Öffentliches Register
Software-GesundheitsberichtSchema 0.16.0 · Metriken 1.13.0 · 2026-07-20 16:40 UTC

pymc-devs / pymc-extras

Powerful add-ons for PyMC

Jupyter NotebookEigene Lizenz★ 142 Sterne⑂ 86 Forksseit Dez. 2021Auf GitHub ansehen ↗

pymc-devs/pymc-extras erreicht einen Gesundheitsindex von 38 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei Security (30/100). Zuletzt heute aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.

38
gesamt / 100
Gefährdet

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.

38
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.

Die Richtlinie für Hochrisikojurisdiktionen wendet einen Multiplikator von 50 % auf die gewichtete Gesamtgesundheit an und begrenzt sie auf die Obergrenze Gefährdet von 49.

Eigentümerschaft

PyMCOrganisation
619 Follower44 öffentliche Reposseit Mai 2009

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIpymc-extras0.13.1211.08225vor 0 Tagenbayesianmachine-learningmcmcprobabilitysamplingstatistics

Metriken nach Kategorie

Vitalität

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

93Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
24.2/36Commit-Rhythmus — 35/52 Wochen mit Commits
18/18Commit-Volumen — 115 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year115
human_commit_share
days_since_last_push0
active_weeks_last_year35

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 47 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 16,6 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count47
latest_release_tagv0.13.1
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases16,6
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?

73Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
34.9/60Stars — 142 Stars
16.1/25Forks — 86 Forks
6.7/15Watcher — 17 Watcher
Verwendete Eingangsdaten
forks86
stars142
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein
Wie die Bewertung erfolgt
71/80Downloads pro Monat — 211.082 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespymc-extras
dependents
ecosystemspypi
total_downloads
monthly_downloads211.082
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?

80Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
36/54Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab
16.3/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 28 % der Commits
13.5/13.5Breite der Beitragenden — 40 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor3
contributors_sampled40
top_contributor_share0,276
Wie die Bewertung erfolgt
28.1/46.8Issue-Lösungsquote — 60 % der Issues geschlossen
32.3/38.3PR-Annahme — 331/392 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs331
open_issues103
closed_issues155
issue_closed_ratio0,601
closed_unmerged_prs61
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
20.1/25Reichweite des Inhabers — 619 Follower von pymc-devs
24/25Kontohistorie — 44 öffentliche Repos, Kontoalter ca. 17 Jahre
Verwendete Eingangsdaten
followers619
owner_typeOrganization
is_verified
owner_loginpymc-devs
public_repos44
account_age_days6.285

Paketpflege

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

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

96Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 16 out of 16 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

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://www.pymc.io/projects/extras/
10/10Repository-Beschreibung
10/10Topics — 4 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsanalytics, bayesian-statistics, modeling, python
has_wikija
homepagehttps://www.pymc.io/projects/extras/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

30Gefährdet · 16 % des Gesamtindex

Sicherheitslage

30Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 16 out of 16 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
3/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
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_aggregate6,1
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier30
security_posture_before_jurisdiction61
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert. Die Richtlinie für Hochrisikojurisdiktionen wendet einen Multiplikator von 50 % an und begrenzt die Sicherheitslage auf die Obergrenze Gefährdet von 49.

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.

43Gefährdet · 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 — docs/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
6/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesdocs/Makefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Jupyter Notebook ohne Typprüfungs-Konfiguration
54.7/55Handhabbare Dateigrößen — 1/189 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageJupyter Notebook
largest_source_bytes118.750
source_files_sampled189
oversized_source_files1
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — notebooks
Verwendete Eingangsdaten
example_dirsnotebooks
has_mcp_signalnein
api_schema_files

Eckdaten

142GitHub-Sterne
40Mitwirkende
115Commits, letzte 12 Monate
0Tage seit letztem Push
47Releases
3Bus-Faktor
103offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • deps.dev does not index pypi:pymc-extras@0.13.1; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

