Öffentliches Register
Software-GesundheitsberichtSchema 0.30.0 · Metriken 2.3.1 · 2026-08-03 01:56 UTC

natekspencer / pylitterbot

Python package for controlling a Whisker connected self-cleaning litter boxes and feeders

PythonMIT★ 183 Sterne⑂ 37 Forksseit Dez. 2020Auf GitHub ansehen ↗
ArtKommandozeilenwerkzeugBibliothekwie das ermittelt wird
#litter-robot#python#whisker#feeder-robot#hacktoberfest

natekspencer/pylitterbot erreicht einen Gesundheitsindex von 88 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (93/100) ab, am schwächsten bei AI Readiness (62/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

88
gesamt / 100
Exzellent

Software-Gesundheitsindex

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

88
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

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

Der gewichtete Gesamtwert 74 wird auf der veröffentlichten Indexskala auf 88 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

Nathan SpencerPersönliches Konto
74 Follower52 öffentliche Reposseit März 2013

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIpylitterbot2025.6.381.89188vor 0 Tagenfeeder-robotlitter-robotwhiskerasynchronouslitter-boxpet-feeder

Metriken nach Kategorie

Vitalität

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

93Außergewöhnlich · 21 % des Gesamtindex

Entwicklungsaktivität

88Exzellent
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
24.2/36Commit-Rhythmus — 35/52 Wochen mit Commits
18/18Commit-Volumen — 298 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year298
human_commit_share0,77
days_since_last_push0
active_weeks_last_year35

Release-Disziplin

100Außergewöhnlich
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 85 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 12,7 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count85
latest_release_tag2025.6.3
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases12,7
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

67Gut · 17 % des Gesamtindex

Popularität & Verbreitung

56Mittel
Wie die Bewertung erfolgt
36.7/60Stars — 183 Stars
13/25Forks — 37 Forks
6/15Watcher — 13 Watcher
Verwendete Eingangsdaten
forks37
stars183
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community-Gesundheit

70Gut
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges8
has_contributingja
has_issue_templatenein
has_code_of_conductnein
readme_badge_servicesshields.io
has_pull_request_templatenein

Ökosystem-Verbreitung (Downloads)

82Exzellent
Wie die Bewertung erfolgt
65.5/80Downloads pro Monat — 81.891 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespylitterbot
dependents—
ecosystemspypi
total_downloads—
monthly_downloads81.891
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

66Gut · 23 % des Gesamtindex

Maintainer-Resilienz (Bus-Faktor)

30Gefährdet
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 82 % der Commits
13.5/13.5Breite der Beitragenden — 13 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled13
top_contributor_share0,821

Reaktionsfähigkeit bei Issues & PRs

90Exzellent
Wie die Bewertung erfolgt
42/42Issue-Lösungsquote — 100 % der Issues geschlossen
25.7/30PR-Annahme — 326/380 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
10.5/15OpenSSF Scorecard: Code-Review — Found 3/4 approved changesets -- score normalized to 7
Verwendete Eingangsdaten
merged_prs326
open_issues0
closed_issues48
prs_merged_7d1
prs_decided_7d1
prs_merged_30d3
prs_decided_30d3
issue_closed_ratio1
closed_unmerged_prs54
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.

Eigentümerschaft & Trägerschaft

60Mittel
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
13.5/25Reichweite des Inhabers — 74 Follower von natekspencer
24.6/25Kontohistorie — 52 öffentliche Repos, Kontoalter ca. 13 Jahre
Verwendete Eingangsdaten
followers74
owner_typeUser
is_verified—
owner_loginnatekspencer
public_repos52
account_age_days4.897
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 88 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespylitterbot
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

80Exzellent · 19 % des Gesamtindex

Engineering-Praktiken

94Außergewöhnlich
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — tox.ini
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

60Mittel
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 5 Topics
10/10Wiki
Verwendete Eingangsdaten
topicslitter-robot, python, whisker, feeder-robot, hacktoberfest
has_wikija
homepage—
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

66Gut · 16 % des Gesamtindex

Sicherheitslage

58Mittel
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 3/4 approved changesets -- score normalized to 7
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 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
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,8
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

Abhängigkeits-Advisories

100Außergewöhnlich
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages107
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 107 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

62Mittel · 4 % des Gesamtindex

AI-Agentenkontext & Leitlinien

40Schwach
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 70 von 77 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,909
agent_instruction_files—
agent_instruction_max_bytes—

AI-Verify-Loop (Build / Test / Typprüfung)

72Gut
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — tox.ini
11/11Statische Typprüfung — pylitterbot/py.typed
10/10Reproduzierbare Umgebung — lockfile
10/10Belegte Agentenpraxis — 37 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 14 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfilenein
typed_languagenein
bootstrap_files—
has_devcontainernein
has_linter_configja
typecheck_configspylitterbot/py.typed
agent_commit_share0,37
toolchain_manifests—
dependency_bot_commit_share0,14

AI-Code-Lesbarkeit für Modelle

82Exzellent
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (pylitterbot/py.typed)
55/55Handhabbare Dateigrößen — 0/56 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes48.783
source_files_sampled56
oversized_source_files0

Eckdaten

183GitHub-Sterne
13Mitwirkende
298Commits, letzte 12 Monate
0Tage seit letztem Push
85Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 37 ⇿
0Sterne
37Forks
64Releases

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.

