Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.3.0 · 2026-08-01 07:56 UTC

snstac / pytak

PyTAK is a Python package for rapid Team Awareness Kit (TAK) integration.

PythonApache-2.0★ 248 Sterne⑂ 65 Forksseit Okt. 2020Auf GitHub ansehen ↗

snstac/pytak erreicht einen Gesundheitsindex von 73 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (77/100) ab, am schwächsten bei Security (44/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

73
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

73
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Der gewichtete Gesamtwert 64 wird auf der veröffentlichten Indexskala auf 73 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

84 Follower92 öffentliche Reposseit Apr. 2023

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIpytak7.4.032.02864vor 0 Tagencursor-on-targetcotataktakwintaktak-server

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

77Gut · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
7.6/36Commit-Rhythmus — 11/52 Wochen mit Commits
14.2/18Commit-Volumen — 37 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year37
human_commit_share1
days_since_last_push0
active_weeks_last_year11
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 52 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 9,5 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count52
latest_release_tagv7.4.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases9,5

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

60Mittel · 17 % des Gesamtindex
Wie die Bewertung erfolgt
38.8/60Stars — 248 Stars
15.1/25Forks — 65 Forks
6.2/15Watcher — 14 Watcher
Verwendete Eingangsdaten
forks65
stars248
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
readme_badge_services
has_pull_request_templatenein
Wie die Bewertung erfolgt
60.1/80Downloads pro Monat — 32.028 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespytak
dependents
ecosystemspypi
total_downloads
monthly_downloads32.028
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

60Mittel · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0.9/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 96 % der Commits
13.5/13.5Breite der Beitragenden — 10 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled10
top_contributor_share0,959
Wie die Bewertung erfolgt
30.7/42Issue-Lösungsquote — 73 % der Issues geschlossen
25.7/30PR-Annahme — 30/35 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
0/15OpenSSF Scorecard: Code-Review — Found 1/29 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs30
open_issues20
closed_issues54
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,73
closed_unmerged_prs5
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
13.9/25Reichweite des Inhabers — 84 Follower von snstac
19.6/25Kontohistorie — 92 öffentliche Repos, Kontoalter ca. 3 Jahre
Verwendete Eingangsdaten
followers84
owner_typeOrganization
is_verified
owner_loginsnstac
public_repos92
account_age_days1.210

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 64 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespytak
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

74Gut · 19 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 1 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://pytak.readthedocs.io/en/stable/
10/10Repository-Beschreibung
10/10Topics — 5 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsatak, cot, cursor-on-target, python, tak
has_wikinein
homepagehttps://pytak.readthedocs.io/en/stable/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

44Schwach · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2/2.5CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/29 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool is not run on all commits -- score normalized to 7
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4,4

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

56Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
15.5/40Lesbare Commit-Historie — 29 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,29
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes7.355
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile, docs/Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
10/10Belegte Agentenpraxis — 14 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_filesMakefile, docs/Makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,14
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/48 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes42.754
source_files_sampled48
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

248GitHub-Sterne
10Mitwirkende
37Commits, letzte 12 Monate
0Tage seit letztem Push
52Releases
1Bus-Faktor
20offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pytak@7.4.0; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 65 ⇿
0Sterne
65Forks
50Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

01325385063756522021-022023-102026-07
Major 3Minor 11Patch 26

Jeder Punkt umfasst 5 Tage.

OpenSSF Scorecard 4.4 / 10
4.4Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-01 07:56 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests7 out of 8 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/29 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool is not run on all commits -- score normalized to 7
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten 33

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 33 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIaiohttpindirekt
PyPIaiomqttindirekt
PyPIblackindirekt
PyPIclickindirekt
PyPIcryptographyindirekt
PyPIflake8indirekt
PyPIghp-importindirekt
PyPIgriffeindirekt
PyPIimportlib-metadataindirekt
PyPIjinja2indirekt
PyPImarkdownindirekt
PyPImarkdown-includeindirekt
PyPImarkupsafeindirekt
PyPImergedeepindirekt
PyPImkdocsindirekt
PyPImkdocs-autorefsindirekt
PyPImkdocs-include-markdown-pluginindirekt
PyPImkdocs-materialindirekt
PyPImkdocstringsindirekt
PyPImkdocstrings-pythonindirekt
PyPIpackagingindirekt
PyPIpylintindirekt
PyPIpymdown-extensionsindirekt
PyPIpyparsingindirekt
PyPIpytest-asyncioindirekt
PyPIpytest-covindirekt
PyPIpython-dateutilindirekt
PyPIpyyamlindirekt
PyPIpyyaml-env-tagindirekt
PyPIsetuptoolsindirekt
PyPIsixindirekt
PyPItakprotoindirekt
PyPIzippindirekt
Abhängigkeits-Advisories nicht bewertet

Der Advisory-Abgleich konnte für diesen Bericht nicht ausgeführt werden: No resolved dependencies carried a version and a supported ecosystem

