Public recordCritical
Software health reportschema 0.27.0 · metrics 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.
astronomer/astro-airflow-mcp holds a health index of 22 out of 100, placing it in the Critical band. It scores highest on Engineering Quality (86/100) and lowest on Community & Adoption (35/100). The repository is archived, so no further maintenance is expected.
22
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
22
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Abandonment Policy applies a 40% multiplier to weighted overall health and gives it a ceiling of 29.
Ownership
AstronomerOrganization
803 followers354 public repossince May 2015
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | astro-airflow-mcp | 0.9.1 | - | 32 | 15 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
46
Development activity
24Critical
Abandonment alert
Work has arrived and nobody has attended to it
archived on GitHub by its maintainersOverall rating: Critical ceiling
Silence alone is never the finding — a small, finished library may need no commits for years. This alert requires both: no human commit for a long time, and obligations the project is visibly not discharging. Automated commits do not count as maintenance.
How abandonment is assessedHow it's scored
| 3.6/36 | Push recency — last push 181 days ago |
| 4.2/36 | Commit cadence — 6/52 weeks with commits |
| 16.3/18 | Commit volume — 64 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project is archived |
Inputs used
| commits_last_year | 64 |
| human_commit_share | 1 |
| days_since_last_push | 181 |
| active_weeks_last_year | 6 |
Release discipline
78Good
How it's scored
| 27/27 | Ships releases — 13 releases published |
| 16.2/36 | Release recency — latest release 190 days ago |
| 27/27 | Release cadence — a release every ~4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 13 |
| latest_release_tag | v0.2.2 |
| releases_from_tags | no |
| days_since_latest_release | 190 |
| mean_days_between_releases | 4 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
35
Popularity & adoption
22Critical
How it's scored
| 16.9/60 | Stars — 12 stars |
| 5/25 | Forks — 5 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 5 |
| stars | 12 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
59
Maintainer resilience (bus factor)
30At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5.3/22.5 | Commit distribution — top contributor authored 77% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.766 |
Issue & PR responsiveness
43At risk
How it's scored
| 0/46.8 | Issue resolution — 0% of issues closed |
| 35.4/38.3 | PR acceptance — 25/27 decided PRs merged |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
Inputs used
| merged_prs | 25 |
| open_issues | 1 |
| closed_issues | 0 |
| issue_closed_ratio | 0 |
| closed_unmerged_prs | 2 |
Ownership & stewardship
76Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 20.9/25 | Owner reach — 803 followers of astronomer |
| 25/25 | Track record — 354 public repos, account ~11 yr old |
Inputs used
| followers | 803 |
| owner_type | Organization |
| is_verified | — |
| owner_login | astronomer |
| public_repos | 354 |
| account_age_days | 4,088 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 15 days ago |
| 20/20 | Version history — 32 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | astro-airflow-mcp |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 15 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://astronomer.io |
| 10/10 | Repository description |
| 10/10 | Topics — 6 topics |
| 10/10 | Wiki |
Inputs used
| topics | ai, airflow, mcp, python, agents, model-context-protocol |
| has_wiki | yes |
| homepage | https://astronomer.io |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
51
Security posture
39At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3.8/7.5 | Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project is archived |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 100 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.8 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 73 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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.
AI Readiness
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.
59
Agent context & guidance
66Moderate
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 20.8/40 | Legible commit history — 25 of 64 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.391 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2,984 |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 10/10 | Demonstrated agent practice — 5 of the last 64 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0.078 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.4/55 | Manageable file sizes — 1/21 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 79,606 |
| source_files_sampled | 21 |
| oversized_source_files | 1 |
Machine-readable interfaces
20Critical
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
12GitHub stars
4contributors
64commits, last 12 months
181days since last push
13releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection 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
More detail
Star and fork history 0 ★ / 5 ⇿
0Stars
5Forks
7Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 1Patch 6
OpenSSF Scorecard 3.8 / 10
3.8aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 5 | Code-Review | Found 16/30 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project is archived |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 100 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | fastmcp | >=0.1.0 | pyproject.toml |
| PyPI | httpx | >=0.27.0 | pyproject.toml |
| PyPI | pydantic | >=2.0.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Dependency advisories 0
Installing pypi:astro-airflow-mcp@0.9.1 pulls in 73 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"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"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.