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Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-16 23:53 UTC

pypa / pip

The Python package installer

PythonMIT★ 10.230 Sterne⑂ 3.324 Forksseit März 2011Auf GitHub ansehen ↗

pypa/pip erreicht einen Gesundheitsindex von 88 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Community & Adoption (96/100) ab, am schwächsten bei AI Readiness (57/100). Zuletzt vor 2 Tagen aktualisiert. 5 Mitwirkende tragen den Großteil der jüngsten Arbeit.

88
gesamt / 100
Exzellent

Software-Gesundheitsindex

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

88
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

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

Eigentümerschaft

2.365 Follower59 öffentliche Reposseit März 2011

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIpip26.1.2-157vor 46 Tagen

Metriken nach Kategorie

Vitalität

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

91Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 2 Tagen
35.3/36Commit-Rhythmus — 51/52 Wochen mit Commits
18/18Commit-Volumen — 815 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year815
human_commit_share
days_since_last_push2
active_weeks_last_year51
Wie die Bewertung erfolgt
16.2/27Liefert Releases aus — 60 Versions-Tags (keine GitHub-Releases)
36/36Release-Aktualität — letztes Release vor 46 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 105,9 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count60
latest_release_tag26.1.2
releases_from_tagsja
days_since_latest_release46
mean_days_between_releases105,9
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?

96Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
60/60Stars — 10.230 Stars
25/25Forks — 3.324 Forks
13.9/15Watcher — 315 Watcher
Verwendete Eingangsdaten
forks3.324
stars10.230
watchers315
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

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

86Exzellent · 24 % des Gesamtindex
Wie die Bewertung erfolgt
45.9/54Bus-Faktor — 5 Beitragende decken die Hälfte aller Commits ab
17.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 22 % der Commits
13.5/13.5Breite der Beitragenden — 100 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 143 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor5
contributors_sampled100
top_contributor_share0,215
Wie die Bewertung erfolgt
41.3/46.8Issue-Lösungsquote — 88 % der Issues geschlossen
27.3/38.3PR-Annahme — 4.435/6.218 entschiedene PRs gemergt
12/15OpenSSF Scorecard: Code-Review — Found 15/18 approved changesets -- score normalized to 8
Verwendete Eingangsdaten
merged_prs4.435
open_issues908
closed_issues6.864
issue_closed_ratio0,883
closed_unmerged_prs1.783
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
24.3/25Reichweite des Inhabers — 2.365 Follower von pypa
24.9/25Kontohistorie — 59 öffentliche Repos, Kontoalter ca. 15 Jahre
Verwendete Eingangsdaten
followers2.365
owner_typeOrganization
is_verified
owner_loginpypa
public_repos59
account_age_days5.615

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 46 Tagen
20/20Versionshistorie — 157 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespip
ecosystemspypi
any_deprecatednein
min_days_since_publish46

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

92Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 6 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — ruff.toml
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 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

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://pip.pypa.io/
10/10Repository-Beschreibung
10/10Topics — 3 Topics
0/10Wiki
Verwendete Eingangsdaten
topicspip, python, packaging
has_wikinein
homepagehttps://pip.pypa.io/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

71Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
0/7.5Binary-Artifacts — binaries present in source code
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
6/7.5Code-Review — Found 15/18 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 143 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

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

57Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — noxfile.py
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — ruff.toml
11/11Statische Typprüfung — src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed
10/10Reproduzierbare Umgebung — devcontainer
0/10Belegte Agentenpraxis — keine Daten
5/8Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesnoxfile.py
has_devcontainerja
has_linter_configja
typecheck_configssrc/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed)
54.1/55Handhabbare Dateigrößen — 11/644 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes234.325
source_files_sampled644
oversized_source_files11

Eckdaten

10.230GitHub-Sterne
100Mitwirkende
815Commits, letzte 12 Monate
2Tage seit letztem Push
60Releases
5Bus-Faktor
908offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 7.2 / 10
7.2Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-16 23:52 UTC

0Binary-Artifactsbinaries present in source code
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
8Code-ReviewFound 15/18 approved changesets -- score normalized to 8
10Contributorsproject has 143 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Alle Abhängigkeiten 15