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "atak",
        "cot",
        "cursor-on-target",
        "python",
        "tak"
      ],
      "is_fork": false,
      "size_kb": 4480,
      "has_wiki": false,
      "homepage": "https://pytak.readthedocs.io/en/stable/",
      "languages": {
        "Shell": 117,
        "Python": 382296,
        "Makefile": 3892
      },
      "pushed_at": "2026-08-01T07:47:25Z",
      "created_at": "2020-10-26T22:09:18Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-01T07:39:26Z",
      "description": "PyTAK is a Python package for rapid Team Awareness Kit (TAK) integration.",
      "is_archived": false,
      "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://www.snstac.com",
      "name": "Sensors & Signals LLC",
      "type": "Organization",
      "login": "snstac",
      "company": null,
      "location": "United States of America",
      "followers": 84,
      "avatar_url": "https://avatars.githubusercontent.com/u/130264156?v=4",
      "created_at": "2023-04-09T02:38:37Z",
      "is_verified": null,
      "public_repos": 92,
      "account_age_days": 1210
    },
    "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": "v7.4.0",
          "kind": "minor",
          "published_at": "2026-08-01T07:51:23Z"
        },
        {
          "tag": "v7.3.14",
          "kind": "patch",
          "published_at": "2026-07-30T19:18:44Z"
        },
        {
          "tag": "v7.3.13",
          "kind": "patch",
          "published_at": "2026-07-14T19:02:10Z"
        },
        {
          "tag": "v7.3.12",
          "kind": "patch",
          "published_at": "2026-06-19T06:29:04Z"
        },
        {
          "tag": "v7.3.11",
          "kind": "patch",
          "published_at": "2026-06-08T14:55:57Z"
        },
        {
          "tag": "v7.3.10",
          "kind": "patch",
          "published_at": "2026-05-28T17:52:55Z"
        },
        {
          "tag": "v7.3.9",
          "kind": "patch",
          "published_at": "2026-05-24T22:22:17Z"
        },
        {
          "tag": "v7.3.8",
          "kind": "patch",
          "published_at": "2026-05-12T16:12:25Z"
        },
        {
          "tag": "v7.3.7",
          "kind": "patch",
          "published_at": "2026-05-07T18:26:36Z"
        },
        {
          "tag": "v7.3.6",
          "kind": "patch",
          "published_at": "2026-05-07T18:03:51Z"
        },
        {
          "tag": "v7.3.1-beta4",
          "kind": "prerelease",
          "published_at": "2026-05-07T05:33:26Z"
        },
        {
          "tag": "v7.3.1-beta2",
          "kind": "prerelease",
          "published_at": "2026-05-01T07:40:16Z"
        },
        {
          "tag": "v7.3.1-beta1",
          "kind": "prerelease",
          "published_at": "2026-05-01T06:22:07Z"
        },
        {
          "tag": "v7.3.0",
          "kind": "minor",
          "published_at": "2026-03-26T07:33:17Z"
        },
        {
          "tag": "v7.2.1",
          "kind": "patch",
          "published_at": "2026-01-11T10:21:02Z"
        },
        {
          "tag": "v7.1.0-beta10",
          "kind": "prerelease",
          "published_at": "2025-02-04T00:31:56Z"
        },
        {
          "tag": "v7.1.0-beta9",
          "kind": "prerelease",
          "published_at": "2025-02-04T00:23:10Z"
        },
        {
          "tag": "v7.1.0-beta7",
          "kind": "prerelease",
          "published_at": "2025-02-04T00:11:18Z"
        },
        {
          "tag": "v7.1.0-beta6",
          "kind": "prerelease",
          "published_at": "2025-02-03T23:51:28Z"
        },
        {
          "tag": "v7.1.0-beta5",
          "kind": "prerelease",
          "published_at": "2025-02-03T23:15:38Z"
        },
        {
          "tag": "v7.1.0-beta1",
          "kind": "prerelease",
          "published_at": "2024-09-18T15:56:36Z"
        },
        {
          "tag": "v7.0.2",
          "kind": "patch",
          "published_at": "2024-08-30T23:45:42Z"
        },
        {
          "tag": "v7.0.1",
          "kind": "patch",
          "published_at": "2024-06-24T19:44:14Z"
        },
        {
          "tag": "v7.0.0",
          "kind": "major",
          "published_at": "2024-06-22T07:49:29Z"
        },
        {
          "tag": "v6.4.0",
          "kind": "minor",
          "published_at": "2024-04-28T21:12:54Z"
        },
        {
          "tag": "v6.3.2",
          "kind": "patch",
          "published_at": "2024-03-02T00:55:18Z"
        },
        {
          "tag": "v6.3.1",
          "kind": "patch",
          "published_at": "2024-03-02T00:44:45Z"
        },
        {
          "tag": "v6.3.0",
          "kind": "minor",
          "published_at": "2024-03-02T00:09:52Z"
        },
        {
          "tag": "v6.2.4",
          "kind": "patch",
          "published_at": "2024-01-22T19:01:02Z"
        },
        {
          "tag": "v6.2.3",
          "kind": "patch",
          "published_at": "2023-12-29T03:45:28Z"
        },
        {
          "tag": "v6.2.2",
          "kind": "patch",
          "published_at": "2023-12-04T19:28:23Z"
        },
        {
          "tag": "v6.2.1",
          "kind": "patch",
          "published_at": "2023-12-04T19:08:35Z"
        },
        {
          "tag": "v6.2.0",
          "kind": "minor",
          "published_at": "2023-12-02T01:10:08Z"
        },
        {
          "tag": "v6.1.1",
          "kind": "patch",
          "published_at": "2023-11-28T18:04:13Z"
        },
        {
          "tag": "v6.1.0",
          "kind": "minor",
          "published_at": "2023-11-28T18:02:24Z"
        },
        {
          "tag": "v6.0.0",
          "kind": "major",
          "published_at": "2023-07-06T04:32:09Z"
        },
        {
          "tag": "v5.6.1",
          "kind": "patch",
          "published_at": "2023-01-28T07:30:31Z"
        },
        {
          "tag": "v5.6.0",
          "kind": "minor",
          "published_at": "2023-01-20T03:57:58Z"
        },
        {
          "tag": "v5.5.0",
          "kind": "minor",
          "published_at": "2023-01-19T22:00:17Z"
        },
        {
          "tag": "v5.4.1",
          "kind": "patch",
          "published_at": "2022-10-06T22:55:23Z"
        },
        {
          "tag": "v5.4.0",
          "kind": "minor",
          "published_at": "2022-10-06T05:15:47Z"
        },
        {
          "tag": "v5.3.1",
          "kind": "patch",
          "published_at": "2022-09-28T23:55:57Z"
        },
        {
          "tag": "v5.3.0",
          "kind": "minor",
          "published_at": "2022-09-28T23:54:58Z"
        },
        {
          "tag": "v5.2.0",
          "kind": "minor",
          "published_at": "2022-09-22T06:21:29Z"
        },
        {
          "tag": "v5.1.0",
          "kind": "minor",
          "published_at": "2022-07-26T18:59:57Z"
        },
        {
          "tag": "v5.0.4",
          "kind": "patch",
          "published_at": "2022-06-10T17:50:16Z"
        },
        {
          "tag": "v5.0.3",
          "kind": "patch",
          "published_at": "2022-06-10T16:46:42Z"
        },
        {
          "tag": "v5.0.2",
          "kind": "patch",
          "published_at": "2022-06-10T01:42:17Z"
        },
        {
          "tag": "v4.0.1",
          "kind": "patch",
          "published_at": "2022-04-06T23:34:35Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2022-04-06T20:45:29Z"
        },
        {
          "tag": "v3.5.2",
          "kind": "patch",
          "published_at": "2021-05-20T00:56:53Z"
        },
        {
          "tag": "v3.5.1.1",
          "kind": "other",
          "published_at": "2021-05-14T22:32:08Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "a9fe9766360ac3e4da0d923dd545ea8eb73eac2c",
          "body": "Adds pytak.StatusWriter, the runtime-status surface gateways use to report\nwhat they are actually hearing, and picks up the WS TX warning test fix that\nhad left 3.7-3.9 red since 7.3.14.\n\nMinor rather than patch: StatusWriter is new public API (pytak.StatusWriter,\npytak.status_path), and downstream \n[…]\nays will require >= 7.4.0 to use it.\n\n\nClaude-Session: https://claude.ai/code/session_0197da7dhvcPoHxYKamrYqyM\n\nCo-authored-by: gba <gba@brute.undef.net>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release 7.4.0 (#109)",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-08-01T07:38:45Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e23b57cfb9555d06b0835e06a8a71fe34df4c701",
