Öffentliches Register
Software-GesundheitsberichtSchema 0.17.0 · Metriken 1.13.0 · 2026-07-21 03:40 UTC

aws / aws-lambda-python-runtime-interface-client

PythonApache-2.0★ 294 Sterne⑂ 83 Forksseit Sept. 2020Auf GitHub ansehen ↗

aws/aws-lambda-python-runtime-interface-client erreicht einen Gesundheitsindex von 74 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Sustainability & Governance (85/100) ab, am schwächsten bei AI Readiness (45/100). Zuletzt vor 3 Tagen aktualisiert. 4 Mitwirkende tragen den Großteil der jüngsten Arbeit.

74
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

74
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende 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.

Eigentümerschaft

16.116 Follower552 öffentliche Reposseit Aug. 2012

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIawslambdaric4.0.1-29vor 24 Tagen

Metriken nach Kategorie

Vitalität

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

70Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 3 Tagen
2.1/36Commit-Rhythmus — 3/52 Wochen mit Commits
13.3/18Commit-Volumen — 29 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 27 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year29
human_commit_share
days_since_last_push3
active_weeks_last_year3
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 22 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 24 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 91,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count22
latest_release_tag4.0.1
releases_from_tagsnein
days_since_latest_release24
mean_days_between_releases91,1

Community & Verbreitung

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

76Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
40/60Stars — 294 Stars
16/25Forks — 83 Forks
6/15Watcher — 13 Watcher
Verwendete Eingangsdaten
forks83
stars294
watchers13
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

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

85Exzellent · 24 % des Gesamtindex
Wie die Bewertung erfolgt
43.2/54Bus-Faktor — 4 Beitragende decken die Hälfte aller Commits ab
17.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 21 % der Commits
13.5/13.5Breite der Beitragenden — 30 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor4
contributors_sampled30
top_contributor_share0,209
Wie die Bewertung erfolgt
33.2/46.8Issue-Lösungsquote — 71 % der Issues geschlossen
30.2/38.3PR-Annahme — 98/124 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs98
open_issues22
closed_issues54
issue_closed_ratio0,711
closed_unmerged_prs26
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 16.116 Follower von aws
25/25Kontohistorie — 552 öffentliche Repos, Kontoalter ca. 13 Jahre
Verwendete Eingangsdaten
followers16.116
owner_typeOrganization
is_verified
owner_loginaws
public_repos552
account_age_days5.074

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 24 Tagen
20/20Versionshistorie — 29 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesawslambdaric
ecosystemspypi
any_deprecatednein
min_days_since_publish24

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

70Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 8 out of 10 merged PRs checked by a CI test -- score normalized to 8
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

40Gefährdet
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
0/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirnein
has_descriptionnein

Sicherheit

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

68Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2/2.5CI-Tests — 8 out of 10 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 contributing companies or organizations
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 — 27 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
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
5/5Security-Policy — security policy file 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_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:awslambdaric@4.0.1 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 2 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

45Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
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
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/27 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes58.757
source_files_sampled27
oversized_source_files0

Eckdaten

294GitHub-Sterne
30Mitwirkende
29Commits, letzte 12 Monate
3Tage seit letztem Push
22Releases
4Bus-Faktor
22offene Issues
PyPIPaket-Ökosysteme

Weitere Details

Stern- und Fork-Verlauf 294 ★ / 0 ⇿
294Sterne

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.

Es wird nur die jüngste Historie angezeigt — dieses Repository überschreitet das Erfassungsfenster, sodass die früheste Historie nicht erfasst wird.

050100150200250300294222020-122023-092026-07

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 6.0 / 10
6.0Gesamtwert

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 · 2026-07-21 03:40 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
8CI-Tests8 out of 10 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained27 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool is not run on all commits -- score normalized to 7
10Security-Policysecurity policy file 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 12