01325383732021-092024-022026-07
Major 2Minor 22Patch 34

Jeder Punkt umfasst 5 Tage.

OpenSSF Scorecard 5.8 / 10
5.8Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-03 01:56 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests15 out of 15 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 3/4 approved changesets -- score normalized to 7
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 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
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 4
RegistryPaketVersionsvorgabeManifest
PyPIaiohttp>=3.8.1pyproject.toml
PyPIdeepdiff>=6.2.1pyproject.toml
PyPIpyjwt>=2.7.0pyproject.toml
PyPIpycognito>=2024.2.0pyproject.toml
Alle Abhängigkeiten 107

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 4 direkte und 103 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIaiohttp3.14.3direkt
PyPIdeepdiff9.1.0direkt
PyPIpycognito2024.5.1direkt
PyPIpyjwt2.13.0direkt
PyPIaiohappyeyeballs2.6.2indirekt
PyPIaioice0.10.2indirekt
PyPIaiointercept0.1.9indirekt
PyPIaiortc1.15.0indirekt
PyPIaiosignal1.4.0indirekt
PyPIannotated-doc0.0.4indirekt
PyPIannotated-types0.7.0indirekt
PyPIanyio4.14.0indirekt
PyPIast-serialize0.6.0indirekt
PyPIasync-timeout5.0.1indirekt
PyPIattrs26.1.0indirekt
PyPIav16.1.0indirekt
PyPIbackports-asyncio-runner1.2.0indirekt
PyPIboto31.43.31indirekt
PyPIbotocore1.43.31indirekt
PyPIcachebox5.2.3indirekt
PyPIcachetools7.1.4indirekt
PyPIcertifi2026.5.20indirekt
PyPIcffi2.0.0indirekt
PyPIcfgv3.5.0indirekt
PyPIcharset-normalizer3.4.7indirekt
PyPIclick8.4.1indirekt
PyPIcolorama0.4.6indirekt
PyPIcoverage7.14.1indirekt
PyPIcryptography49.0.0indirekt
PyPIdistlib0.4.3indirekt
PyPIdnspython2.8.0indirekt
PyPIenvs1.4indirekt
PyPIexceptiongroup1.3.1indirekt
PyPIfilelock3.29.4indirekt
PyPIfreezegun1.5.5indirekt
PyPIfrozenlist1.8.0indirekt
PyPIgoogle-crc32c1.8.0indirekt
PyPIh110.16.0indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttpx0.28.1indirekt
PyPIhttpx-sse0.4.3indirekt
PyPIidentify2.6.19indirekt
PyPIidna3.18indirekt
PyPIifaddr0.2.0indirekt
PyPIiniconfig2.3.0indirekt
PyPIjmespath1.1.0indirekt
PyPIjsonschema4.26.0indirekt
PyPIjsonschema-specifications2025.9.1indirekt
PyPIlibrt0.13.0indirekt
PyPImarkdown-it-py4.2.0indirekt
PyPImcp1.28.1indirekt
PyPImdurl0.1.2indirekt
PyPImultidict6.7.1indirekt
PyPImypy2.2.0indirekt
PyPImypy-extensions1.1.0indirekt
PyPInodeenv1.10.0indirekt
PyPIorderly-set5.5.0indirekt
PyPIpackaging26.2indirekt
PyPIpathspec1.1.1indirekt
PyPIplatformdirs4.10.0indirekt
PyPIpluggy1.6.0indirekt
PyPIpre-commit4.6.0indirekt
PyPIpropcache0.5.2indirekt
PyPIpycparser3.0indirekt
PyPIpydantic2.13.4indirekt
PyPIpydantic-core2.46.4indirekt
PyPIpydantic-settings2.14.2indirekt
PyPIpyee13.0.1indirekt
PyPIpygments2.20.0indirekt
PyPIpylibsrtp1.0.0indirekt
PyPIpyopenssl26.3.0indirekt
PyPIpyproject-api1.10.1indirekt
PyPIpytest9.1.1indirekt
PyPIpytest-asyncio1.4.0indirekt
PyPIpytest-cov7.1.0indirekt
PyPIpytest-freezer0.4.9indirekt
PyPIpytest-timeout2.4.0indirekt
PyPIpython-dateutil2.9.0.post0indirekt
PyPIpython-discovery1.4.4indirekt
PyPIpython-dotenv1.2.2indirekt
PyPIpython-multipart0.0.32indirekt
PyPIpywin32312indirekt
PyPIpyyaml6.0.3indirekt
PyPIreferencing0.37.0indirekt
PyPIrequests2.34.2indirekt
PyPIrich15.0.0indirekt
PyPIrpds-py0.30.0indirekt
PyPIrpds-py2026.5.1indirekt
PyPIruff0.15.21indirekt
PyPIs3transfer0.19.0indirekt
PyPIshellingham1.5.4indirekt
PyPIsix1.17.0indirekt
PyPIsse-starlette3.4.4indirekt
PyPIstarlette1.3.1indirekt
PyPItomli2.4.1indirekt
PyPItomli-w1.2.0indirekt
PyPItox4.56.4indirekt
PyPItox-uv1.35.2indirekt
PyPItox-uv-bare1.35.2indirekt
PyPItyper0.26.7indirekt
PyPItyping-extensions4.15.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPIurllib32.7.0indirekt
PyPIuv0.11.21indirekt
PyPIuvicorn0.49.0indirekt
PyPIvirtualenv21.5.1indirekt
PyPIyarl1.24.2indirekt
Abhängigkeits-Advisories 0