          "body": "* Add StatusWriter: runtime status for gateways, for management UIs\n\nA gateway that is working and a gateway that is wedged look identical from the\noutside. Both are \"active (running)\" to systemd and both hold their socket\nopen; the only difference is whether contacts are still arriving, and nothing\n[…]\nude <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_0197da7dhvcPoHxYKamrYqyM\n\n---------\n\nCo-authored-by: gba <gba@brute.undef.net>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add StatusWriter: runtime status for gateways, for management UIs (#107)",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-08-01T07:36:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1822e509810df9ccbb9228b839126f91888022b1",
          "body": "…agate (#108)\n\ntest_ws_tx_worker_warns_once_when_takproto_missing has been failing on Python\n3.7, 3.8 and 3.9 since #104 landed, leaving main red.\n\nThe code is fine. The test was wrong.\n\npytak's _setup_logger() sets `propagate = False` (classes.py:159), so records\nnever reach the root logger, which \n[…]\nallback send were correct all along.\n\n\nClaude-Session: https://claude.ai/code/session_0197da7dhvcPoHxYKamrYqyM\n\nCo-authored-by: gba <gba@brute.undef.net>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix the WS TX warning tests: capture from a logger that does not prop…",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-08-01T07:34:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cfc91ddbe4255c4e503bbea5add8a8fa135a0246",
          "body": "When a wss:// COT_URL points at the TAK Protocol endpoint and the\noptional 'takproto' module is not installed, WSTXWorker.handle_data()\nfalls back to sending raw CoT XML. TAK Server cannot parse those frames\nand discards every event, while the connection stays up and RX keeps\nworking - so the operat\n[…]\nthe TAK Protocol path. Custom\nWebSocket servers that accept plain XML are unaffected.\n\nAdds tests covering the warning (emitted once, data still sent) and the\nnon-TAK-Protocol endpoint staying silent.",
          "is_bot": false,
          "headline": "fix: warn when WS TX sends raw XML to a TAK Protocol endpoint (#104)",
          "author_name": "Sanjay Santhanam",
          "author_login": "Sanjays2402",
          "committed_at": "2026-08-01T01:02:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "647c306f2674d5a7def4f92ce209a34c52bf5f94",
          "body": "Carries the multicast fixes from #105: SO_REUSEADDR/SO_REUSEPORT set before\nbind() rather than twelve lines after it, and multicast membership handling\nboth the tuple and string forms of local_addr.\n\nWithout this, only one process per host could subscribe to a given multicast\ngroup -- which left gdl\n[…]\nwo AryaOS boxes in systemd\ndegraded.\n\n\nClaude-Session: https://claude.ai/code/session_0197da7dhvcPoHxYKamrYqyM\n\nCo-authored-by: gba <gba@brute.undef.net>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump VERSION to 7.3.14 (#106)",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-07-30T19:12:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7656a18314768a0e6ec9db76bdca76c16aa7b22d",
          "body": "…#105)\n\n* _takmsg2xml: restore <status battery> and <precisionlocation>\n\nxml2message() encodes these as strongly-typed protobuf fields, but the reverse\ntransform never rebuilt them — so any consumer of a protobuf stream silently\nlost them. That covers ws:// and wss://, and therefore tak:// enrollmen\n[…]\ne/session_0197da7dhvcPoHxYKamrYqyM\n\n---------\n\nCo-authored-by: ampledata <gba@snstac.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: gba <gba@brute.undef.net>",
          "is_bot": false,
          "headline": "Set SO_REUSEADDR before bind, and fix multicast local_addr indexing (…",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-07-30T19:11:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a6e92396fc9bf7cc613b6a0f6b1c9a1d405097b7",
          "body": "xml2message() encodes these as strongly-typed protobuf fields, but the reverse\ntransform never rebuilt them — so any consumer of a protobuf stream silently\nlost them. That covers ws:// and wss://, and therefore tak:// enrollment, which\nresolves to wss:// by default: the friendliest way to connect to\n[…]\nAK-CIV event.\n\n\nClaude-Session: https://claude.ai/code/session_0197da7dhvcPoHxYKamrYqyM\n\nCo-authored-by: ampledata <gba@snstac.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "_takmsg2xml: restore <status battery> and <precisionlocation> (#103)",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2026-07-25T17:25:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "07cd56f320f4a0b14179552e8944e4b06e03495b",
          "body": null,
          "is_bot": false,
          "headline": "docs: update changelog for 7.3.13",
          "author_name": "ampledata",
          "author_login": "ampledata",
          "committed_at": "2026-07-14T18:56:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3038bf4957aa911f7d8caf8eb6d3cf8a5e6b065",
          "body": "Strengthen tak:// enrollment cache invalidation by storing a server TLS certificate fingerprint sidecar and re-enrolling when the server identity changes. Includes PR 100 cache keying changes and additional tests.",
          "is_bot": false,
          "headline": "fix: refresh tak enrollment certs after server recreation",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-07-14T18:42:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33b531c4a42fc4332c4d536e6eb092dd04c77dca",
          "body": null,
          "is_bot": false,
          "headline": "Add shared CoT construction helpers",
          "author_name": "gba",
          "author_login": null,
          "committed_at": "2026-06-19T06:24:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99d2b3f8dc22308baf04c706c4763ee0e9a1aba4",
          "body": null,
          "is_bot": false,
          "headline": "Add TAK coordinate truncation helper",
          "author_name": "gba",
          "author_login": null,
          "committed_at": "2026-06-18T19:23:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "affe33e53ccc4206067898c101b7e5d2f79daa51",
          "body": "Use dangling-line markers in setup.cfg so version upper bounds are not\nparsed as ambiguous environment markers.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Fix setuptools environment marker syntax for aiomqtt extra.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-06-08T14:51:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "71b874f79cc7c867914993e8c7cdf59b46a3e5bb",
          "body": "aiomqtt 2.x does not publish wheels for Python 3.7, which broke CI on the\nlegacy matrix job.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Gate aiomqtt test dependency on Python 3.8+.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-06-08T14:44:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4d4e0916b03fb1aef999772f04dcff46885cc02f",
          "body": "Introduce mqtt:// and mqtts:// COT_URL support with optional +wo/+ro\nmodifiers, document the new transport, and defer crypto_functions type\nannotations so pytak imports cleanly when cryptography is not installed.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Add MQTT transport and fix crypto import without cryptography.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-06-08T14:40:52Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2d126c181beacea97709beca9d96d98b8d60a025",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Bump version to 7.3.10",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-28T17:48:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c73ac76228eabfe3ddf68f14bc9feb22019ae394",
          "body": "Write-only stream URLs use DiscardRXWorker to drain inbound CoT without\nenqueueing, so send-only gateways (e.g. AISCOT) do not fill rx_queue.\nRead-only URLs skip TXWorker; udp+ro binds receive without a send socket.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Add COT_URL +wo and +ro direction modifiers for TCP/TLS/UDP.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-28T17:48:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "86d28e8a5d4273cce9e769387026666b0d173d2d",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Bump version to 7.3.9",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-24T22:18:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5e8b7eed99ea610f493597531b489ec4ae4c3dbc",