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 12 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIbanditindirekt
PyPIblackindirekt
PyPIcoverageindirekt
PyPIflake8indirekt
PyPImockindirekt
PyPIparameterizedindirekt
PyPIpylintindirekt
PyPIpytestindirekt
PyPIpytest-covindirekt
PyPIsimplejsonindirekt
PyPIsnapshot-restore-pyindirekt
PyPItoxindirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:awslambdaric@4.0.1 zieht 2 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 33776,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "C++": 5664,
        "Shell": 5954,
        "Python": 152515,
        "Makefile": 1726
      },
      "pushed_at": "2026-07-17T14:49:53Z",
      "created_at": "2020-09-02T22:52:51Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-13T06:18:51Z",
      "description": null,
      "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://amazon.com/aws",
      "name": "Amazon Web Services",
      "type": "Organization",
      "login": "aws",
      "company": null,
      "location": "United States of America",
      "followers": 16116,
      "avatar_url": "https://avatars.githubusercontent.com/u/2232217?v=4",
      "created_at": "2012-08-28T05:37:55Z",
      "is_verified": null,
      "public_repos": 552,
      "account_age_days": 5074
    },
    "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_count": 22,
      "commits_last_year": 29,
      "latest_release_at": "2026-06-26T13:31:32Z",
      "latest_release_tag": "4.0.1",
      "releases_from_tags": false,
      "days_since_last_push": 3,
      "active_weeks_last_year": 3,
      "days_since_latest_release": 24,
      "mean_days_between_releases": 91.1
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": false,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "awslambdaric",
          "exists": true,
          "license": null,
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Natural Language :: English",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/awslambdaric/",
          "is_deprecated": false,
          "latest_version": "4.0.1",
          "repository_url": "https://github.com/aws/aws-lambda-python-runtime-interface-client",
          "versions_count": 29,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2020-12-01T18:15:04.037103Z",
          "latest_published_at": "2026-06-26T14:23:02.866451Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 24
        }
      ]
    },
    "popularity": {
      "forks": 83,
      "stars": 294,
      "watchers": 13,
      "star_history": {
        "days": [
          {
            "date": "2020-12-01",
            "count": 6
          },
          {
            "date": "2020-12-02",
            "count": 6
          },
          {
            "date": "2020-12-03",
            "count": 3
          },
          {
            "date": "2020-12-04",
            "count": 2
          },
          {
            "date": "2020-12-05",
            "count": 5
          },
          {
            "date": "2020-12-07",
            "count": 1
          },
          {
            "date": "2020-12-08",
            "count": 2
          },
          {
            "date": "2020-12-14",
            "count": 2
          },
          {
            "date": "2020-12-15",
            "count": 2
          },
          {
            "date": "2020-12-19",
            "count": 1
          },
          {
            "date": "2020-12-22",
            "count": 3
          },
          {
            "date": "2020-12-26",
            "count": 1
          },
          {
            "date": "2020-12-29",
            "count": 1
          },
          {
            "date": "2020-12-30",
            "count": 1
          },
          {
            "date": "2021-01-02",
            "count": 1
          },
          {
            "date": "2021-01-03",
            "count": 1
          },
          {
            "date": "2021-01-05",
            "count": 1
          },
          {
            "date": "2021-01-06",
            "count": 1
          },
          {
            "date": "2021-01-08",
            "count": 2
          },
          {
            "date": "2021-01-13",
            "count": 1
          },
          {
            "date": "2021-01-14",
            "count": 1
          },
          {
            "date": "2021-01-15",
            "count": 1
          },
          {
            "date": "2021-01-16",
            "count": 1
          },
          {
            "date": "2021-01-19",
            "count": 1
          },
          {
            "date": "2021-01-22",
            "count": 1
          },
          {
            "date": "2021-01-26",
            "count": 1
          },
          {
            "date": "2021-01-28",
            "count": 2
          },
          {
            "date": "2021-01-29",
            "count": 2
          },
          {
            "date": "2021-02-02",
            "count": 2
          },
          {
            "date": "2021-02-03",
            "count": 1
          },
          {
            "date": "2021-02-17",
            "count": 1
          },
          {
            "date": "2021-02-18",
            "count": 1
          },
          {
            "date": "2021-02-25",
            "count": 1
          },
          {
            "date": "2021-03-04",
            "count": 2
          },
          {
            "date": "2021-03-05",
            "count": 1
          },
          {
            "date": "2021-03-11",
            "count": 2
          },
          {
            "date": "2021-03-14",
            "count": 1
          },
          {
            "date": "2021-03-16",
            "count": 1
          },
          {
            "date": "2021-03-21",
            "count": 2
          },
          {
            "date": "2021-03-27",
            "count": 1
          },
          {
            "date": "2021-03-30",
            "count": 1
          },
          {
            "date": "2021-04-03",
            "count": 1
          },
          {
            "date": "2021-04-05",
            "count": 1
          },
          {
            "date": "2021-04-09",
            "count": 1
          },
          {
            "date": "2021-04-15",
            "count": 2
          },
          {
            "date": "2021-04-21",
            "count": 1
          },
          {
            "date": "2021-05-06",
            "count": 1