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 107 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 0 tragen bekannte Advisories, davon 0 direkte.

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": [
        "litter-robot",
        "python",
        "whisker",
        "feeder-robot",
        "hacktoberfest"
      ],
      "is_fork": false,
      "size_kb": 3639,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 589550
      },
      "pushed_at": "2026-08-03T01:54:35Z",
      "created_at": "2020-12-13T22:09:22Z",
      "owner_type": "User",
      "updated_at": "2026-08-02T18:02:17Z",
      "description": "Python package for controlling a Whisker connected self-cleaning litter boxes and feeders",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
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          "headline": "Merge pull request #426 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
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          "body": "feat: add camera video clip playback via signed CloudFront cookies",
          "is_bot": false,
          "headline": "Merge pull request #430 from Legendberg/feat/camera-clip-playback",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-19T04:10:33Z",
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          "body": "`get_videos` exposes each clip's `hlsUrl`, but it is unsigned and the CDN\nreturns HTTP 403. Add `CameraClient.get_video_playback()`, which reads the\nclip-detail endpoint to obtain the short-lived CloudFront signed cookies\n(`CloudFront-Policy`/`-Signature`/`-Key-Pair-Id`) needed to stream the HLS\nplaylist and its segments. Returns a `VideoPlayback` dataclass with a\n`cookie_header` helper.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "feat: add camera video clip playback via signed CloudFront cookies",
          "author_name": "Legendberg",
          "author_login": "Legendberg",
          "committed_at": "2026-07-18T22:56:16Z",
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          "body": "Bumps [aiortc](https://github.com/aiortc/aiortc) from 1.14.0 to 1.15.0.\n- [Changelog](https://github.com/aiortc/aiortc/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/aiortc/aiortc/compare/1.14.0...1.15.0)\n\n---\nupdated-dependencies:\n- dependency-name: aiortc\n  dependency-version: 1.15.0\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump aiortc from 1.14.0 to 1.15.0",
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          "oid": "6e9f5d5ae36d708ea27d948a0a64813311e93d86",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.28.0 to 1.28.1.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nython-sdk/compare/v1.28.0...v1.28.1)\n\n---\nupdated-dependencies:\n- dependency-name: mcp\n  dependency-version: 1.28.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump mcp from 1.28.0 to 1.28.1",
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          "committed_at": "2026-07-16T20:58:24Z",
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          "oid": "50a6401b542d107cef7c4343aaf5a66e84d1cf24",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.25 → 0.11.28](https://github.com/astral-sh/uv-pre-commit/compare/0.11.25...0.11.28)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.20 → v0.15.21](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.20...v0.15.21)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
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          "committed_at": "2026-07-13T18:04:26Z",
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        {
          "oid": "7f333a55c151d6090d74f113ccf77c85f1150696",
          "body": "Bumps the dev-dependencies group with 4 updates: [aiointercept](https://github.com/Polandia94/aiointercept), [mypy](https://github.com/python/mypy), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `aiointercept` from 0.1.8 to 0.1.9\n- [Release notes](htt\n[…]\npendency-version: 0.15.21\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump the dev-dependencies group with 4 updates",
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          "is_bot": false,
          "headline": "Merge pull request #424 from natekspencer/dependabot/uv/dev-dependenc…",
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          "body": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_light_settings",
          "is_bot": false,
          "headline": "Merge pull request #425 from Legendberg/feat/night-light-rgb-color",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-05T01:31:12Z",
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          "oid": "1a8fbcbf878061508f806edcea6220cdbb41b9fe",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-05T00:54:32Z",
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        {
          "oid": "cb70bf689e4d0d3ef713a01ed40133715d3c3674",
          "body": "…t_settings\n\nMove color hex parsing into the library so consumers get a typed RGB\nvalue instead of parsing the API string themselves:\n\n- hex_to_rgb/rgb_to_hex utils handling #RGB, #RRGGBB and #RRGGBBAA (the\n  API may store a trailing alpha byte, which is ignored)\n- LitterRobot5.night_light_rgb_color property returning an RGB tuple\n- set_night_light_settings color accepts an RGB tuple, and validates\n  and normalizes string input to #RRGGBB\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add LR5 night_light_rgb_color and RGB tuple support in set_night_ligh…",
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          "body": "Bumps the dev-dependencies group with 1 update: [aiointercept](https://github.com/Polandia94/aiointercept).\n\n\nUpdates `aiointercept` from 0.1.7 to 0.1.8\n- [Release notes](https://github.com/Polandia94/aiointercept/releases)\n- [Changelog](https://github.com/Polandia94/aiointercept/blob/main/CHANGELOG\n[…]\ndependency-version: 0.1.8\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aiointercept in the dev-dependencies group",
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          "committed_at": "2026-07-03T16:24:32Z",
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        {
          "oid": "4c3ee090d8f0c6faec5e2b457b7f4d98d2e05a2e",
          "body": "Add breed property to pet",
          "is_bot": false,
          "headline": "Merge pull request #423 from natekspencer/pet-breed",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:28:43Z",
