Öffentliches Register
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-15 11:44 UTC

a-r-j / ProteinWorkshop

Benchmarking framework for protein representation learning. Includes a large number of pre-training and downstream task datasets, models and training/task utilities. (ICLR 2024)

Python · Jupyter NotebookMIT★ 275 Sterne⑂ 22 Forksseit Mai 2023Auf GitHub ansehen ↗

a-r-j/ProteinWorkshop erreicht einen Gesundheitsindex von 54 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (84/100) ab, am schwächsten bei Vitality (25/100). Zuletzt vor 443 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

54
gesamt / 100
Mittel

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.

54
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

Arian JamasbPersönliches Konto
238 Follower34 öffentliche Reposseit Nov. 2016University of Cambridge

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIproteinworkshop0.2.5-7vor 928 Tagenproteinsdeep-learningdatasetsbenchmarks

Metriken nach Kategorie

Vitalität

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

25Kritisch · 22 % des Gesamtindex
Wie die Bewertung erfolgt
0/36Push-Aktualität — letzter Push vor 443 Tagen
0/36Commit-Rhythmus — 0/52 Wochen mit Commits
0/18Commit-Volumen — 0 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Verwendete Eingangsdaten
commits_last_year0
human_commit_share
days_since_last_push443
active_weeks_last_year0
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 6 Releases veröffentlicht
0/36Release-Aktualität — letztes Release vor 928 Tagen
27/27Release-Rhythmus — ein Release etwa alle 24,6 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count6
latest_release_tagv0.2.5
releases_from_tagsnein
days_since_latest_release928
mean_days_between_releases24,6
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?

52Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
39.5/60Stars — 275 Stars
11/25Forks — 22 Forks
3.9/15Watcher — 6 Watcher
Verwendete Eingangsdaten
forks22
stars275
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

69Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
14.9/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 34 % der Commits
13.5/13.5Breite der Beitragenden — 10 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor2
contributors_sampled10
top_contributor_share0,339
Wie die Bewertung erfolgt
36.4/46.8Issue-Lösungsquote — 78 % der Issues geschlossen
33.7/38.3PR-Annahme — 67/76 entschiedene PRs gemergt
12/15OpenSSF Scorecard: Code-Review — Found 9/11 approved changesets -- score normalized to 8
Verwendete Eingangsdaten
merged_prs67
open_issues6
closed_issues21
issue_closed_ratio0,778
closed_unmerged_prs9
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
17.1/25Reichweite des Inhabers — 238 Follower von a-r-j
23.2/25Kontohistorie — 34 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers238
owner_typeUser
is_verified
owner_logina-r-j
public_repos34
account_age_days3.520
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

69Mittel
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
4/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 928 Tagen
20/20Versionshistorie — 7 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesproteinworkshop
ecosystemspypi
any_deprecatednein
min_days_since_publish928

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

84Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0
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://proteins.sh/
10/10Repository-Beschreibung
10/10Topics — 8 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsbenchmark, dataset, deep-learning, lightning, pretraining, protein, protein-structure, pytorch
has_wikija
homepagehttps://proteins.sh/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

39Gefährdet · 16 % des Gesamtindex

Sicherheitslage

39Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 9/11 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 161 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3,9
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, 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.

44Gefährdet · 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
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilespoetry.lock
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 — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/130 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes42.094
source_files_sampled130
oversized_source_files0
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

275GitHub-Sterne
10Mitwirkende
0Commits, letzte 12 Monate
443Tage seit letztem Push
6Releases
2Bus-Faktor
6offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 3.9 / 10
3.9Gesamtwert

