml for local testing with Airflow 2.11 and 3.1\n- Fix Airflow 3 OAuth2 token exchange (accept 201 status code)\n- Fix passwords.json mount issue (copy to writable location)\n\nAirflow API differences:\n- Airflow 2.x: dagStats requires dag_ids parameter\n- Airflow 3.x: dagStats works without dag_ids",
          "is_bot": false,
          "headline": "feat: Add integration tests and fix dagStats for Airflow 2.x (#12)",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-08T00:12:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25317815f8e5c156abbb7afbe5804329cfceacf1",
          "body": "The dagStats endpoint is available in both Airflow 2.x (/api/v1/dagStats)\nand 3.x (/api/v2/dagStats). Previously incorrectly returned 'not available'\nfor v2.\n\nChanges:\n- AirflowV2Adapter.get_dag_stats() now calls the endpoint with proper params\n- Updated test to verify correct API call with dag_ids parameter\n- Airflow 2.x uses comma-separated dag_ids query param\n\nRef: https://airflow.apache.org/docs/apache-airflow/2.11.0/stable-rest-api-ref.html#tag/DagStats",
          "is_bot": false,
          "headline": "Fix: Enable dagStats endpoint for Airflow 2.x",
          "author_name": "Kaxil Naik",
          "author_login": "kaxil",
          "committed_at": "2026-01-07T21:51:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea7dd13cd14b9f845e92e3b3c2fcece563651ee7",
          "body": "* Add Airflow 2/3 support with adapter pattern and OAuth2 auth\n\nArchitecture:\n- Adapter pattern for Airflow 2.x (/api/v1) and 3.x (/api/v2) API compatibility\n- Runtime version detection via API endpoint probing\n- Version-specific auth: basic auth (v2), OAuth2 token exchange (v3)\n\nVersion handling st\n[…]\nuth2 token exchange via /auth/token\n  - Airflow 2: Basic auth\n\nRef: https://modelcontextprotocol.io, https://gofastmcp.com\n\n* Fix conflicts\n\n---------\n\nCo-authored-by: Kaxil Naik <kaxilnaik@gmail.com>",
          "is_bot": false,
          "headline": "Add Airflow 2/3 support with adapter pattern and OAuth2 auth (#11)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-07T21:36:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc37053bc628f80f554f7d51d482d730d64b7d5a",
          "body": "* Add trigger_dag_and_wait composite MCP tool\n\nAdds a new tool that triggers a DAG and waits for completion,\nreturning the final state along with failed task details on failure.\n\nFeatures:\n- Polls DAG run status until terminal state (success/failed/upstream_failed)\n- Default 30-minute timeout, confi\n[…]\nax poll interval at 10 seconds\n\n* Include full DAG run response in trigger_dag_and_wait\n\n* Nest DAG run response under dag_run field\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add trigger_dag_and_wait composite MCP tool (#10)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-07T16:14:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7730d16a1d19794372cedbb15e503861bf78fb52",
          "body": null,
          "is_bot": false,
          "headline": "Update docs",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-07T14:17:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed326a366c89bd2b05850918f6f7351a0d394c23",
          "body": "* Adds token manager and support for airflow 3.1.1 api\n\n* Add tests for AirflowTokenManager and token authentication\n\n- Add TestAirflowTokenManager class with 10 tests covering:\n  - Token initialization\n  - Refresh logic (no token, valid token, expired token)\n  - Fetch with credentials (POST) and cr\n[…]\n each test.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Airflow 3.x token authentication support (#8)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-07T13:50:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7a546d0c8dc32f143058d238d3ce2eb94e69eaa5",
          "body": "Adds a new MCP tool to retrieve task instance logs from Airflow, enabling\ndebugging and troubleshooting of task executions directly through the MCP\ninterface.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add get_task_logs MCP tool (#9)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-07T13:49:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "01d50157f5fad0cba375044f72a4f111a15c910e",
          "body": null,
          "is_bot": false,
          "headline": "Redirect logging to stderr when in stdio mode (#7)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-06T17:45:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59171c051ef9aa377ea2b7b280be01fd0d9dd97f",
          "body": "* Adds trigger_dag and get_dag_run\n\n* Clean up json import",
          "is_bot": false,
          "headline": "Add trigger_dag and get_dag_run MCP tools (#6)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2026-01-06T16:18:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "689fa21bb1763b4e8fd60d4250857eec1e79c4e9",
          "body": null,
          "is_bot": false,
          "headline": "Adds support for import errors (#3)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-11T19:27:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01a20dda205137b6f6311cfdbfbdfc16db4fde72",
          "body": null,
          "is_bot": false,
          "headline": "Adds astro project installation to readme",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:41:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcc20c488c7d24bfd22ac7998e36c6c558c96a65",
          "body": null,
          "is_bot": false,
          "headline": "Fixes Airflow plugin app name",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:41:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e8bb7ac79c28d52bbca17ff77f7e8fabfdb7e90",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:19:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df504bafedd007ae6a7e41f8e521afcb7002c9bf",
          "body": null,
          "is_bot": false,