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          "oid": "e8a8681d63ef41980c7acafbff021b3ebad926a8",
          "body": "…ies-9c98f24866\n\nchore(deps-dev): bump the dev-dependencies group across 1 directory with 3 updates",
          "is_bot": false,
          "headline": "Merge pull request #422 from natekspencer/dependabot/uv/dev-dependenc…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:26Z",
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        {
          "oid": "815b656a28df8e20fca9a00555a4ce12eb14f695",
          "body": "…ings-2.14.2\n\nchore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
          "is_bot": false,
          "headline": "Merge pull request #420 from natekspencer/dependabot/uv/pydantic-sett…",
          "author_name": "Nathan Spencer",
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        {
          "oid": "cc44a426eb8903b8a7a0cc31613555f77237999d",
          "body": "[pre-commit.ci] pre-commit autoupdate",
          "is_bot": false,
          "headline": "Merge pull request #419 from natekspencer/pre-commit-ci-update-config",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-07-01T19:27:06Z",
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          "oid": "906b017d4cfe12d700dcf141c31deccb6dbe3e30",
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          "headline": "Add breed property to pet",
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          "committed_at": "2026-07-01T19:26:42Z",
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        {
          "oid": "e8f70f52bf4fd2ebb697a1b5afb56d7271b181a5",
          "body": "updates:\n- [github.com/astral-sh/uv-pre-commit: 0.11.21 → 0.11.25](https://github.com/astral-sh/uv-pre-commit/compare/0.11.21...0.11.25)\n- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.20](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.20)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-29T17:39:26Z",
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        {
          "oid": "3c05ad707a76e2b28559c966190b40eaca13340c",
          "body": "…ith 3 updates\n\nBumps the dev-dependencies group with 3 updates in the / directory: [pytest](https://github.com/pytest-dev/pytest), [tox](https://github.com/tox-dev/tox) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `pytest` from 9.1.0 to 9.1.1\n- [Release notes](https://github.com/pytest-\n[…]\npendency-version: 0.15.20\n  dependency-type: direct:development\n  update-type: version-update:semver-patch\n  dependency-group: dev-dependencies\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump the dev-dependencies group across 1 directory w…",
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          "oid": "4661553460c1d7372d214ad9003c455691570d5d",
          "body": "Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)\n\n---\nupdated-dependencies:\n- dependency-name: pydantic-settings\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump pydantic-settings from 2.14.1 to 2.14.2",
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          "oid": "563a1590b2796483b85e2fa387c183f8f91a455d",
          "body": "feat: Add MCP server for AI assistant integration",
          "is_bot": false,
          "headline": "Merge pull request #374 from mikelane/feat/mcp-server",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T17:30:30Z",
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          "body": "Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update pylitterbot/mcp/helpers.py",
          "author_name": "Nathan Spencer",
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          "headline": "Update ci.yml",
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        {
          "oid": "86485e0db3f507642235dcac1e76b458efd8cbfa",
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          "is_bot": false,
          "headline": "Fix mypy errors",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T15:35:51Z",
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        },
        {
          "oid": "8d69e94cd868d2e34156189037806c60c0600d5a",
          "body": "Applies ruff format across the 5 files touched by the preemptive fix\nbatch so pre-commit.ci doesn't have to push an auto-fix commit on top.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style(mcp): apply ruff format to merged fixes",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        {
          "oid": "0235ac9d4c41e0382ec894acae166f081e355ab9",
          "body": "C2: wrap set_sleep_mode in try/except NotImplementedError so sync_settings\ncompletes when an LR4 target raises (LR4 inherits the raising stub); report\ntarget as skipped with reason.\n\nM2: replace robot.model string comparison with isinstance checks against\nconcrete classes so firmware string drift (e\n[…]\nction for LR4/LR5 groups in\nrobot_comparison because cycle_count is a lifetime odometer on those models,\nnot a per-drawer counter.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): address 6 compound tool review findings",
          "author_name": "Mike Lane",
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        {
          "oid": "4d83fda901cf579999bde1f8e2c2bfcdd44b3a8d",
          "body": "All 21 state-changing tools in settings.py and commands.py now check\nresolved.is_online before calling any device method. Offline robots\nget a clear ValueError(\"offline\") instead of a cryptic device-layer\nerror, consistent with the existing pattern in compound.py.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject offline robots before dispatching state-changing commands",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "0290d950f7c49380bf55642c963269c86c9bffed",
          "body": "refresh_robots() swallows network errors internally; callers had no way\nto know data was stale. get_robots now catches exceptions from the\nrefresh call and adds refresh_stale=True to each robot summary so LLM\nclients can distinguish live data from cached data.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: surface refresh_stale flag in get_robots on refresh failure",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a5bcb217c9ae601ed35624483a9654adaf5847e2",
          "body": "Device methods return False on silent failure. All 9 state-changing\ntools now capture the return value and raise RuntimeError. Also switches\nupdate_firmware to use resolve_litter_robot (typed resolver) for\nconsistent error messages when non-LitterRobot devices are passed.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all state-changing tools in commands.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1a8208edf5c2c8c86d9ff6c20bab3b7fbd4b4823",