          },
          {
            "date": "2021-05-09",
            "count": 1
          },
          {
            "date": "2021-05-24",
            "count": 1
          },
          {
            "date": "2021-05-25",
            "count": 1
          },
          {
            "date": "2021-05-27",
            "count": 1
          },
          {
            "date": "2021-05-28",
            "count": 1
          },
          {
            "date": "2021-06-02",
            "count": 1
          },
          {
            "date": "2021-06-04",
            "count": 1
          },
          {
            "date": "2021-06-20",
            "count": 1
          },
          {
            "date": "2021-06-22",
            "count": 1
          },
          {
            "date": "2021-07-01",
            "count": 1
          },
          {
            "date": "2021-07-07",
            "count": 3
          },
          {
            "date": "2021-07-10",
            "count": 1
          },
          {
            "date": "2021-07-16",
            "count": 1
          },
          {
            "date": "2021-07-19",
            "count": 1
          },
          {
            "date": "2021-07-22",
            "count": 3
          },
          {
            "date": "2021-07-27",
            "count": 2
          },
          {
            "date": "2021-08-11",
            "count": 1
          },
          {
            "date": "2021-08-16",
            "count": 1
          },
          {
            "date": "2021-09-08",
            "count": 1
          },
          {
            "date": "2021-10-01",
            "count": 1
          },
          {
            "date": "2021-10-11",
            "count": 1
          },
          {
            "date": "2021-10-13",
            "count": 1
          },
          {
            "date": "2021-10-16",
            "count": 1
          },
          {
            "date": "2021-10-30",
            "count": 1
          },
          {
            "date": "2021-11-08",
            "count": 1
          },
          {
            "date": "2021-11-11",
            "count": 1
          },
          {
            "date": "2021-11-12",
            "count": 1
          },
          {
            "date": "2021-11-18",
            "count": 1
          },
          {
            "date": "2021-11-20",
            "count": 1
          },
          {
            "date": "2021-12-01",
            "count": 1
          },
          {
            "date": "2021-12-03",
            "count": 1
          },
          {
            "date": "2021-12-20",
            "count": 1
          },
          {
            "date": "2021-12-23",
            "count": 1
          },
          {
            "date": "2021-12-24",
            "count": 1
          },
          {
            "date": "2021-12-30",
            "count": 2
          },
          {
            "date": "2022-01-09",
            "count": 1
          },
          {
            "date": "2022-01-13",
            "count": 1
          },
          {
            "date": "2022-01-14",
            "count": 1
          },
          {
            "date": "2022-01-15",
            "count": 1
          },
          {
            "date": "2022-01-18",
            "count": 1
          },
          {
            "date": "2022-01-19",
            "count": 1
          },
          {
            "date": "2022-01-20",
            "count": 1
          },
          {
            "date": "2022-02-07",
            "count": 1
          },
          {
            "date": "2022-02-21",
            "count": 1
          },
          {
            "date": "2022-03-22",
            "count": 1
          },
          {
            "date": "2022-03-26",
            "count": 1
          },
          {
            "date": "2022-04-01",
            "count": 1
          },
          {
            "date": "2022-04-03",
            "count": 1
          },
          {
            "date": "2022-04-11",
            "count": 1
          },
          {
            "date": "2022-04-25",
            "count": 1
          },
          {
            "date": "2022-04-29",
            "count": 1
          },
          {
            "date": "2022-05-05",
            "count": 1
          },
          {
            "date": "2022-05-06",
            "count": 1
          },
          {
            "date": "2022-05-11",
            "count": 1
          },
          {
            "date": "2022-05-13",
            "count": 1
          },
          {
            "date": "2022-05-18",
            "count": 1
          },
          {
            "date": "2022-06-09",
            "count": 1
          },
          {
            "date": "2022-06-17",
            "count": 2
          },
          {
            "date": "2022-06-23",
            "count": 1
          },
          {
            "date": "2022-06-30",
            "count": 1
          },
          {
            "date": "2022-07-01",
            "count": 1
          },
          {
            "date": "2022-07-02",
            "count": 1
          },
          {
            "date": "2022-07-07",
            "count": 1
          },
          {
            "date": "2022-08-03",
            "count": 2
          },
          {
            "date": "2022-08-05",
            "count": 1
          },
          {
            "date": "2022-08-11",
            "count": 1
          },
          {
            "date": "2022-08-20",
            "count": 1
          },
          {
            "date": "2022-08-23",
            "count": 1
          },
          {
            "date": "2022-08-31",
            "count": 1
          },
          {
            "date": "2022-09-01",
            "count": 1
          },
          {
            "date": "2022-09-08",
            "count": 1
          },
          {
            "date": "2022-09-12",
            "count": 1
          },
          {
            "date": "2022-09-13",
            "count": 1
          },
          {
            "date": "2022-09-18",
            "count": 1
          },
          {
            "date": "2022-09-19",
            "count": 1
          },
          {
            "date": "2022-09-25",
            "count": 1
          },
          {
            "date": "2022-09-28",
            "count": 1
          },
          {
            "date": "2022-10-01",