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 · 2026-07-15 11:44 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 11 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 9/11 approved changesets -- score normalized to 8
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities161 existing vulnerabilities detected
Direkte Abhängigkeiten 32
RegistryPaketVersionsvorgabeManifest
PyPIgraphein^1.7.5pyproject.toml
PyPIloguru^0.7.0pyproject.toml
PyPIfair-esm^2.0.0pyproject.toml
PyPIhydra-core^1.3.2pyproject.toml
PyPIbiotite^0.37.0pyproject.toml
PyPIe3nn^0.5.1pyproject.toml
PyPIeinops^0.6.1pyproject.toml
PyPIbeartype^0.15.0pyproject.toml
PyPIrich^13.5.2pyproject.toml
PyPIpytdc^0.4.1pyproject.toml
PyPIwandb^0.15.8pyproject.toml
PyPItorchmetrics^1.2.0pyproject.toml
PyPIlovely-tensors^0.1.15pyproject.toml
PyPIpsutil^5.9.5pyproject.toml
PyPItqdm^4.66.1pyproject.toml
PyPIjaxtyping^0.2.24pyproject.toml
PyPIomegaconf^2.3.0pyproject.toml
PyPIpytorch-lightning^2.0.7pyproject.toml
PyPIlightning^2.0.7pyproject.toml
PyPIpython-dotenv^1.0.0pyproject.toml
PyPIwget^3.2pyproject.toml
PyPIopt-einsum^3.3.0pyproject.toml
PyPItorch^2.1.2pyproject.toml
PyPIpyrootutils^1.0.4pyproject.toml
PyPItorch-geometric^2.4.0pyproject.toml
PyPIhydra-colorlog^1.2.0pyproject.toml
PyPIfoldcomp^0.0.5pyproject.toml
PyPIcaptum^0.6.0pyproject.toml
PyPIumap-learn^0.5.4pyproject.toml
PyPImatplotlib^3.7.2pyproject.toml
PyPIdatashader^0.16.0pyproject.toml
PyPIholoviews^1.18.0pyproject.toml
Alle Abhängigkeiten 240