OpenSSF Scorecard 6.1 / 10
6.1Gesamtwert

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 · 2026-07-20 16:39 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
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 7
RegistryPaketVersionsvorgabeManifest
PyPIpymc>=6.1.0,<6.2pyproject.toml
PyPIpytensor>=3.1.3,<3.2pyproject.toml
PyPIarviz>=1.1pyproject.toml
PyPIbetter-optimize>=0.4.2,<1.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIpreliz>=0.26.0,<0.27.0pyproject.toml
PyPImatplotlib<3.11pyproject.toml
Alle Abhängigkeiten 13

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 7 direkte und 6 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIarvizdirekt
PyPIbetter-optimizedirekt
PyPImatplotlibdirekt
PyPIprelizdirekt
PyPIpydanticdirekt
PyPIpymcdirekt
PyPIpytensordirekt
PyPIblackjaxindirekt
PyPIdaskindirekt
PyPInbsphinxindirekt
PyPIpymc-sphinx-themeindirekt
PyPIpytestindirekt
PyPIsphinxindirekt
Abhängigkeits-Advisories nicht bewertet

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

JSON-Rohbericht maschinenlesbar
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      "pushed_at": "2026-07-20T09:46:43Z",
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            "Programming Language :: Python :: 3.12",
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          "ecosystem": "pypi",
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          "monthly_downloads": 211082,
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      "watchers": 17,
      "open_issues_and_prs": 151
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      "has_nix": false,
      "example_dirs": [
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      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
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      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 118750,
      "source_files_sampled": 189,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
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    "dependencies": {
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      "advisories": {
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        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "truncated": false,
        "by_severity": {},
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      "ecosystems": [
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      "dependencies": [
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        {
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          {
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            "name": "blackjax",
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            "version": null,
            "ecosystem": "pypi"
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          {
            "name": "dask",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pymc-sphinx-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 13,
        "direct_count": 7,
        "indirect_count": 6
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 48,
        "merged_prs": 331,
        "open_issues": 103,
        "closed_ratio": 0.601,
        "closed_issues": 155,
        "closed_unmerged_prs": 61
      },
      "bus_factor": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "ricardoV94",
          "commits": 128,
          "avatar_url": "https://avatars.githubusercontent.com/u/28983449?v=4"
        },
        {
          "type": "User",
          "login": "jessegrabowski",
          "commits": 90,
          "avatar_url": "https://avatars.githubusercontent.com/u/48652735?v=4"
        },
        {
          "type": "User",
          "login": "michaelraczycki",
          "commits": 41,
          "avatar_url": "https://avatars.githubusercontent.com/u/119355382?v=4"
        },
        {
          "type": "User",
          "login": "ferrine",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/11705326?v=4"
        },
        {
          "type": "User",
          "login": "aloctavodia",
          "commits": 26,
          "avatar_url": "https://avatars.githubusercontent.com/u/1338958?v=4"
        },
        {
          "type": "User",
          "login": "williambdean",
          "commits": 20,
          "avatar_url": "https://avatars.githubusercontent.com/u/57733339?v=4"
        },
        {
          "type": "User",
          "login": "velochy",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/5527789?v=4"
        },
        {
          "type": "User",
          "login": "zaxtax",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/8529?v=4"
        },
        {
          "type": "User",
          "login": "fonnesbeck",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/81476?v=4"
        },
        {
          "type": "User",
          "login": "Dekermanjian",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/39779176?v=4"
        }
      ],
      "contributors_sampled": 40,
      "top_contributor_share": 0.276
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "publish-release-notes-to-discourse.yml",
        "pypi.yml",
        "test.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 15 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 9,
            "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 2 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": 6,
            "reason": "dependency not pinned by hash detected -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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        "ran_at": "2026-07-20T16:39:31Z",
        "aggregate_score": 6.1,
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      },
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      "has_security_policy": false,
      "has_dependabot_config": false
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  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/pymc-devs/pymc-extras",
    "host": "github.com",
    "name": "pymc-extras",
    "owner": "pymc-devs"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": "High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
      "notes": [
        {
          "code": "jurisdiction_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 50
          }
        }
      ],
      "value": 38,
      "inputs": {
        "security": 30,
        "vitality": 93,
        "community": 73,
        "governance": 80,
        "engineering": 96,
        "high_risk_jurisdiction_cap": 49,
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        "weighted_overall_before_jurisdiction": 77,
        "overall_after_jurisdiction_multiplier": 38
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      "components": []
    },
    "categories": [
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        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 93,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "commits_last_year": 115,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 35
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
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                      "days": 0
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                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "35/52 weeks with commits",
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                "status": "partial",
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                    "code": "commit_cadence_weeks",
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                      "weeks": 35
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "115 commits in the last year",
                "points": 18,
                "status": "met",
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                    "code": "commits_last_year",
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 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",
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            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 100,
            "inputs": {
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              "days_since_latest_release": 0,
              "mean_days_between_releases": 16.6
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            "components": [
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                "key": "ships_releases",
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                "detail": "47 releases published",
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                "status": "met",
                "details": [
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                      "count": 47
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              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
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                "status": "met",
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                "max_points": 36
              },
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                "key": "release_cadence",
                "name": "Release cadence",
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "details": [
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                ],
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
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            "note": null,
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            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_unverified",
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                ],