          "body": "WSRXWorker, RXWorker, and MartiRXWorker now use the same drop-oldest\nbackpressure as QueueWorker producers, preventing QueueFull from killing\nTX-only clients like AISCOT when rx_queue is not consumed.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Fix RX workers crashing on full inbound queue.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-24T22:17:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b18b0ee998b402e8cb89be4309e8e7721364e43f",
          "body": "Enroll from a tak:// URL and export PKCS#12/PEM certs plus ATAK and iTAK connection data packages, using ATAK-compatible PKCS#12 encryption for mobile import.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Add pytak dp subcommand for enrollment onboarding packages.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-24T07:53:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "66284476bc1e322310962ba086b80a393f9f8902",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 7.3.8",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-12T16:06:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f492872c9895999cbc51e871a945c7c3f789783",
          "body": null,
          "is_bot": false,
          "headline": "Refine README product wording",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-12T15:56:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df75a1b71a8fa6c896ac8a23558b3b391b64045d",
          "body": null,
          "is_bot": false,
          "headline": "Document tak:// CLI usage",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-12T15:47:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1b1128a54ad01f7cfad64353ef81b7e3bff0afe",
          "body": null,
          "is_bot": false,
          "headline": "Clean up pytest collection and ignore build artifacts",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-12T15:43:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ced0071bfd08cdae5231002eee0f669e61e8803b",
          "body": null,
          "is_bot": false,
          "headline": "Improve tak:// transport fallback and websocket shutdown handling",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-12T15:30:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "926248da72e29df76478389064f1d7dc085972db",
          "body": null,
          "is_bot": false,
          "headline": "PyPI: add environment claim for trusted publishing",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T18:20:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a582417beb3a11e9e96b3f985b4d5dd7165dec35",
          "body": "…hon3 dep",
          "is_bot": false,
          "headline": "RPM: build with /usr/bin/python3 to avoid unsatisfiable /usr/sbin/pyt…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe2bcc43ba22809a3d7d2625ff46ecb093c3c221",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 7.3.5",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:45:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d654b0b9098436de7a0cb9ff4cac255043e1efd",
          "body": "…hon3 dep",
          "is_bot": false,
          "headline": "Dockerfile.rpm: load filelists metadata so DNF resolves /usr/sbin/pyt…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:45:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2d9ada16ddb98d7f0aa6a937d6cd8db2c2e04f3",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 7.3.4",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:31:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ac909b3d9860e62e0a6dda90e2701f3e3ab7f39",
          "body": "… on Fedora 44",
          "is_bot": false,
          "headline": "Dockerfile.rpm: install python-unversioned-command to satisfy RPM dep…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:31:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1167a6e2dd2a46473cc92785ccdfb57916e00fb8",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 7.3.3",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T17:25:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c4db912c98c27a0d04cd21191cc871028fdc55e",
          "body": null,
          "is_bot": false,
          "headline": "Fix XML pretty-printing on Python 3.7 (no ET.indent)",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T14:50:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2bbf97f098a6a8b5db80d689f89a3c8ba145ac6",
          "body": "…ctory",
          "is_bot": false,
          "headline": "Add pytak entry point to setup.cfg; add 403 cert-cache-clear in ws_fa…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T14:40:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d31083627374861cae8fd7c042000b2b5fa60dda",
          "body": null,
          "is_bot": false,
          "headline": "Fix test: accept ET-normalized self-closing tag in StdoutWorker test",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T14:38:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64f6c9078365c8ec246a8deaf71e97e3b016124c",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 7.3.2",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T14:36:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30bc02e96e343a5c74807f551217fac3e1f33836",
          "body": "…I, CLI overhaul\n\nNew features:\n- tak:// enrollment deep-link: auto-enroll client cert and connect via wss://\n- wss:// / ws:// WebSocket transport (WSTXWorker / WSRXWorker) using TAK Protocol v1\n  protobuf; DEFAULT_WS_PORT=8443, DEFAULT_WS_PATH=/takproto/1\n- marti:// and marti+http:// REST API trans\n[…]\ns for missing optional dependencies\n- Documentation overhaul (MkDocs Material); pytak_logo.png as logo/favicon/hero\n- CLAUDE.md architecture guide added\n- CI: single linear workflow with RPM packaging",
          "is_bot": false,
          "headline": "Release v7.3.1: tak:// onboarding, wss:// transport, marti:// REST AP…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-05-07T14:27:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa875a181bd724a7a841be2384677fc363ebbac5",
          "body": "Add a draft 7.3.0 changelog section, bump VERSION, and defer annotation evaluation in crypto enrollment so optional aiohttp/cryptography typing does not break imports.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Prepare 7.3.0 release draft and harden optional typing.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-03-26T07:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bc42107e5d3268d961240860fe8b8314122af6f",
          "body": null,
          "is_bot": false,
          "headline": "CI fix",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-01-11T10:18:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f1d606ab455db06e9f84612a3fcfe8d97b80e63",
          "body": null,
          "is_bot": false,
          "headline": "vibe some optimizations",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2026-01-11T10:14:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "808fa85b1a6b56ca18597704b8fe07c2fb64b162",
          "body": null,
          "is_bot": false,
          "headline": "Fixes #91: Handle NoneTypes in TXWorker.send_data()",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-08-29T06:36:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60a37b922c496ed91207c4041027de9863a71e33",
          "body": null,
          "is_bot": false,
          "headline": "added more examples",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-08-03T05:24:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7666f455e3a62f223d4ac34ec68095c2d468c7a",
          "body": null,
          "is_bot": false,
          "headline": "version bump",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-07-17T05:23:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "389e23fd36b2495b4ccf401e6313d1e6d54c005c",
          "body": null,
          "is_bot": false,
          "headline": "Updates",
          "author_name": "gba",
          "author_login": null,
          "committed_at": "2025-07-17T05:19:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea4e27515ed91d68ed1cdfb33e5ab76caedfd1f2",
          "body": null,
          "is_bot": false,
          "headline": "added additional warnings about queue full.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-04T00:30:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016e88169acb458f01a0aba5f711d4b4862884a4",
          "body": null,
          "is_bot": false,
          "headline": "changes to setup for testing",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-04T00:21:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "781f65810e11fe9db12bac82c813839549d12d38",
          "body": null,
          "is_bot": false,
          "headline": "changes to setup for testing",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-04T00:16:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c84860460cf7a4d3f1f19d59342d326c9fd89ba2",