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 31 direkte und 209 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIbeartype0.15.0direkt
PyPIbiotite0.37.0direkt
PyPIcaptum0.6.0direkt
PyPIdatashader0.16.0direkt
PyPIe3nn0.5.1direkt
PyPIeinops0.6.1direkt
PyPIfair-esm2.0.0direkt
PyPIfoldcomp0.0.5direkt
PyPIgraphein1.7.6direkt
PyPIholoviews1.18.3direkt
PyPIhydra-colorlog1.2.0direkt
PyPIhydra-core1.3.2direkt
PyPIjaxtyping0.2.28direkt
PyPIlightning2.2.1direkt
PyPIloguru0.7.2direkt
PyPIlovely-tensors0.1.15direkt
PyPImatplotlib3.8.3direkt
PyPIomegaconf2.3.0direkt
PyPIopt-einsum3.3.0direkt
PyPIpsutil5.9.8direkt
PyPIpyrootutils1.0.4direkt
PyPIpytdc0.4.1direkt
PyPIpython-dotenv1.0.1direkt
PyPIpytorch-lightning2.2.1direkt
PyPIrich13.7.1direkt
PyPItorch-geometric2.5.2direkt
PyPItorchmetrics1.3.2direkt
PyPItqdm4.66.2direkt
PyPIumap-learn0.5.5direkt
PyPIwandb0.15.12direkt
PyPIwget3.2direkt
PyPIaiohttp3.9.3indirekt
PyPIaiosignal1.3.1indirekt
PyPIalabaster0.7.16indirekt
PyPIantlr4-python3-runtime4.9.3indirekt
PyPIanyio4.3.0indirekt
PyPIappdirs1.4.4indirekt
PyPIasttokens2.4.1indirekt
PyPIasync-timeout4.0.3indirekt
PyPIattrs23.2.0indirekt
PyPIbabel2.14.0indirekt
PyPIbeautifulsoup44.12.3indirekt
PyPIbiopandas0.5.1.dev0indirekt
PyPIbiopython1.83indirekt
PyPIbioservices1.11.2indirekt
PyPIblack23.12.1indirekt
PyPIbleach6.1.0indirekt
PyPIbokeh3.3.4indirekt
PyPIcattrs23.2.3indirekt
PyPIcertifi2024.2.2indirekt
PyPIcffi1.16.0indirekt
PyPIcfgv3.4.0indirekt
PyPIcharset-normalizer3.3.2indirekt
PyPIclick8.1.7indirekt
PyPIcloudpickle3.0.0indirekt
PyPIcolorama0.4.6indirekt
PyPIcolorcet3.1.0indirekt
PyPIcolorlog6.8.2indirekt
PyPIcontourpy1.2.0indirekt
PyPIcycler0.12.1indirekt
PyPIdask2024.3.1indirekt
PyPIdataclasses0.6indirekt
PyPIdecorator5.1.1indirekt
PyPIdeepdiff6.7.1indirekt
PyPIdefusedxml0.7.1indirekt
PyPIdistlib0.3.8indirekt
PyPIdocker-pycreds0.4.0indirekt
PyPIdocutils0.20.1indirekt
PyPIeasydev0.13.1indirekt
PyPIemoji2.11.0indirekt
PyPIentrypoints0.4indirekt
PyPIexceptiongroup1.2.0indirekt
PyPIexecuting2.0.1indirekt
PyPIfastcore1.5.29indirekt
PyPIfastjsonschema2.19.1indirekt
PyPIfilelock3.13.3indirekt
PyPIfonttools4.50.0indirekt
PyPIfrozenlist1.4.1indirekt
PyPIfsspec2024.3.1indirekt
PyPIfuro2023.9.10indirekt
PyPIfuzzywuzzy0.18.0indirekt
PyPIgevent24.2.1indirekt
PyPIgitdb4.0.11indirekt
PyPIgitpython3.1.42indirekt
PyPIgreenlet3.0.3indirekt
PyPIgrequests0.7.0indirekt
PyPIh110.14.0indirekt
PyPIhttpcore1.0.4indirekt
PyPIhttpx0.27.0indirekt
PyPIhuggingface-hub0.22.1indirekt
PyPIidentify2.5.35indirekt
PyPIidna3.6indirekt
PyPIimagesize1.4.1indirekt
PyPIimportlib-metadata7.1.0indirekt
PyPIimportlib-resources6.4.0indirekt
PyPIiniconfig2.0.0indirekt
PyPIipython8.18.1indirekt
PyPIisort5.13.2indirekt
PyPIjedi0.19.1indirekt
PyPIjinja23.1.3indirekt
PyPIjoblib1.3.2indirekt
PyPIjsonschema4.21.1indirekt
PyPIjsonschema-specifications2023.12.1indirekt
PyPIjupyter-client8.6.1indirekt
PyPIjupyter-core5.7.2indirekt
PyPIjupyterlab-pygments0.3.0indirekt
PyPIkiwisolver1.4.5indirekt
PyPIlightning-utilities0.11.1indirekt
PyPIline-profiler4.1.2indirekt
PyPIlinkify-it-py2.0.3indirekt
PyPIllvmlite0.42.0indirekt
PyPIlocket1.0.0indirekt
PyPIlooseversion1.1.2indirekt
PyPIlovely-numpy0.2.11indirekt
PyPIlxml5.1.0indirekt
PyPIm2r20.3.3.post2indirekt
PyPImarkdown3.6indirekt
PyPImarkdown-it-py3.0.0indirekt
PyPImarkupsafe2.1.5indirekt
PyPImatplotlib-inline0.1.6indirekt
PyPImdit-py-plugins0.4.0indirekt
PyPImdurl0.1.2indirekt
PyPImistune0.8.4indirekt
PyPImmtf-python1.1.3indirekt
PyPImpmath1.3.0indirekt
PyPImsgpack1.0.8indirekt
PyPImultidict6.0.5indirekt
PyPImultipledispatch1.0.0indirekt
PyPImypy-extensions1.0.0indirekt
PyPInbclient0.10.0indirekt
PyPInbconvert6.5.4indirekt
PyPInbformat5.10.3indirekt
PyPInbsphinx0.9.3indirekt
PyPInbsphinx-link1.3.0indirekt
PyPInbstripout0.6.2indirekt
PyPInetworkx3.2.1indirekt
PyPInodeenv1.8.0indirekt
PyPInumba0.59.1indirekt
PyPInumpy1.23.5indirekt
PyPIopt-einsum-fx0.1.4indirekt
PyPIordered-set4.1.0indirekt
PyPIpackaging24.0indirekt
PyPIpandas1.5.3indirekt
PyPIpandoc2.3indirekt
PyPIpandocfilters1.5.1indirekt
PyPIpanel1.3.8indirekt
PyPIparam2.1.0indirekt
PyPIparso0.8.3indirekt
PyPIpartd1.4.1indirekt
PyPIpastel0.2.1indirekt
PyPIpathspec0.12.1indirekt
PyPIpathtools0.1.2indirekt
PyPIpexpect4.9.0indirekt
PyPIpillow10.2.0indirekt
PyPIpip24.0indirekt
PyPIplatformdirs4.2.0indirekt
PyPIplotly5.20.0indirekt
PyPIpluggy1.4.0indirekt
PyPIplumbum1.8.2indirekt
PyPIply3.11indirekt
PyPIpoethepoet0.22.1indirekt
PyPIpre-commit3.7.0indirekt
PyPIprompt-toolkit3.0.43indirekt
PyPIprotobuf4.25.3indirekt
PyPIptyprocess0.7.0indirekt
PyPIpure-eval0.2.2indirekt
PyPIpycparser2.21indirekt
PyPIpyct0.5.0indirekt
PyPIpydantic1.10.14indirekt
PyPIpydocstyle6.3.0indirekt
PyPIpygments2.17.2indirekt
PyPIpynndescent0.5.11indirekt
PyPIpyparsing3.1.2indirekt
PyPIpytest8.1.1indirekt
PyPIpython-dateutil2.9.0.post0indirekt
PyPIpytz2024.1indirekt
PyPIpyviz-comms3.0.2indirekt
PyPIpywin32306indirekt
PyPIpyyaml6.0.1indirekt
PyPIpyzmq25.1.2indirekt
PyPIrdkit-pypi2022.9.5indirekt
PyPIreferencing0.34.0indirekt
PyPIrequests2.31.0indirekt
PyPIrequests-cache1.2.0indirekt
PyPIrich-click1.7.4indirekt
PyPIrpds-py0.18.0indirekt
PyPIruff0.1.15indirekt
PyPIscikit-learn1.4.1.post1indirekt
PyPIscipy1.12.0indirekt
PyPIseaborn0.13.2indirekt
PyPIsentry-sdk1.43.0indirekt
PyPIsetproctitle1.3.3indirekt
PyPIsetuptools69.2.0indirekt
PyPIsix1.16.0indirekt
PyPIsmmap5.0.1indirekt
PyPIsniffio1.3.1indirekt
PyPIsnowballstemmer2.2.0indirekt
PyPIsoupsieve2.5indirekt
PyPIsphinx7.2.6indirekt
PyPIsphinx-basic-ng1.0.0b2indirekt
PyPIsphinx-codeautolink0.15.0indirekt
PyPIsphinx-copybutton0.5.2indirekt
PyPIsphinx-inline-tabs2023.4.21indirekt
PyPIsphinxcontrib-applehelp1.0.8indirekt
PyPIsphinxcontrib-devhelp1.0.6indirekt
PyPIsphinxcontrib-gtagjs0.2.1indirekt
PyPIsphinxcontrib-htmlhelp2.0.5indirekt
PyPIsphinxcontrib-jquery4.1indirekt
PyPIsphinxcontrib-jsmath1.0.1indirekt
PyPIsphinxcontrib-qthelp1.0.7indirekt
PyPIsphinxcontrib-serializinghtml1.1.10indirekt
PyPIsphinxext-opengraph0.8.2indirekt
PyPIstack-data0.6.3indirekt
PyPIsuds-community1.1.2indirekt
PyPIsympy1.12indirekt
PyPItenacity8.2.3indirekt
PyPIthreadpoolctl3.4.0indirekt
PyPItinycss21.2.1indirekt
PyPItomli2.0.1indirekt
PyPItoolz0.12.1indirekt
PyPItornado6.4indirekt
PyPItraitlets5.14.2indirekt
PyPItypeguard2.13.3indirekt