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 15 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIcoverageindirekt
PyPIflit-coreindirekt
PyPIpytestindirekt
PyPIpytest-subketindirekt
PyPIsetuptoolsindirekt
PyPIsimple1.0indirekt
PyPIsphinxindirekt
PyPIsphinxcontrib-towncrierindirekt
PyPItoporequiresindirekt
PyPItoporequires2indirekt
PyPItoporequires3indirekt
PyPItowncrierindirekt
PyPIupperindirekt
PyPIvirtualenvindirekt
PyPIwheelbrokenindirekt
JSON-Rohbericht maschinenlesbar
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  "data": {
    "repo": {
      "topics": [
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        "python",
        "packaging"
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      "is_fork": false,
      "size_kb": 75006,
      "has_wiki": false,
      "homepage": "https://pip.pypa.io/",
      "languages": {
        "HTML": 3983,
        "Shell": 317,
        "Python": 6120881,
        "JavaScript": 3677
      },
      "pushed_at": "2026-07-14T22:16:00Z",
      "created_at": "2011-03-06T14:30:46Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-16T16:57:25Z",
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      "location": "United States of America",
      "followers": 2365,
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      "releases_count": 60,
      "commits_last_year": 815,
      "latest_release_at": "2026-05-31T17:16:11Z",
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      "days_since_last_push": 2,
      "active_weeks_last_year": 51,
      "days_since_latest_release": 46,
      "mean_days_between_releases": 105.9
    },
    "community": {
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      "health_percentage": 100,
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      "has_pull_request_template": true
    },
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            "Programming Language :: Python",
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            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Topic :: Software Development :: Build Tools"
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          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pip/",
          "is_deprecated": false,
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          "versions_count": 157,
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          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2008-10-28T17:22:10Z",
          "latest_published_at": "2026-05-31T17:33:58.560975Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 46
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      "stars": 10230,
      "watchers": 315,
      "open_issues_and_prs": 1008
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    "ai_readiness": {
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      "example_dirs": [],
      "has_llms_txt": false,
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      "has_mcp_signal": false,
      "bootstrap_files": [
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      "api_schema_files": [],
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      "typecheck_configs": [
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        "src/pip/_vendor/tomli/py.typed",
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      "dependencies": [],
      "all_dependencies": {
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            "direct": false,
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          {
            "name": "toporequires",
            "direct": false,
            "version": null,
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            "name": "toporequires2",
            "direct": false,
            "version": null,
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            "direct": false,
            "version": null,
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            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
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            "name": "upper",
            "direct": false,
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            "ecosystem": "pypi"
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            "name": "virtualenv",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wheelbroken",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
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        "truncated": false,
        "total_count": 15,
        "direct_count": 0,
        "indirect_count": 15
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 100,
        "merged_prs": 4435,
        "open_issues": 908,
        "closed_ratio": 0.883,
        "closed_issues": 6864,
        "closed_unmerged_prs": 1783
      },
      "bus_factor": 5,
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          "commits": 3078,
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        {
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          "login": "uranusjr",
          "commits": 973,
          "avatar_url": "https://avatars.githubusercontent.com/u/605277?v=4"
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        {
          "type": "User",
          "login": "sbidoul",
          "commits": 938,
          "avatar_url": "https://avatars.githubusercontent.com/u/692075?u=bfe153ea7e092e6dc9398d820d1a76f0a1c2fa20&v=4"
        },
        {
          "type": "User",
          "login": "pfmoore",
          "commits": 822,
          "avatar_url": "https://avatars.githubusercontent.com/u/1110419?v=4"
        },
        {
          "type": "User",
          "login": "chrahunt",
          "commits": 758,
          "avatar_url": "https://avatars.githubusercontent.com/u/2312275?v=4"
        },
        {
          "type": "User",
          "login": "qwcode",
          "commits": 742,
          "avatar_url": "https://avatars.githubusercontent.com/u/1052224?v=4"
        },
        {
          "type": "User",
          "login": "notatallshaw",
          "commits": 584,
          "avatar_url": "https://avatars.githubusercontent.com/u/8070352?v=4"
        },
        {
          "type": "User",
          "login": "cjerdonek",
          "commits": 489,
          "avatar_url": "https://avatars.githubusercontent.com/u/355822?u=6cd0e46a655655cf254097a1db9d4a36ea8f6a05&v=4"
        },
        {
          "type": "User",
          "login": "xavfernandez",
          "commits": 457,
          "avatar_url": "https://avatars.githubusercontent.com/u/1089744?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.215
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "check-pr-template.yml",
        "ci.yml",
        "lock-threads.yml",
        "release.yml",
        "update-build-project-lock.yml",
        "update-rtd-redirects.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 0,
            "reason": "binaries present in source code",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 3,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 2,
            "reason": "badge detected: InProgress",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 8,
            "reason": "Found 15/18 approved changesets -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 143 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 10,
            "reason": "project is fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 3,
            "reason": "dependency not pinned by hash detected -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 9,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
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        "aggregate_score": 7.2,
        "scorecard_version": "v5.5.0"
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      "has_security_policy": true,
      "has_dependabot_config": true
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/pypa/pip",
    "host": "github.com",
    "name": "pip",
    "owner": "pypa"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 88,
      "inputs": {
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        "vitality": 91,
        "community": 96,
        "governance": 86,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 91,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
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            "inputs": {
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              "human_commit_share": null,
              "days_since_last_push": 2,
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            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 2 days ago",
                "points": 36,
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                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "51/52 weeks with commits",
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                    "code": "commit_cadence_weeks",
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                "max_points": 36
              },
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                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "815 commits in the last year",
                "points": 18,
                "status": "met",
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                      "count": 815
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 80,
            "inputs": {
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              "days_since_latest_release": 46,
              "mean_days_between_releases": 105.9
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            "components": [
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                "key": "ships_releases",
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                "detail": "60 version tags (no GitHub releases)",
                "points": 16.2,