          "headline": "Update CODEOWNERS",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:15:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74bf1c961c25985ca514bc02c087ae6e113b83f2",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:13:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60feb9741a440c662078cecb58f85f52a348260d",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:13:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9167cd965ab46cba78b1ea850442f5c841085470",
          "body": null,
          "is_bot": false,
          "headline": "Adds PyPI badge",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T18:09:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95a4fb059e6e09e8093c5ef734e7cdff8d89b7ff",
          "body": null,
          "is_bot": false,
          "headline": "Adds CODEOWNERS (#1)",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T17:49:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc3f0ce9552fcde1bacb4b14730e2a35c9953ea3",
          "body": null,
          "is_bot": false,
          "headline": "Enhances claude desktop example in readme",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T16:57:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eae03af8224ca6a4e14ea6b004c358fbeda1c8df",
          "body": null,
          "is_bot": false,
          "headline": "Corrects cursor stdio example in readme",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T16:55:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fb6c5f5587a5e1db09d869dc8a750190a0b00f7",
          "body": null,
          "is_bot": false,
          "headline": "Removes requirements section in readme",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T16:33:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a489a6f29eca8f0f63c4bb5cb5d187c110945a35",
          "body": null,
          "is_bot": false,
          "headline": "Switch to dynamic versioning",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T16:25:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb8ad2861ad13f896d6fac29a163151f8d37fd55",
          "body": null,
          "is_bot": false,
          "headline": "Pulls version from package for MCP server version",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T16:10:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99725a1a6a726ff8a82b8e640964f2bc6d276603",
          "body": null,
          "is_bot": false,
          "headline": "Normalize versioning",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T15:56:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "320ca51cc550efe336e46d58b0e877b3eb2de956",
          "body": null,
          "is_bot": false,
          "headline": "Rename airflow-mcp to astro-airflow-mcp",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-09T15:41:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "737b8b2e1eea26f5e1d0095be97269ccdf492eb8",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-08T21:38:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc937a517e587fb5cc3b534d4c6f3f67c44574a9",
          "body": null,
          "is_bot": false,
          "headline": "Simplifies installation and documentation",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-05T15:27:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35ed80683b04bee362e7702420ef076e735985f7",
          "body": null,
          "is_bot": false,
          "headline": "Adds MCP instructions",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-05T02:44:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acd70ed16c34218c5e194e27c9e1b1e5acb30e2b",
          "body": null,
          "is_bot": false,
          "headline": "Adds initial logging configuration",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-05T02:41:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6f6e7ea444badfe3d88fcced4eeb904256ade90",
          "body": null,
          "is_bot": false,
          "headline": "Adds server tests",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-05T01:37:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e568d3465ef7bad3f516189418cc2cf44137881c",
          "body": null,
          "is_bot": false,
          "headline": "Cleans up default values for Airflow API",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T21:46:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56b96dbb28fb8d8cc635c51fbc92f609abcabba2",
          "body": null,
          "is_bot": false,
          "headline": "Adds support for dynamic module versioning",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T21:36:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1e252239d4bd489887559178493131fa6e31d31",
          "body": null,
          "is_bot": false,
          "headline": "Removes support for basic auth",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T19:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d461b59e5556474cb0e7fdcc2799d47982b1ca99",
          "body": null,
          "is_bot": false,
          "headline": "Add standalone cursor config",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T19:05:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5688139754a4562dbc023cbb4299ad714a5c0c7",
          "body": null,
          "is_bot": false,
          "headline": "Update docker docs",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T18:37:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fbae2851f72da01a61075311dbfc5d5ca82b4417",
          "body": null,
          "is_bot": false,
          "headline": "Fix org name in badge",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T18:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d2e918666965015dd2885992af761dbc1b154e2",
          "body": null,
          "is_bot": false,
          "headline": "Adds support for system-wide install",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T18:34:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a57de9e2339a27014edd25b3df936935e429b54d",
          "body": null,
          "is_bot": false,
          "headline": "Adds quick-start on astro cli",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T18:13:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b27d987280dc7a76a6f86411ac069d1ff6feb2be",
          "body": null,
          "is_bot": false,