PyPItyping-extensions4.5.0indirekt
PyPIuc-micro-py1.0.3indirekt
PyPIurl-normalize1.4.3indirekt
PyPIurllib32.2.1indirekt
PyPIvirtualenv20.25.1indirekt
PyPIwatermark2.4.3indirekt
PyPIwcwidth0.2.13indirekt
PyPIwebencodings0.5.1indirekt
PyPIwin32-setctime1.1.0indirekt
PyPIwrapt1.16.0indirekt
PyPIxarray2024.2.0indirekt
PyPIxmltodict0.13.0indirekt
PyPIxyzservices2023.10.1indirekt
PyPIyarl1.9.4indirekt
PyPIzipp3.18.1indirekt
PyPIzope-event5.0indirekt
PyPIzope-interface6.2indirekt
JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "benchmark",
        "dataset",
        "deep-learning",
        "lightning",
        "pretraining",
        "protein",
        "protein-structure",
        "pytorch"
      ],
      "is_fork": false,
      "size_kb": 22252,
      "has_wiki": true,
      "homepage": "https://proteins.sh/",
      "languages": {
        "TeX": 385,
        "Python": 739724,
        "Jupyter Notebook": 273818
      },
      "pushed_at": "2025-04-27T18:17:58Z",
      "created_at": "2023-05-17T12:22:05Z",
      "owner_type": "User",
      "updated_at": "2026-07-14T06:06:34Z",
      "description": "Benchmarking framework for protein representation learning. Includes a large number of pre-training and downstream task datasets, models and training/task utilities. (ICLR 2024)",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "jamasb.io",
      "name": "Arian Jamasb",
      "type": "User",
      "login": "a-r-j",
      "company": "University of Cambridge",
      "location": "Basel",
      "followers": 238,
      "avatar_url": "https://avatars.githubusercontent.com/u/23709768?v=4",
      "created_at": "2016-11-23T23:40:36Z",
      "is_verified": null,
      "public_repos": 34,
      "account_age_days": 3520
    },
    "activity": {
      "releases_count": 6,
      "commits_last_year": 0,
      "latest_release_at": "2023-12-29T14:17:11Z",
      "latest_release_tag": "v0.2.5",
      "releases_from_tags": false,
      "days_since_last_push": 443,
      "active_weeks_last_year": 0,
      "days_since_latest_release": 928,
      "mean_days_between_releases": 24.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "proteinworkshop",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "proteins",
            "deep learning",
            "datasets",
            "benchmarks",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.9",
            "Topic :: Scientific/Engineering"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/proteinworkshop/",
          "is_deprecated": false,
          "latest_version": "0.2.5",
          "repository_url": "https://www.github.com/a-r-j/ProteinWorkshop",
          "versions_count": 7,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2023-08-28T15:59:07.280947Z",
          "latest_published_at": "2023-12-29T14:16:07.962790Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 928
        }
      ]
    },
    "popularity": {
      "forks": 22,
      "stars": 275,
      "watchers": 6,
      "open_issues_and_prs": 8
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 42094,
      "source_files_sampled": 130,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "graphein",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.7.5"
        },
        {
          "name": "loguru",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.7.0"
        },
        {
          "name": "fair-esm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.0.0"
        },
        {
          "name": "hydra-core",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.3.2"
        },
        {
          "name": "biotite",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.37.0"
        },
        {
          "name": "e3nn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.5.1"
        },
        {
          "name": "einops",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.6.1"
        },
        {
          "name": "beartype",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.15.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^13.5.2"
        },
        {
          "name": "pytdc",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.4.1"
        },
        {
          "name": "wandb",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.15.8"
        },
        {
          "name": "torchmetrics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.0"
        },
        {
          "name": "lovely-tensors",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.1.15"
        },
        {
          "name": "psutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^5.9.5"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^4.66.1"
        },
        {
          "name": "jaxtyping",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.2.24"
        },
        {
          "name": "omegaconf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.3.0"
        },
        {
          "name": "pytorch-lightning",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.0.7"
        },
        {
          "name": "lightning",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.0.7"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.0.0"
        },
        {
          "name": "wget",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.2"
        },
        {
          "name": "opt-einsum",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.3.0"
        },
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.1.2"
        },
        {
          "name": "pyrootutils",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.0.4"
        },
        {
          "name": "torch-geometric",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.4.0"
        },
        {
          "name": "hydra-colorlog",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.0"
        },
        {
          "name": "foldcomp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.0.5"
        },
        {
          "name": "captum",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.6.0"
        },
        {
          "name": "umap-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.5.4"
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.7.2"
        },
        {
          "name": "datashader",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.16.0"
        },
        {