          "body": null,
          "is_bot": false,
          "headline": "rearranging imports",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:58:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0aa3022f3ab9ee509882efad4349916e87dc742",
          "body": null,
          "is_bot": false,
          "headline": "trying to add conftest",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:56:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8e017273184faea68030df2929c6a4b3c92424d",
          "body": null,
          "is_bot": false,
          "headline": "more tests",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:54:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f052ac85e5765c42bbc9b37e6fd1de85876965e0",
          "body": null,
          "is_bot": false,
          "headline": "rearranging imports",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:50:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c2f1eab91516b9e42f0b0a2686d9566b75c81d8",
          "body": null,
          "is_bot": false,
          "headline": "beta bump",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:45:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42493a77b1c03a502b96fe276ff5c06f7ba1bf2e",
          "body": null,
          "is_bot": false,
          "headline": "testing deb",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:10:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e268fcf9d0881f86fea1a48d53127f8ea1ed523e",
          "body": "Resolve issues with tests",
          "is_bot": false,
          "headline": "Merge pull request #78 from jwdinius/resolve-issues-with-tests",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:03:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9daf20d075307b8cdc4b92b55521181204ee75cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'sei-jmattson-multicast-ttl'",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c371dcc584d3675257070f65fd8ebbce5318643e",
          "body": null,
          "is_bot": false,
          "headline": "refactoring asyncio_dgram",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "113cff83b73fe36b6ccff5846ce850ea9ff750d0",
          "body": null,
          "is_bot": false,
          "headline": "ci updates",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "197d9bbc6703394de1d482e85f0c89a1e124009c",
          "body": null,
          "is_bot": false,
          "headline": "adding VERSION",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d6d1b79cbbdfdede4b52ca18c7444941a196ae4",
          "body": null,
          "is_bot": false,
          "headline": "fixing manifest",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cdb9256941f71db1c2391c01267cd15291f1928",
          "body": null,
          "is_bot": false,
          "headline": "moving version to a file, updating makefile",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a388f1de5ebecf7e9a885afaa548fd30773705ae",
          "body": "…programs that use pytak.",
          "is_bot": false,
          "headline": "Cleanup PR #85, restoring argument to run() for compat with existing …",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "884c4e27abce5668e62d216e2d9cdc6734fb2b4e",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 compat",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:02:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a9d600986152f10f27b3203af27123551308289",
          "body": null,
          "is_bot": false,
          "headline": "fixed docs",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T23:01:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c8613fc0c1c157a4a6b83c4fec9b628c8f147a3",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 from supported langs",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c131b877e54b5723950d27032966c940f0fe8ca",
          "body": null,
          "is_bot": false,
          "headline": "Updating README for clarity",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f7066851861d980d75c7f59fe04292270d3fb9",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 from CI",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8730c94a9c87d9a8cfa3f6a01213eed0772d2bb4",
          "body": "The 0.1s sleep was introduced in [#22](https://github.com/snstac/pytak/pull/22)\nto reduce CPU usage due to the `RXWorker` busy looping. However, this\nsleep constrains PyTAK from receiving more than 10 messages per seconds.\nDecreasing the sleep period increases CPU usage again.\n\nThis commit removes t\n[…]\n_nowait()` with\n  `self.queue.get()`. We address the reason for using `get_nowait()`\n  by introducing a new method for testing purposes,\n  `TXWorker.run_once()`, which `TXWorker.run() calls in a loop.",
          "is_bot": false,
          "headline": "Remove asyncio.sleep(self.min_period) from Worker threads",
          "author_name": "Jake Sprouse",
          "author_login": "jakesprouse",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dee2b0840013d59741049e946650b56266ba409f",
          "body": "…nect.",
          "is_bot": false,
          "headline": "Fixes #68: Added PYTAK_NO_HELLO to disable initial Hello Event on con…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f08095ab090e5404ed9ae92c483259b0e212846",
          "body": null,
          "is_bot": false,
          "headline": "Fixes #75: DeprecationWarning in python 3.12",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81833f1427911e7abac41c31107f387f70e4d311",
          "body": null,
          "is_bot": false,
          "headline": "refactoring asyncio_dgram",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:57:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6881ad217dae7c55907c2a6e1c03332b32e93ea3",
          "body": null,
          "is_bot": false,
          "headline": "ci updates",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:45:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5eb25193b6609dfb9e7d8b48ba451766d35ce3e4",
          "body": null,
          "is_bot": false,
          "headline": "adding VERSION",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:39:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ed48118aed96a825affdb9805c456f11466d651",
          "body": null,
          "is_bot": false,
          "headline": "fixing manifest",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:37:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "084bef303f8d664a6a1adcc4c6448f631c197384",
          "body": null,
          "is_bot": false,
          "headline": "moving version to a file, updating makefile",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-02-03T22:23:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94db0b8e7260e90c7fb1610121bf0a14dacf20b5",
          "body": "…programs that use pytak.",
          "is_bot": false,
          "headline": "Cleanup PR #85, restoring argument to run() for compat with existing …",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:18:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f925864604a164937d0887b165d789cf8e0e048",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 compat",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c626cf30e248ff858b47bb55bdfd1b2b155520a2",
          "body": null,
          "is_bot": false,
          "headline": "adding PYTAK_NO_HELLO to docs",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d9a721b93df9df52510e912c6052aed379d3212",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 from supported langs",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5404eac24637e18a23e311a641a3bd57a3a9173b",
          "body": null,
          "is_bot": false,
          "headline": "Updating README for clarity",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f044c4303872f07c88c08aeee31fe1f0ef3e503",
          "body": null,
          "is_bot": false,
          "headline": "removing python 3.6 from CI",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acb4a3954a5ecab090dd491825fd740c53b3cf3c",
          "body": "Remove asyncio sleep from Worker threads",
          "is_bot": false,
          "headline": "Merge pull request #85 from jakesprouse/main",
          "author_name": "Greg Albrecht W2GMD",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T19:07:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7caf83ac3f0fa6b9969a841916b7b3e06a13307",
          "body": "…nect.",
          "is_bot": false,
          "headline": "Fixes #68: Added PYTAK_NO_HELLO to disable initial Hello Event on con…",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T18:33:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a127a4aa74cd456252b1e51377d27f6775645a21",