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                "max_points": 27
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                "key": "release_recency",
                "name": "Release recency",
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                "max_points": 36
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                "key": "release_cadence",
                "name": "Release cadence",
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                "key": "openssf_scorecard_signed_releases",
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            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "guards": [],
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              "multiplier_pct": 100,
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                "points": 100,
                "status": "met",
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                    "code": "abandonment_unverified",
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                "max_points": 100
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
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        "value": 96,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "stars": 10230,
              "watchers": 315,
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "10,230 stars",
                "points": 60,
                "status": "met",
                "details": [
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                    "code": "stars",
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                ],
                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
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                "status": "met",
                "details": [
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                    "code": "forks",
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                      "count": 3324
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                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "315 watchers",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 315
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                  }
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
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            "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": [
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                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
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      },
      {
        "key": "governance",
        "band": "excellent",
        "name": "Sustainability & Governance",
        "value": 86,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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              "contributors_sampled": 100,
              "top_contributor_share": 0.215
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "5 contributor(s) cover half of all commits",
                "points": 45.9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                      "count": 5
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                  }
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                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 22% of commits",
                "points": 17.7,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 143 contributing companies or organizations",
                "points": 10,
                "status": "met",
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                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
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              "closed_issues": 6864,
              "issue_closed_ratio": 0.883,
              "closed_unmerged_prs": 1783
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 41.3,
                "status": "partial",
                "details": [
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                    "code": "issues_closed_share",
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                      "share": 88
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "4435/6218 decided PRs merged",
                "points": 27.3,
                "status": "partial",
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                    "code": "decided_prs_merged",
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                      "merged": 4435,
                      "decided": 6218
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 15/18 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
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                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "followers": 2365,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "pypa",
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              "account_age_days": 5615
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2,365 followers of pypa",
                "points": 24.3,
                "status": "partial",
                "details": [
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                    "code": "owner_followers",
                    "params": {
                      "count": 2365,
                      "login": "pypa"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "59 public repos, account ~15 yr old",
                "points": 24.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 59
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 46
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 46 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 46
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "157 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 157
                    }
                  }
                ],
                "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": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
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              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "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": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "pip",
                "python",
                "packaging"
              ],
              "has_wiki": false,
              "homepage": "https://pip.pypa.io/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pip.pypa.io/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 71,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 71,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 0,
                "status": "missed",
                "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": "20 out of 20 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": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 15/18 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 143 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is fuzzed",
                "points": 5,
                "status": "met",
                "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 21 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 1.5,
                "status": "partial",
                "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 detected",
                "points": 5,
                "status": "met",
                "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": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "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": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "noxfile.py"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/pip/_vendor/cachecontrol/py.typed",
                "src/pip/_vendor/certifi/py.typed",
                "src/pip/_vendor/distro/py.typed",
                "src/pip/_vendor/idna/py.typed",
                "src/pip/_vendor/packaging/py.typed",
                "src/pip/_vendor/platformdirs/py.typed",
                "src/pip/_vendor/pyproject_hooks/py.typed",
                "src/pip/_vendor/requests/py.typed",
                "src/pip/_vendor/resolvelib/py.typed",
                "src/pip/_vendor/rich/py.typed",
                "src/pip/_vendor/tomli/py.typed",
                "src/pip/_vendor/tomli_w/py.typed",
                "src/pip/_vendor/truststore/py.typed",
                "src/pip/_vendor/urllib3/py.typed",
                "src/pip/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "noxfile.py",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "noxfile.py"
                    }
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                ],
                "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": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 234325,
              "source_files_sampled": 644,
              "oversized_source_files": 11
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/pip/_vendor/cachecontrol/py.typed, src/pip/_vendor/certifi/py.typed, src/pip/_vendor/distro/py.typed, src/pip/_vendor/idna/py.typed, src/pip/_vendor/packaging/py.typed, src/pip/_vendor/platformdirs/py.typed, src/pip/_vendor/pyproject_hooks/py.typed, src/pip/_vendor/requests/py.typed, src/pip/_vendor/resolvelib/py.typed, src/pip/_vendor/rich/py.typed, src/pip/_vendor/tomli/py.typed, src/pip/_vendor/tomli_w/py.typed, src/pip/_vendor/truststore/py.typed, src/pip/_vendor/urllib3/py.typed, src/pip/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "11/644 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 644,
                      "oversized": 11
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-16T23:53:08.245024Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pypa/pip.svg",
  "full_name": "pypa/pip",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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