          "name": "holoviews",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.18.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "beartype",
            "direct": true,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "biotite",
            "direct": true,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "captum",
            "direct": true,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "datashader",
            "direct": true,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "e3nn",
            "direct": true,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "einops",
            "direct": true,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fair-esm",
            "direct": true,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "foldcomp",
            "direct": true,
            "version": "0.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "graphein",
            "direct": true,
            "version": "1.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "holoviews",
            "direct": true,
            "version": "1.18.3",
            "ecosystem": "pypi"
          },
          {
            "name": "hydra-colorlog",
            "direct": true,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hydra-core",
            "direct": true,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaxtyping",
            "direct": true,
            "version": "0.2.28",
            "ecosystem": "pypi"
          },
          {
            "name": "lightning",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": true,
            "version": "0.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "lovely-tensors",
            "direct": true,
            "version": "0.1.15",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": true,
            "version": "3.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "omegaconf",
            "direct": true,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opt-einsum",
            "direct": true,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": true,
            "version": "5.9.8",
            "ecosystem": "pypi"
          },
          {
            "name": "pyrootutils",
            "direct": true,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytdc",
            "direct": true,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytorch-lightning",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "13.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "torch-geometric",
            "direct": true,
            "version": "2.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "torchmetrics",
            "direct": true,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.66.2",
            "ecosystem": "pypi"
          },
          {
            "name": "umap-learn",
            "direct": true,
            "version": "0.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "wandb",
            "direct": true,
            "version": "0.15.12",
            "ecosystem": "pypi"
          },
          {
            "name": "wget",
            "direct": true,
            "version": "3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "0.7.16",
            "ecosystem": "pypi"
          },
          {
            "name": "antlr4-python3-runtime",
            "direct": false,
            "version": "4.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appdirs",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "4.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "23.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "biopandas",
            "direct": false,
            "version": "0.5.1.dev0",
            "ecosystem": "pypi"
          },
          {
            "name": "biopython",
            "direct": false,
            "version": "1.83",
            "ecosystem": "pypi"
          },
          {
            "name": "bioservices",
            "direct": false,
            "version": "1.11.2",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "23.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bokeh",
            "direct": false,
            "version": "3.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cattrs",
            "direct": false,
            "version": "23.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2024.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "colorcet",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorlog",
            "direct": false,
            "version": "6.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dask",
            "direct": false,
            "version": "2024.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dataclasses",
            "direct": false,
            "version": "0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deepdiff",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "docker-pycreds",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "easydev",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "emoji",
            "direct": false,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "entrypoints",
            "direct": false,
            "version": "0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastcore",
            "direct": false,
            "version": "1.5.29",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.50.0",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2024.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "furo",
            "direct": false,
            "version": "2023.9.10",
            "ecosystem": "pypi"
          },
          {
            "name": "fuzzywuzzy",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gevent",
            "direct": false,
            "version": "24.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.42",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "grequests",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.5.35",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "8.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "isort",
            "direct": false,
            "version": "5.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2023.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "lightning-utilities",
            "direct": false,
            "version": "0.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "line-profiler",