          "body": null,
          "is_bot": false,
          "headline": "Fixes #75: DeprecationWarning in python 3.12",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2025-01-03T18:25:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "386f8e75b5e5e9c7063a5cb20e81f31bdfcf37dc",
          "body": null,
          "is_bot": false,
          "headline": "Allow tests to be run from different folder than pytak root",
          "author_name": "Joe Dinius",
          "author_login": "jwdinius",
          "committed_at": "2024-11-26T01:14:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a1fa3dd2608c66ce19de5b16b39b60f57351040",
          "body": "The 0.1s sleep was introduced in [#22](https://github.com/snstac/pytak/pull/22)\nto reduce CPU usage due to the `RXWorker` busy looping. However, this\nsleep constrains PyTAK from receiving more than 10 messages per seconds.\nDecreasing the sleep period increases CPU usage again.\n\nThis commit removes t\n[…]\n_nowait()` with\n  `self.queue.get()`. We address the reason for using `get_nowait()`\n  by introducing a new method for testing purposes,\n  `TXWorker.run_once()`, which `TXWorker.run() calls in a loop.",
          "is_bot": false,
          "headline": "Remove asyncio.sleep(self.min_period) from Worker threads",
          "author_name": "Jake Sprouse",
          "author_login": "jakesprouse",
          "committed_at": "2024-11-21T18:07:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4b065245671f62d52292801ebf918a706e9e7f61",
          "body": null,
          "is_bot": false,
          "headline": "add option for multicast_ttl value",
          "author_name": "Jeff Mattson",
          "author_login": "sei-jmattson",
          "committed_at": "2024-10-22T00:41:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "748bb64b9df8bacc200691ce79a76736cf02f10b",
          "body": "Running the suite of pytest tests yields a single warning:\n\n```\ntests/test_client_functions.py::test_protocol_factory_bad_url\n  Warning: Invalid COT_URL=udp:localhost\n```\n\nBased on the context of the test, this warning shouldn't be flagged\nas a warning at all. The warning is expected. This commit explicitly\ncatches the expected warning from pytest and marks the test as an\nunconditional pass.",
          "is_bot": false,
          "headline": "Catch expected pytest warning about invalid COT_URL",
          "author_name": "Joe Dinius",
          "author_login": "jwdinius",
          "committed_at": "2024-10-11T19:53:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d57bd8aaba70f99ab9a1f37e3c743c76afa8214b",
          "body": null,
          "is_bot": false,
          "headline": "Added SimpleCOTEvent, COTEvent classes and cot2xml function.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-09-18T15:50:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2a7f381242a041083f3d26f0d371ff8f0a585b7",
          "body": null,
          "is_bot": false,
          "headline": "Patch version bump 7.0.1 -> 7.0.2",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-08-30T23:42:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7153e809f47670a61fc39d546d97942dac5c79d6",
          "body": "2. Fixes #76: Add exit 0 to postinst script.",
          "is_bot": false,
          "headline": "1. Adding missing screenshot.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-08-30T23:41:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb95b946781c103a2e41d56489b18c8ccc48d7cb",
          "body": null,
          "is_bot": false,
          "headline": "v7.0.1 fixed Makefile logic",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-24T19:41:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86ec6680a83d3f44f86faf37460a2d254bfe3daa",
          "body": null,
          "is_bot": false,
          "headline": "fixing README screenshot",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:58:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1f0c3946a5a8a6338b2ed08329a43f9d2b4ebdd",
          "body": null,
          "is_bot": false,
          "headline": "Install docs update",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:57:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da330619ed0cf9dce04b799bc09c911cf506e13a",
          "body": null,
          "is_bot": false,
          "headline": "v7.0.0",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:47:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bbdb54b7fff6fe5268bf9e2b588756cd2693178",
          "body": null,
          "is_bot": false,
          "headline": "updated changelog",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:46:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f18e144febd4cefff5c4a263ae5bd0036b0ec95",
          "body": null,
          "is_bot": false,
          "headline": "updated tak description",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:35:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a0523bba24a7fe0c87db5c0f7a7877ea8fa3f2f",
          "body": null,
          "is_bot": false,
          "headline": "v7.0.0b3",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:17:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3edfccc235ee9374e2d132049384788778577799",
          "body": null,
          "is_bot": false,
          "headline": "Added file checks and clarified warnings.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T07:16:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e3f11e82a4d39beac69ccab637a3093fe87328a",
          "body": null,
          "is_bot": false,
          "headline": "v7.0.0-beta2",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T06:26:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d713761af2a606c7fc18ad4e6a5776cb77882db",
          "body": "Refactored TLS Protocol Factory to improve readability and testing.",
          "is_bot": false,
          "headline": "Documentation and code updates.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T06:24:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dbab406ffcfb5f89c3f3b5b30867f683e9a83a2",
          "body": null,
          "is_bot": false,
          "headline": "all of the required files.",
          "author_name": "Greg Albrecht",
          "author_login": "ampledata",
          "committed_at": "2024-06-22T04:27:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 52,
      "commits_last_year": 37,
      "latest_release_at": "2026-08-01T07:51:23Z",
      "latest_release_tag": "v7.4.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 9.5
    },
    "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": "pytak",
          "exists": true,
          "license": "Apache 2.0",
          "keywords": [
            "Cursor on Target",
            "CoT",
            "ATAK",
            "TAK",
            "WinTAK",
            "TAK",
            "TAK Server",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: OS Independent",
            "Operating System :: POSIX",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pytak/",
          "is_deprecated": false,
          "latest_version": "7.4.0",
          "repository_url": "https://github.com/snstac/pytak",
          "versions_count": 64,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 32028,
          "first_published_at": "2020-10-27T17:16:33.962809Z",
          "latest_published_at": "2026-08-01T07:48:29.058075Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 65,
      "stars": 248,
      "watchers": 14,
      "fork_history": {
        "days": [
          {
            "date": "2021-02-04",
            "count": 1
          },
          {
            "date": "2021-04-24",
            "count": 1
          },
          {
            "date": "2021-04-29",
            "count": 1
          },
          {
            "date": "2021-08-05",
            "count": 1
          },
          {
            "date": "2021-09-10",
            "count": 1
          },
          {
            "date": "2021-10-06",
            "count": 1
          },
          {
            "date": "2022-01-01",
            "count": 1
          },
          {
            "date": "2022-05-06",
            "count": 1
          },
          {
            "date": "2022-06-09",
            "count": 1
          },
          {
            "date": "2022-07-04",
            "count": 1
          },
          {
            "date": "2022-09-26",
            "count": 1
          },
          {
            "date": "2022-09-29",
            "count": 1
          },