            "count": 1
          },
          {
            "date": "2022-10-04",
            "count": 1
          },
          {
            "date": "2022-10-20",
            "count": 1
          },
          {
            "date": "2022-10-22",
            "count": 1
          },
          {
            "date": "2022-10-30",
            "count": 1
          },
          {
            "date": "2022-11-02",
            "count": 1
          },
          {
            "date": "2022-11-03",
            "count": 1
          },
          {
            "date": "2022-11-08",
            "count": 1
          },
          {
            "date": "2022-12-01",
            "count": 1
          },
          {
            "date": "2022-12-07",
            "count": 1
          },
          {
            "date": "2022-12-17",
            "count": 1
          },
          {
            "date": "2022-12-18",
            "count": 1
          },
          {
            "date": "2022-12-20",
            "count": 1
          },
          {
            "date": "2022-12-25",
            "count": 1
          },
          {
            "date": "2023-01-05",
            "count": 1
          },
          {
            "date": "2023-01-06",
            "count": 2
          },
          {
            "date": "2023-01-09",
            "count": 1
          },
          {
            "date": "2023-01-13",
            "count": 1
          },
          {
            "date": "2023-01-18",
            "count": 1
          },
          {
            "date": "2023-01-25",
            "count": 1
          },
          {
            "date": "2023-02-05",
            "count": 1
          },
          {
            "date": "2023-02-06",
            "count": 1
          },
          {
            "date": "2023-02-09",
            "count": 2
          },
          {
            "date": "2023-02-10",
            "count": 1
          },
          {
            "date": "2023-02-27",
            "count": 1
          },
          {
            "date": "2023-03-02",
            "count": 1
          },
          {
            "date": "2023-03-04",
            "count": 1
          },
          {
            "date": "2023-03-05",
            "count": 1
          },
          {
            "date": "2023-03-08",
            "count": 1
          },
          {
            "date": "2023-03-15",
            "count": 2
          },
          {
            "date": "2023-03-17",
            "count": 1
          },
          {
            "date": "2023-03-28",
            "count": 1
          },
          {
            "date": "2023-04-06",
            "count": 1
          },
          {
            "date": "2023-04-07",
            "count": 1
          },
          {
            "date": "2023-04-12",
            "count": 1
          },
          {
            "date": "2023-04-20",
            "count": 1
          },
          {
            "date": "2023-04-25",
            "count": 1
          },
          {
            "date": "2023-05-03",
            "count": 1
          },
          {
            "date": "2023-05-05",
            "count": 1
          },
          {
            "date": "2023-05-07",
            "count": 1
          },
          {
            "date": "2023-05-15",
            "count": 1
          },
          {
            "date": "2023-05-28",
            "count": 1
          },
          {
            "date": "2023-06-19",
            "count": 1
          },
          {
            "date": "2023-06-23",
            "count": 1
          },
          {
            "date": "2023-06-27",
            "count": 1
          },
          {
            "date": "2023-07-03",
            "count": 1
          },
          {
            "date": "2023-07-14",
            "count": 1
          },
          {
            "date": "2023-08-31",
            "count": 1
          },
          {
            "date": "2023-09-05",
            "count": 1
          },
          {
            "date": "2023-09-12",
            "count": 1
          },
          {
            "date": "2023-09-16",
            "count": 1
          },
          {
            "date": "2023-10-03",
            "count": 1
          },
          {
            "date": "2023-10-09",
            "count": 1
          },
          {
            "date": "2023-10-16",
            "count": 1
          },
          {
            "date": "2023-10-24",
            "count": 1
          },
          {
            "date": "2023-11-05",
            "count": 1
          },
          {
            "date": "2023-11-07",
            "count": 1
          },
          {
            "date": "2023-11-15",
            "count": 1
          },
          {
            "date": "2023-11-17",
            "count": 1
          },
          {
            "date": "2023-12-02",
            "count": 1
          },
          {
            "date": "2023-12-14",
            "count": 1
          },
          {
            "date": "2023-12-22",
            "count": 1
          },
          {
            "date": "2023-12-25",
            "count": 1
          },
          {
            "date": "2024-01-03",
            "count": 1
          },
          {
            "date": "2024-01-04",
            "count": 1
          },
          {
            "date": "2024-01-05",
            "count": 1
          },
          {
            "date": "2024-02-10",
            "count": 3
          },
          {
            "date": "2024-02-13",
            "count": 1
          },
          {
            "date": "2024-02-26",
            "count": 1
          },
          {
            "date": "2024-03-10",
            "count": 1
          },
          {
            "date": "2024-04-01",
            "count": 1
          },
          {
            "date": "2024-04-23",
            "count": 1
          },
          {
            "date": "2024-04-30",
            "count": 1
          },
          {
            "date": "2024-06-03",
            "count": 1
          },
          {
            "date": "2024-06-04",
            "count": 1
          },
          {
            "date": "2024-06-06",
            "count": 1
          },
          {
            "date": "2024-06-11",
            "count": 1
          },
          {
            "date": "2024-06-14",
            "count": 1
          },
          {
            "date": "2024-06-24",