          "headline": "Adds publish workflow",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T18:05:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f6c250a42980dd49793c43877d6b8fb7a28403a",
          "body": null,
          "is_bot": false,
          "headline": "Remove duplicate packages in Makefile",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T16:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d03a497ee288fb3f4c1720b96ce8fa1c6ac398bd",
          "body": null,
          "is_bot": false,
          "headline": "Adds github ci workflow",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-04T16:47:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86cd6512a6f2e98933c3d16c27d9bae84e5705b4",
          "body": null,
          "is_bot": false,
          "headline": "Adds support for building and running in docker",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-03T20:18:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8a6590d73f50a18d4ded42c373a2e3233e7cf02",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-02T23:28:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b6b71ee7c7a0b8152104f39e593a6ec477e6c47",
          "body": null,
          "is_bot": false,
          "headline": "Initial commit",
          "author_name": "Greg Neiheisel",
          "author_login": "schnie",
          "committed_at": "2025-12-02T23:07:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 13,
      "commits_last_year": 64,
      "latest_release_at": "2026-01-14T16:39:08Z",
      "latest_release_tag": "v0.2.2",
      "releases_from_tags": false,
      "days_since_last_push": 181,
      "active_weeks_last_year": 6,
      "days_since_latest_release": 190,
      "mean_days_between_releases": 4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "astro-airflow-mcp",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/astro-airflow-mcp/",
          "is_deprecated": false,
          "latest_version": "0.9.1",
          "repository_url": null,
          "versions_count": 32,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-12-09T15:40:16.327848Z",
          "latest_published_at": "2026-07-08T15:02:56.476934Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 15
        }
      ]
    },
    "popularity": {
      "forks": 5,
      "stars": 12,
      "watchers": 1,
      "fork_history": {
        "days": [
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2026-01-19",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-05-14",
            "count": 1
          },
          {
            "date": "2026-05-15",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 5,
        "total_forks": 5
      },
      "star_history": null,
      "open_issues_and_prs": 1
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 79606,
      "source_files_sampled": 21,
      "oversized_source_files": 1,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 2984
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 73,
        "malicious_count": 0,
        "assessed_package": "pypi:astro-airflow-mcp@0.9.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "fastmcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.0"
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.27.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "pyyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 25,
        "open_issues": 1,
        "closed_ratio": 0,
        "closed_issues": 0,
        "closed_unmerged_prs": 2
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "schnie",
          "commits": 49,
          "avatar_url": "https://avatars.githubusercontent.com/u/1036482?v=4"
        },
        {
          "type": "User",
          "login": "kaxil",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/8811558?v=4"
        },
        {
          "type": "User",
          "login": "evgenii-prusov",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/114025336?v=4"
        },
        {
          "type": "User",
          "login": "jlaneve",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/5252587?v=4"
        }
      ],
      "contributors_sampled": 4,
      "top_contributor_share": 0.766
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "integration-test.yml",
        "publish.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 5,
            "reason": "Found 16/30 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "project is archived",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "100 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "35d756d271a68be9c5909592f9c456782ef31159",
        "ran_at": "2026-07-24T10:06:31Z",
        "aggregate_score": 3.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-01-23T19:52:57Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-01-23T17:48:04Z",
      "ci_last_conclusion": "CANCELLED",
      "oldest_open_issues": [
        {
          "number": 18,
          "created_at": "2026-01-12T15:55:34Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/astronomer/astro-airflow-mcp",
    "host": "github.com",
    "name": "astro-airflow-mcp",
    "owner": "astronomer"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "critical",
      "name": "Overall health",
      "note": "Abandonment Policy applies a 40% multiplier to weighted overall health and gives it a ceiling of 29.",
      "notes": [
        {
          "code": "abandonment_overall_adjustment",
          "params": {
            "cap": 29,
            "pct": 40
          }
        }
      ],
      "value": 22,
      "inputs": {
        "security": 51,
        "vitality": 46,
        "community": 35,
        "governance": 59,
        "engineering": 86,
        "abandonment_cap": 29,
        "abandonment_state": "declared",
        "abandonment_multiplier": 40,
        "weighted_overall_before_abandonment": 56,
        "overall_after_abandonment_multiplier": 22
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "at_risk",
        "name": "Vitality",
        "value": 46,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "commits_last_year": 64,
              "human_commit_share": 1,
              "days_since_last_push": 181,
              "active_weeks_last_year": 6