          "body": "Device methods return False on silent failure. All 12 set_* tools now\ncapture the return value and raise RuntimeError so callers get an\nactionable error instead of a success message on failure.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: check bool return on all set_* tools in settings.py",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "06709bc13d48bbd211ad227710e7a84824af85eb",
          "body": "LR4 inherits the NotImplementedError stub from base LitterRobot and\ncannot set sleep mode via the API. Add an isinstance guard after\nresolve_litter_robot so LR4 callers get a clear ValueError instead of\na raw NotImplementedError from the device layer.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: reject LR4 in set_sleep_mode before dispatching to device",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "243590ac9403f5eae7aa1f08a9c1cd4c8ddba5a1",
          "body": "The lazy account singleton never re-authenticates. Document this\nknown limitation so operators know to restart the MCP server process\nwhen credentials expire.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: note session expiry limitation in server module docstring",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "39ddff242019e7948a16690736ffacee330c12da",
          "body": "…esolve_pet_id\n\n.lower() fails for multi-char Unicode casefolds (e.g. German ß→ss)\nand raises AttributeError when name is None. Replace with casefold()\non an or-empty-string guard, and str() coerce the id comparison for\nnon-string id types.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: use casefold and None-safe name matching in resolve_robot and _r…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f55c1ec2ab25c29e85860dd885e7ae3f39a27e3a",
          "body": "Empty or whitespace-only event_id values were forwarded verbatim to\nthe device layer. Strip whitespace and reject blank values with a\nValueError, mirroring the set_name validation pattern.\n\nAlso adds a docstring note that unassigning (omitting to_pet) is not\nsupported by this tool.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: validate and strip event_id in reassign_pet_visit",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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          "oid": "5e76b2d29d0bd4da1b8b4314ae551f70cae245c3",
          "body": "format_robot_summary was passing last_feeding dict verbatim, which\ncontains a datetime object. json.dumps raises TypeError on raw\ndatetimes. Mirror the next_feeding isoformat pattern for consistency.\n\nAlso fix mock fixture to use a real datetime (not a string), which\nwas masking the bug in existing tests.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: serialize FeederRobot last_feeding timestamp to ISO string",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "dac89a78d1bb16108a23f5d2f13daa012c504cb4",
          "body": "get_activity_history: reject limit outside [1, 500] to prevent runaway API requests.\nget_insight: reject days < 1 to prevent forwarding invalid time ranges.\nget_food_dispensed: reject hours < 1 to prevent generating a future since\ntimestamp that silently returns 0.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate input bounds on activity tools before calling library",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "31807c9de7d40fdc3bddce17cc5262b408c11e5a",
          "body": "LitterRobot5.get_insight raises NotImplementedError by design because the\nLR5 REST API has no insights endpoint. Add an isinstance check before\ncalling get_insight so the MCP tool raises a clear ValueError instead of\npropagating an unhandled NotImplementedError.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): guard get_insight against LR5 which raises NotImplementedError",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": true
        },
        {
          "oid": "b8fa55d96aa5a2400fa18ed0a743d5c27341418d",
          "body": "FeederRobot.get_food_dispensed_since is a plain def returning float.\nAwaiting it raises TypeError in production. Drop the await.\n\nAlso update the test fixture to use MagicMock.return_value (not AsyncMock)\nfor the sync method, and add a create_autospec-based test that would catch\nthis class of sync/async drift in the future.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): drop erroneous await on sync get_food_dispensed_since",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
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        },
        {
          "oid": "72aca80bc3c13ed5a8cd8d1fc8740ffd8ba92c16",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "bd9b1779a8e5a6a69a0ff04d888ea0dc0c23f965",
          "body": "The isinstance(resolved, LitterRobot5) check lets standard LR5 units\nthrough even though the docstring says \"Pro only\". Add an explicit\nis_pro guard so non-Pro units fail fast with a clear message instead\nof deep in the device layer. Also pin the default LR5 fixture to\nPro (is_pro=True, model=\"Litter-Robot 5 Pro\") so the existing happy\npath test reflects what the fix actually requires.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): gate set_camera_audio on Litter-Robot 5 Pro",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "df0d211450b58e3eb646e2d35265e4c7fab453b2",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-17T02:01:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c4672cc116ba9b984b32eca023ecaa0c9a83968d",
          "body": "Empty or whitespace-only names previously bypassed MCP-side validation\nand went straight to the device layer. Strip the input and raise\nValueError before hitting the transport when nothing is left.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(mcp): validate name input in set_name tool",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e76e9f112edfdf38454ce038c62a60dbe3d6c1a7",
          "body": "The set_wait_time MCP tool was re-encoding the valid wait-time set by\ncomparing resolved.model to the string \"Litter-Robot 3\". This duplicated\nrules that the robot classes already expose canonically: LitterRobot3,\nLitterRobot4, and LitterRobot5 each define a VALID_WAIT_TIMES class\nattribute that the\n[…]\n plain class attributes), and add regression\ntests that LR3 rejects 25 (LR4/LR5-only) and LR4 accepts 25, proving\nthe tool now actually consults the per-class list rather than a\nhardcoded model split.",