            "count": 1
          },
          {
            "date": "2024-07-02",
            "count": 1
          },
          {
            "date": "2024-07-11",
            "count": 1
          },
          {
            "date": "2024-08-12",
            "count": 1
          },
          {
            "date": "2024-08-18",
            "count": 1
          },
          {
            "date": "2024-08-26",
            "count": 1
          },
          {
            "date": "2024-09-01",
            "count": 1
          },
          {
            "date": "2024-09-03",
            "count": 1
          },
          {
            "date": "2024-09-09",
            "count": 1
          },
          {
            "date": "2024-09-19",
            "count": 1
          },
          {
            "date": "2024-10-16",
            "count": 1
          },
          {
            "date": "2024-11-12",
            "count": 1
          },
          {
            "date": "2024-11-13",
            "count": 1
          },
          {
            "date": "2024-11-14",
            "count": 1
          },
          {
            "date": "2024-11-21",
            "count": 1
          },
          {
            "date": "2024-12-05",
            "count": 1
          },
          {
            "date": "2024-12-24",
            "count": 1
          },
          {
            "date": "2025-01-26",
            "count": 1
          },
          {
            "date": "2025-01-30",
            "count": 1
          },
          {
            "date": "2025-02-25",
            "count": 1
          },
          {
            "date": "2025-03-27",
            "count": 2
          },
          {
            "date": "2025-03-28",
            "count": 1
          },
          {
            "date": "2025-04-13",
            "count": 1
          },
          {
            "date": "2025-04-29",
            "count": 1
          },
          {
            "date": "2025-05-02",
            "count": 1
          },
          {
            "date": "2025-05-13",
            "count": 1
          },
          {
            "date": "2025-07-07",
            "count": 1
          },
          {
            "date": "2025-07-19",
            "count": 1
          },
          {
            "date": "2025-08-02",
            "count": 1
          },
          {
            "date": "2025-08-12",
            "count": 1
          },
          {
            "date": "2025-08-30",
            "count": 1
          },
          {
            "date": "2025-09-03",
            "count": 1
          },
          {
            "date": "2025-09-08",
            "count": 1
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 1
          },
          {
            "date": "2025-11-13",
            "count": 1
          },
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-03-20",
            "count": 1
          },
          {
            "date": "2026-04-01",
            "count": 1
          },
          {
            "date": "2026-04-20",
            "count": 1
          },
          {
            "date": "2026-05-07",
            "count": 1
          },
          {
            "date": "2026-05-26",
            "count": 1
          },
          {
            "date": "2026-06-10",
            "count": 2
          },
          {
            "date": "2026-07-13",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 292,
        "total_stars": 294
      },
      "open_issues_and_prs": 36
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 58757,
      "source_files_sampled": 27,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 2,
        "assessed_package": "pypi:awslambdaric@4.0.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "bandit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mock",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "parameterized",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pylint",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "simplejson",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "snapshot-restore-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tox",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 12,
        "direct_count": 0,
        "indirect_count": 12
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 14,
        "merged_prs": 98,
        "open_issues": 22,
        "closed_ratio": 0.711,
        "closed_issues": 54,
        "closed_unmerged_prs": 26
      },
      "bus_factor": 4,
      "top_contributors": [
        {
          "type": "User",
          "login": "briensea",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/43688664?v=4"
        },
        {
          "type": "User",
          "login": "maxday",
          "commits": 18,
          "avatar_url": "https://avatars.githubusercontent.com/u/864493?v=4"
        },
        {
          "type": "User",
          "login": "preearor",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/69850117?v=4"
        },
        {
          "type": "User",
          "login": "keshayad",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/73339349?v=4"
        },
        {
          "type": "User",
          "login": "trivenay",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/122821716?v=4"
        },
        {
          "type": "User",
          "login": "alex-pewpew",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/123201362?v=4"
        },
        {
          "type": "User",
          "login": "zsombor-balogh",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/69245949?v=4"
        },
        {
          "type": "User",
          "login": "darklight3it",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/2910673?v=4"
        },
        {
          "type": "User",
          "login": "SukanyaHanumanthu",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/33394600?v=4"
        },
        {
          "type": "User",
          "login": "pushkarchawda",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/17747651?v=4"
        }
      ],
      "contributors_sampled": 30,
      "top_contributor_share": 0.209
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "release-on-version-change.yml",
        "test-on-push-and-pr.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "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": 6,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 8,