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 181 days ago",
                "points": 3.6,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 181
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "6/52 weeks with commits",
                "points": 4.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "64 commits in the last year",
                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 64
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "project is archived",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "releases_count": 13,
              "latest_release_tag": "v0.2.2",
              "releases_from_tags": false,
              "days_since_latest_release": 190,
              "mean_days_between_releases": 4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "13 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 190 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 190
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "at_risk",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "cap": 29,
              "state": "declared",
              "guards": [],
              "signals": [],
              "red_flag": true,
              "multiplier_pct": 40,
              "declared_reason": "archived",
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "the repository is archived on GitHub",
                "points": 40,
                "status": "partial",
                "details": [
                  {
                    "code": "abandonment_archived",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 35,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "forks": 5,
              "stars": 12,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "12 stars",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "5 forks",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 59,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 4,
              "top_contributor_share": 0.766
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 77% of commits",
                "points": 5.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 77
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "merged_prs": 25,
              "open_issues": 1,
              "closed_issues": 0,
              "issue_closed_ratio": 0,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "0% of issues closed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 0
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "25/27 decided PRs merged",
                "points": 35.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 25,
                      "decided": 27
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 16/30 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "followers": 803,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "astronomer",
              "public_repos": 354,
              "account_age_days": 4088
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "803 followers of astronomer",
                "points": 20.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 803,
                      "login": "astronomer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "354 public repos, account ~11 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 354
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "astro-airflow-mcp"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 15
            },
            "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 15 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 15
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "32 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 86,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai",
                "airflow",
                "mcp",
                "python",
                "agents",
                "model-context-protocol"
              ],
              "has_wiki": true,
              "homepage": "https://astronomer.io",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://astronomer.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 51,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.8
            },
            "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": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 16/30 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project is archived",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "100 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:astro-airflow-mcp@0.9.1 runtime dependency closure — what installing the published package pulls in — 73 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:astro-airflow-mcp@0.9.1",
                  "assessed": 73
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 73,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 73,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 59,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.391,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 2984
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.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": "25 of 64 human commits state their intent (structured subject or explanatory body)",
                "points": 20.8,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 25,
                      "sampled": 64
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.078,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "5 of the last 64 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 5,
                      "sampled": 64
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 52,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 79606,
              "source_files_sampled": 21,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/21 source files over 60KB",
                "points": 52.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 21,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T10:06:46.539342Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/astronomer/astro-airflow-mcp.svg",
  "full_name": "astronomer/astro-airflow-mcp",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.