          "is_bot": false,
          "headline": "refactor(mcp): use VALID_WAIT_TIMES from robot class in set_wait_time",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "48e253bae706df6bee184e941b98d869ff58e1fa",
          "body": "maintenance_forecast() computed cycles_remaining as\nmax(0, cycle_capacity - cycle_count). On LR4/LR5, cycle_count maps to\n\"odometerCleanCycles\" — a lifetime odometer — so any robot that has\nperformed more cycles in its lifetime than cycle_capacity (default 30)\npins cycles_remaining to zero permanent\n[…]\n with a Bedroom mock at cycle_count=500,\ncycle_capacity=30, waste_drawer_level=20.0 — which the old code would\nreport as 0 cycles remaining but the fixed code correctly reports as\n24 cycles remaining.",
          "is_bot": false,
          "headline": "fix(mcp): derive maintenance_forecast cycles_remaining from drawer level",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "07605db18faedd1ea29c8b9a1d546657b4b682ce",
          "body": "sync_settings() only compared sleep_mode_enabled between source and\ntarget, so when both robots already had sleep mode enabled but used\ndifferent sleep_mode_start_time values, the schedules stayed out of\nsync indefinitely.\n\nExtend the sleep-mode branch to also compare start times (as timetz())\nwhen \n[…]\ns visible in the returned report.\n\nAdd a regression test that sets both LR4 mocks to enabled with\ndifferent start times and asserts set_sleep_mode is awaited once on\nthe target with the source's time.",
          "is_bot": false,
          "headline": "fix(mcp): sync_settings pushes sleep time diffs when both enabled",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "3c99c6e507a8e6e920bb834c43c74ea28510f35c",
          "body": "The MCP update_firmware tool advertised support for both LR4 and LR5,\nbut LitterRobot5.update_firmware raises NotImplementedError because the\nLR5 REST API does not expose a firmware update trigger endpoint. As a\nresult, invoking the tool against an LR5 would always surface a raw\nNotImplementedError.\n[…]\nct that, and add a test that LR5 is rejected up-front with a\nclear ValueError rather than letting NotImplementedError leak through.\n\nAddresses PR review comment on commands.py update_firmware handler.",
          "is_bot": false,
          "headline": "fix(mcp): restrict update_firmware tool to Litter-Robot 4 only",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "1c8cf409e20e39cda2d651d1d32d025a5db82656",
          "body": "for more information, see https://pre-commit.ci",
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
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          "oid": "3eb69d63d2a4bbc8c9790a6260a36a556e13c602",
          "body": "* feat: add LR4/LR5 resolvers and expand format_robot_summary\n\nAdd resolve_litter_robot_4() and resolve_litter_robot_5() helpers for\nmodel-specific tool validation. Expand format_robot_summary() to include\nfirmware, sleep schedule, panel brightness, sensor statuses, and\nmodel-specific fields for LR4\n[…]\ns.\nFix import sorting and test regex for resolve_litter_robot_5 helper.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: expose all missing pylitterbot features in MCP server (#2)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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          "is_coding_agent": true
        },
        {
          "oid": "d304ec50a89785bf31bbf35f36c4d1483831f635",
          "body": "- README: add security note about plaintext credentials in config\n- tests: remove unused LitterRobot3 import\n- compound.py: add comment explaining zero-cycle outlier exclusion\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: address CodeRabbit nitpicks",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c9a1013eacff1775f66bff8ac9df049aa7f0a858",
          "body": "- compound.py: isolate per-robot failures in clean_all_ready so one\n  robot failing doesn't abort the fleet operation\n- compound.py: capture old values before setter calls in sync_settings\n  so change messages reflect pre-change state\n- compound.py: validate days >= 1 in household_digest\n- settings.py: model-specific wait time validation (LR3: 3/7/15 only)\n- settings.py: strict HH:MM parsing via datetime.strptime\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address CodeRabbit review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
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        {
          "oid": "9d93f3a3b8f3f20fbafb47eaba6a560752946f11",
          "body": "Document installation, configuration, and available tools for the\noptional MCP server integration.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add MCP server section to README",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "5f0507bba6518ae5c8ed0783e3e27c5151d900a4",
          "body": "- server.py: add asyncio.Lock for race-safe singleton init (double-\n  checked locking prevents duplicate Account sessions on concurrent\n  tool calls)\n- compound.py: add logging.debug with exc_info to all 5 silent except\n  blocks (failures now traceable instead of invisible)\n- commands.py: reset_robo\n[…]\nher validation)\n- tests: replace all weak \"in\" assertions with exact string equality\n  (mutation-resistant, no more \"Kitchen\" matching \"Kitchen failed\")\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address all MEDIUM review findings",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        },
        {
          "oid": "9194902964d63684d653e45546010c1ec6e28f7e",
          "body": "Security audit found that set_night_light_brightness and set_wait_time\naccepted arbitrary integers without validation, potentially causing\nopaque API errors. Now validates against the allowed value sets before\ncalling the library.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add input validation for brightness and wait_time parameters",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ed162e2ea5cf252914eaa6a29715e4b348743f",
          "body": "- server.py: only assign _account after successful connect (prevents\n  caching a broken Account on auth failure); wrap connect() to sanitize\n  error messages (prevents leaking API response details)\n- settings.py: validate start_time is required when enabling sleep mode;\n  handle malformed HH:MM inpu\n[…]\narsed time(22, 30) in sleep mode test; add tests for\n  missing start_time and malformed start_time; update pet_usage_report\n  test for removed parameter\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address code review findings from quality gauntlet",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:04Z",