          {
            "date": "2022-10-08",
            "count": 1
          },
          {
            "date": "2023-01-19",
            "count": 1
          },
          {
            "date": "2023-02-27",
            "count": 1
          },
          {
            "date": "2023-03-29",
            "count": 1
          },
          {
            "date": "2023-04-07",
            "count": 1
          },
          {
            "date": "2023-05-10",
            "count": 1
          },
          {
            "date": "2023-05-12",
            "count": 1
          },
          {
            "date": "2023-06-13",
            "count": 1
          },
          {
            "date": "2023-07-08",
            "count": 1
          },
          {
            "date": "2023-07-17",
            "count": 1
          },
          {
            "date": "2023-09-27",
            "count": 1
          },
          {
            "date": "2023-10-03",
            "count": 1
          },
          {
            "date": "2023-10-06",
            "count": 1
          },
          {
            "date": "2023-10-31",
            "count": 1
          },
          {
            "date": "2023-12-01",
            "count": 1
          },
          {
            "date": "2023-12-02",
            "count": 1
          },
          {
            "date": "2024-01-17",
            "count": 1
          },
          {
            "date": "2024-01-31",
            "count": 1
          },
          {
            "date": "2024-02-22",
            "count": 1
          },
          {
            "date": "2024-04-07",
            "count": 1
          },
          {
            "date": "2024-05-23",
            "count": 1
          },
          {
            "date": "2024-05-25",
            "count": 1
          },
          {
            "date": "2024-06-10",
            "count": 1
          },
          {
            "date": "2024-07-10",
            "count": 1
          },
          {
            "date": "2024-07-19",
            "count": 1
          },
          {
            "date": "2024-07-20",
            "count": 1
          },
          {
            "date": "2024-08-15",
            "count": 1
          },
          {
            "date": "2024-10-07",
            "count": 1
          },
          {
            "date": "2024-10-11",
            "count": 1
          },
          {
            "date": "2024-10-21",
            "count": 1
          },
          {
            "date": "2024-11-21",
            "count": 1
          },
          {
            "date": "2024-12-13",
            "count": 1
          },
          {
            "date": "2024-12-22",
            "count": 1
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-27",
            "count": 1
          },
          {
            "date": "2025-03-06",
            "count": 1
          },
          {
            "date": "2025-04-24",
            "count": 1
          },
          {
            "date": "2025-04-29",
            "count": 1
          },
          {
            "date": "2025-06-30",
            "count": 1
          },
          {
            "date": "2025-08-04",
            "count": 1
          },
          {
            "date": "2025-08-23",
            "count": 1
          },
          {
            "date": "2025-09-08",
            "count": 1
          },
          {
            "date": "2025-11-11",
            "count": 1
          },
          {
            "date": "2025-12-10",
            "count": 1
          },
          {
            "date": "2026-02-04",
            "count": 1
          },
          {
            "date": "2026-02-25",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-04-07",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 1
          },
          {
            "date": "2026-05-18",
            "count": 1
          },
          {
            "date": "2026-05-29",
            "count": 1
          },
          {
            "date": "2026-07-25",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 65,
        "total_forks": 65
      },
      "star_history": null,
      "open_issues_and_prs": 20
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 42754,
      "source_files_sampled": 48,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 7355
    },
    "dependencies": {
      "manifests": [
        "docs/requirements.txt",
        "pyproject.toml",
        "requirements_test.txt",
        "setup.cfg",
        "setup.py"
      ],
      "advisories": {
        "error": "No resolved dependencies carried a version and a supported ecosystem",
        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 33,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiohttp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiomqtt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "griffe",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-include",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-autorefs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-include-markdown-plugin",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pylint",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "takproto",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 33,
        "direct_count": 0,
        "indirect_count": 33
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 30,
        "open_issues": 20,
        "closed_ratio": 0.73,
        "closed_issues": 54,
        "closed_unmerged_prs": 5
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "ampledata",
          "commits": 329,
          "avatar_url": "https://avatars.githubusercontent.com/u/91230?v=4"
        },
        {
          "type": "User",
          "login": "sei-jmattson",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/18443511?v=4"
        },
        {
          "type": "User",
          "login": "jakesprouse",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/8332822?v=4"
        },
        {
          "type": "User",
          "login": "jwdinius",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/20928867?v=4"
        },
        {
          "type": "User",
          "login": "PeterQFR",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/5249779?v=4"
        },
        {
          "type": "User",
          "login": "ahoenerBE",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/84148896?v=4"
        },
        {
          "type": "User",
          "login": "Sanjays2402",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/51058514?v=4"
        },
        {
          "type": "User",
          "login": "wtokumaru",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/19752459?v=4"
        },
        {
          "type": "User",
          "login": "scott-sievert-3",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/102232751?v=4"
        },
        {
          "type": "User",
          "login": "sniporbob",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/8404483?v=4"
        }
      ],
      "contributors_sampled": 10,
      "top_contributor_share": 0.959
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "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": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 8,
            "reason": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
            "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": 0,
            "reason": "Found 1/29 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "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": 10,
            "reason": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
            "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": 7,
            "reason": "SAST tool is not run on all commits -- score normalized to 7",
            "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": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "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": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "a9fe9766360ac3e4da0d923dd545ea8eb73eac2c",
        "ran_at": "2026-08-01T07:56:12Z",
        "aggregate_score": 4.4,
        "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": "2026-08-01T07:51:25Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-08-01T07:38:45Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 18,
          "created_at": "2022-07-01T20:45:44Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 20,
          "created_at": "2022-09-06T16:18:15Z",
          "last_comment_at": "2023-03-21T15:07:08Z",
          "last_comment_author": "ampledata"
        },