            "reason": "8 out of 10 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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 4 contributing companies or organizations",
            "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": "27 commit(s) and 1 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": null,
            "reason": "packaging workflow not 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": 10,
            "reason": "security policy file 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": "46e4c6a11064b8adc8e0dce34a647a04e37ae79c",
        "ran_at": "2026-07-21T03:40:29Z",
        "aggregate_score": 6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/aws/aws-lambda-python-runtime-interface-client",
    "host": "github.com",
    "name": "aws-lambda-python-runtime-interface-client",
    "owner": "aws"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 74,
      "inputs": {
        "security": 68,
        "vitality": 70,
        "community": 76,
        "governance": 85,
        "engineering": 70
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 70,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "commits_last_year": 29,
              "human_commit_share": null,
              "days_since_last_push": 3,
              "active_weeks_last_year": 3
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 3 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "3/52 weeks with commits",
                "points": 2.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "29 commits in the last year",
                "points": 13.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "27 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "releases_count": 22,
              "latest_release_tag": "4.0.1",
              "releases_from_tags": false,
              "days_since_latest_release": 24,
              "mean_days_between_releases": 91.1
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "22 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 24 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 24
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~91.1 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 91.1
                    }
                  }
                ],
                "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": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 76,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "forks": 83,
              "stars": 294,
              "watchers": 13,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "294 stars",
                "points": 40,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 294
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "83 forks",
                "points": 16,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 83
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "13 watchers",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "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": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "excellent",
        "name": "Sustainability & Governance",
        "value": 85,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "bus_factor": 4,
              "contributors_sampled": 30,
              "top_contributor_share": 0.209
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "4 contributor(s) cover half of all commits",
                "points": 43.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 21% of commits",
                "points": 17.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 21
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "30 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 98,
              "open_issues": 22,
              "closed_issues": 54,
              "issue_closed_ratio": 0.711,
              "closed_unmerged_prs": 26
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "71% of issues closed",
                "points": 33.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 71
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "98/124 decided PRs merged",
                "points": 30.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 98,
                      "decided": 124
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 16116,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "aws",
              "public_repos": 552,
              "account_age_days": 5074
            },
            "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": "16,116 followers of aws",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 16116,
                      "login": "aws"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "552 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 552
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "awslambdaric"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 24
            },
            "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 24 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 24
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "29 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "8 out of 10 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 68,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "8 out of 10 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "27 commit(s) and 1 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 detected",
                "points": 5,
                "status": "met",
                "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": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:awslambdaric@4.0.1 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:awslambdaric@4.0.1",
                  "assessed": 2
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 45,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "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": 58757,
              "source_files_sampled": 27,
              "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": "0/27 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 27,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T03:40:55.891744Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/aws-lambda-python-runtime-interface-client.svg",
  "full_name": "aws/aws-lambda-python-runtime-interface-client",
  "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 v1.13.0, Schema v0.17.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.