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        {
          "oid": "fb882e7e1145a3f9ab74caa9cfb4d4185ad54361",
          "body": "Ruff auto-fixes: I001 (import block sorting) and D413 (blank line after\nlast docstring section). Also updates uv.lock with mcp dependency.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "style: fix import sorting and docstring formatting across MCP module",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T02:01:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "901e7766da039bd3ae7f25aa485ed7b0417abfc6",
          "body": "…tc.)\n\n8 compound tools that combine multiple API endpoints:\nfleet_overview, clean_all_ready, sync_settings, pet_usage_report,\nmaintenance_forecast, household_digest, troubleshooting_report,\nrobot_comparison.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP compound tools (fleet overview, maintenance forecast, e…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6f8deead10e45fc67f9e2a00a7b061b6cf59361e",
          "body": "Pet listing with formatted summaries and LR5-only pet visit\nreassignment with pet name/ID resolution.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP pet tools (get_pets, reassign_pet_visit)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
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          "is_coding_agent": true
        },
        {
          "oid": "043a408a47774bf03f1b02e75eb49f8a5217485d",
          "body": "Passthrough tools for retrieving activity logs and usage analytics\nfrom Litter-Robots with formatted output.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP activity tools (history, insight)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "458784d68e3f4d4b0fc06d55d715896cb5c2cc89",
          "body": "…e, sleep)\n\nSeven settings tools covering all robot configuration options with\ntype validation for LR4-specific features like brightness and night\nlight mode.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP settings tools (name, night light, panel lock, wait tim…",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "644ca667acb7adc0a576a20e80d47ee34d386191",
          "body": "Passthrough tools for start_cleaning, reset_robot (LR4/LR5 only),\ngive_snack (Feeder-Robot), and set_power_status with type validation.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP command tools (clean, reset, snack, power)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74ab8d1882875a4e3ec80cfaa975e716b2e3bb22",
          "body": "Passthrough tools that list all robots with summaries and retrieve\ndetailed status for a single robot by name or ID.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP status tools (get_robots, get_robot_status)",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:05Z",
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          "is_coding_agent": true
        },
        {
          "oid": "3dce282fa63d9b354808526feb0818319e7f9c11",
          "body": "Set up FastMCP server instance, lazy Account connection, and helper\nfunctions for resolving robots by name/ID and formatting summaries.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add MCP server core with robot resolution helpers",
          "author_name": "Mike Lane",
          "author_login": "mikelane",
          "committed_at": "2026-06-17T01:56:00Z",
          "body_truncated": false,
          "is_coding_agent": true
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          "oid": "68b661e65ca3296a24dedff8a890f4d658fb541d",
          "body": "Switch LR4 WebSocket to ByUser subscription",
          "is_bot": false,
          "headline": "Merge pull request #407 from Doekse/migrate-lr4-ws-subscription",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:52:52Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d71265a8517d20d9b88d7b6216916be74de4da16",
          "body": "…ubscriber",
          "is_bot": false,
          "headline": "Shared unsubscribe can be skipped when the last listener wasn’t the s…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:46:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aa712a958647e5805de1c6cf4832952ba8c685a",
          "body": "Bump aiohttp from 3.13.5 to 3.14.1",
          "is_bot": false,
          "headline": "Merge pull request #415 from natekspencer/dependabot/uv/aiohttp-3.14.1",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:22:18Z",
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        },
        {
          "oid": "ff4d25ec1189538844dab576fa626e21cea22a9b",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump aiohttp from 3.13.5 to 3.14.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-17T01:20:48Z",
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          "is_coding_agent": false
        },
        {
          "oid": "3d5cd9f22ab36785d6d0d095349b107c081e2f69",
          "body": "Migrate from aioresponses to aiointercept",
          "is_bot": false,
          "headline": "Merge pull request #417 from natekspencer/aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:18:24Z",
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        {
          "oid": "1c4e6570cef213fc8d4da4f963ab776c76e3ce43",
          "body": null,
          "is_bot": false,
          "headline": "Adjust tests per review",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T01:11:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d239c21f9b311587ab2ea2a63b293630de06c172",
          "body": null,
          "is_bot": false,
          "headline": "Migrate from aioresponses to aiointercept",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-17T00:12:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "207ddef2caf01e7bdbdecb2576c67d2ea436af05",
          "body": "…48.0.1\n\nBump cryptography from 46.0.7 to 48.0.1",
          "is_bot": false,
          "headline": "Merge pull request #416 from natekspencer/dependabot/uv/cryptography-…",
          "author_name": "Nathan Spencer",
          "author_login": "natekspencer",
          "committed_at": "2026-06-16T23:35:51Z",
          "body_truncated": false,
          "is_coding_agent": false