        {
          "number": 44,
          "created_at": "2023-08-09T04:38:47Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 49,
          "created_at": "2023-09-28T00:22:15Z",
          "last_comment_at": "2023-11-30T22:09:44Z",
          "last_comment_author": "ampledata"
        },
        {
          "number": 57,
          "created_at": "2023-12-07T11:38:20Z",
          "last_comment_at": "2026-04-21T03:34:17Z",
          "last_comment_author": "gitjc05"
        },
        {
          "number": 59,
          "created_at": "2023-12-15T14:59:12Z",
          "last_comment_at": "2024-02-17T21:27:51Z",
          "last_comment_author": "christopher-davidson"
        },
        {
          "number": 62,
          "created_at": "2024-01-21T22:29:58Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 74,
          "created_at": "2024-07-30T12:19:27Z",
          "last_comment_at": "2024-08-15T17:27:43Z",
          "last_comment_author": "inteq"
        },
        {
          "number": 77,
          "created_at": "2024-09-19T20:00:16Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 79,
          "created_at": "2024-10-17T10:58:23Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 82,
          "created_at": "2024-10-24T12:21:16Z",
          "last_comment_at": "2025-02-06T01:35:48Z",
          "last_comment_author": "PeterQFR"
        },
        {
          "number": 83,
          "created_at": "2024-10-26T15:04:04Z",
          "last_comment_at": "2026-03-09T15:03:27Z",
          "last_comment_author": "Topher33"
        },
        {
          "number": 84,
          "created_at": "2024-11-01T13:37:38Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 88,
          "created_at": "2025-06-10T12:02:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 89,
          "created_at": "2025-08-01T16:57:13Z",
          "last_comment_at": "2026-03-06T21:36:37Z",
          "last_comment_author": "Elektordi"
        },
        {
          "number": 96,
          "created_at": "2026-05-19T14:58:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 97,
          "created_at": "2026-06-01T11:10:06Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 99,
          "created_at": "2026-06-19T09:02:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 101,
          "created_at": "2026-07-14T19:46:06Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 102,
          "created_at": "2026-07-21T21:09:29Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/snstac/pytak",
    "host": "github.com",
    "name": "pytak",
    "owner": "snstac"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": "The weighted overall 64 is calibrated to 73 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 64,
            "calibrated": 73,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 73,
      "inputs": {
        "security": 44,
        "vitality": 77,
        "community": 60,
        "governance": 60,
        "calibration": "2026-08-02",
        "engineering": 74,
        "ai_readiness": 56,
        "weighted_overall_raw": 64
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 77,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "commits_last_year": 37,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "37 commits in the last year",
                "points": 14.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 37
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 52,
              "latest_release_tag": "v7.4.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 9.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "52 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 52
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~9.5 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 9.5
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 1,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 1 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 60,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "forks": 65,
              "stars": 248,
              "watchers": 14,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "248 stars",
                "points": 38.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 248
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "65 forks",
                "points": 15.1,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 65
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "14 watchers",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "packages": [
                "pytak"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 32028
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "32,028 downloads/month across pypi",
                "points": 60.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 32028,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 10,
              "top_contributor_share": 0.959
            },
            "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 96% of commits",
                "points": 0.9,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 96
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "10 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 65,
            "inputs": {
              "merged_prs": 30,
              "open_issues": 20,
              "closed_issues": 54,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.73,
              "closed_unmerged_prs": 5,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "73% of issues closed",
                "points": 30.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 73
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "30/35 decided PRs merged",
                "points": 25.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 30,
                      "decided": 35
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 84,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "snstac",
              "public_repos": 92,
              "account_age_days": 1210
            },
            "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": "84 followers of snstac",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 84,
                      "login": "snstac"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "92 public repos, account ~3 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 92
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pytak"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "64 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 64
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 74,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "atak",
                "cot",
                "cursor-on-target",
                "python",
                "tak"
              ],
              "has_wiki": false,
              "homepage": "https://pytak.readthedocs.io/en/stable/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pytak.readthedocs.io/en/stable/",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 44,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 4.4
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "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": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 6
            },
            "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": 56,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.29,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 7355
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "29 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 29,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.14,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/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": 0,
                "status": "missed",
                "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",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "14 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 14,
                      "sampled": 100
                    }
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 42754,
              "source_files_sampled": 48,
              "oversized_source_files": 0
            },
            "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": "0/48 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 48,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pytak@7.4.0; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T07:56:25.788246Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/snstac/pytak.svg",
  "full_name": "snstac/pytak",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v2.3.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.