                "max_points": 100
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            ]
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        ],
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      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 73,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "stars": 142,
              "watchers": 17,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "142 stars",
                "points": 34.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
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                      "count": 142
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "86 forks",
                "points": 16.1,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 86
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "17 watchers",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 17
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
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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": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "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": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 89,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 211082
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "211,082 downloads/month across pypi",
                "points": 71,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 211082,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
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                ],
                "max_points": 20
              }
            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
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              "contributors_sampled": 40,
              "top_contributor_share": 0.276
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
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                "status": "partial",
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                      "count": 3
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                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
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                "points": 16.3,
                "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",
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                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 10,
                "status": "met",
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                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
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              "closed_issues": 155,
              "issue_closed_ratio": 0.601,
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            "components": [
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                "key": "issue_resolution",
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                "points": 28.1,
                "status": "partial",
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                    "code": "issues_closed_share",
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                      "share": 60
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                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "331/392 decided PRs merged",
                "points": 32.3,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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          },
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            "key": "stewardship",
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              "followers": 619,
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                "key": "ownership_backing",
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "key": "track_record",
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                  {
                    "code": "public_repos",
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            "key": "package_maintenance",
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                "key": "published_resolvable",
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                "key": "publish_recency",
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                "detail": "latest publish 0 days ago",
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                "key": "version_history",
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                "max_points": 20
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                "key": "not_deprecated",
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "weight": 0.2,
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                "key": "ci_workflows",
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                "key": "tests_present",
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                "points": 24,
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
            "key": "documentation",
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            "notes": [],
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                "key": "readme",
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              {
                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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              {
                "key": "topics",
                "name": "Topics",
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                "details": [
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                "key": "wiki",
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                "points": 10,
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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        "key": "security",
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        "metrics": [
          {
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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              {
                "code": "jurisdiction_posture_adjustment",
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            "value": 30,
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
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                "key": "cii_best_practices",
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                "key": "code_review",
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                "points": 7.5,
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
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                "max_points": 2.5
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              {
                "key": "dangerous_workflow",
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                "points": 10,
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                "details": [],
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              {
                "key": "dependency_update_tool",
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "points": 2.2,
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                "key": "maintained",
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                "key": "packaging",
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              {
                "key": "pinned_dependencies",
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              {
                "key": "sast",
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              {
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              {
                "key": "signed_releases",
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                "max_points": 7.5
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                "key": "token_permissions",
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                "key": "vulnerabilities",
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              "policy_countries": [
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                "key": "policy_exposure_multiplier",
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      {
        "key": "ai_readiness",
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        "value": 43,
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          },
          {
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              },
              {
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                "key": "automated_maintenance",
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              },
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          {
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              },
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              },
              {
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        "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": [
    "deps.dev does not index pypi:pymc-extras@0.13.1; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-20T16:40:06.738481Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pymc-devs/pymc-extras.svg",
  "full_name": "pymc-devs/pymc-extras",
  "license_state": "custom",
  "license_spdx": null
}

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

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.16.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.