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                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "298 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 298
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "exceptional",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 85,
              "latest_release_tag": "2025.6.3",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 12.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "85 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~12.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 12.7
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 67,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "forks": 37,
              "stars": 183,
              "watchers": 13,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "183 stars",
                "points": 36.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 183
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "37 forks",
                "points": 13,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 37
                    }
                  }
                ],
                "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": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 8,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
              ],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 82,
            "inputs": {
              "packages": [
                "pylitterbot"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 81891
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "81,891 downloads/month across pypi",
                "points": 65.5,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 81891,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 13,
              "top_contributor_share": 0.821
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 82% of commits",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 82
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "13 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 90,
            "inputs": {
              "merged_prs": 326,
              "open_issues": 0,
              "closed_issues": 48,
              "prs_merged_7d": 1,
              "prs_decided_7d": 1,
              "prs_merged_30d": 3,
              "prs_decided_30d": 3,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 54,
              "first_time_authors_30d": 0,
              "first_time_prs_merged_30d": 0,
              "first_time_prs_decided_30d": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "326/380 decided PRs merged",
                "points": 25.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 326,
                      "decided": 380
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/4 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 74,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "natekspencer",
              "public_repos": 52,
              "account_age_days": 4897
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "74 followers of natekspencer",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 74,
                      "login": "natekspencer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "52 public repos, account ~13 yr old",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 52
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pylitterbot"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "88 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 88
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 80,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "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": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                  }
                ],
                "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": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "litter-robot",
                "python",
                "whisker",
                "feeder-robot",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 3/4 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 107 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 107
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 107,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": "exceptional",
            "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": 107,
              "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": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 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": "moderate",
        "name": "AI Readiness",
        "value": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.909,
              "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": "70 of 77 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 77
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pylitterbot/py.typed"
              ],
              "agent_commit_share": 0.37,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.14
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pylitterbot/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pylitterbot/py.typed"
                    }
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                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 37,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "14 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 14,
                      "sampled": 100
                    }
                  }
                ],
                "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
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              "largest_source_bytes": 48783,
              "source_files_sampled": 56,
              "oversized_source_files": 0
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            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pylitterbot/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pylitterbot/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/56 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli",
        "library"
      ],
      "scores": {
        "cli": 10,
        "library": 6
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pylitterbot@2025.6.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-03T01:56:32.859159Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/natekspencer/pylitterbot.svg",
  "full_name": "natekspencer/pylitterbot",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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