            "direct": false,
            "version": "4.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "linkify-it-py",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "locket",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "looseversion",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "lovely-numpy",
            "direct": false,
            "version": "0.2.11",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "5.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "m2r2",
            "direct": false,
            "version": "0.3.3.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "2.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mmtf-python",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msgpack",
            "direct": false,
            "version": "1.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "multipledispatch",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "6.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx",
            "direct": false,
            "version": "0.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx-link",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbstripout",
            "direct": false,
            "version": "0.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.59.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "1.23.5",
            "ecosystem": "pypi"
          },
          {
            "name": "opt-einsum-fx",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "ordered-set",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandoc",
            "direct": false,
            "version": "2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "panel",
            "direct": false,
            "version": "1.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "param",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "partd",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pathtools",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "10.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pip",
            "direct": false,
            "version": "24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "5.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "plumbum",
            "direct": false,
            "version": "1.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ply",
            "direct": false,
            "version": "3.11",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.43",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "4.25.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.21",
            "ecosystem": "pypi"
          },
          {
            "name": "pyct",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "1.10.14",
            "ecosystem": "pypi"
          },
          {
            "name": "pydocstyle",
            "direct": false,
            "version": "6.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pynndescent",
            "direct": false,
            "version": "0.5.11",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2024.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyviz-comms",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "306",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "25.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rdkit-pypi",
            "direct": false,
            "version": "2022.9.5",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.34.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-cache",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-click",
            "direct": false,
            "version": "1.7.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.1.15",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.4.1.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setproctitle",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "69.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "7.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-basic-ng",
            "direct": false,
            "version": "1.0.0b2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-codeautolink",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-inline-tabs",
            "direct": false,
            "version": "2023.4.21",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "1.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "1.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-gtagjs",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jquery",
            "direct": false,
            "version": "4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "1.0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "1.1.10",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxext-opengraph",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "suds-community",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.12",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "8.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "toolz",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.4",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typeguard",
            "direct": false,
            "version": "2.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uc-micro-py",
            "direct": false,
            "version": "1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "url-normalize",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "20.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "watermark",
            "direct": false,
            "version": "2.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "win32-setctime",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xarray",
            "direct": false,
            "version": "2024.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xyzservices",
            "direct": false,
            "version": "2023.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "zope-event",
            "direct": false,
            "version": "5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zope-interface",
            "direct": false,
            "version": "6.2",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 240,
        "direct_count": 31,
        "indirect_count": 209
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 67,
        "open_issues": 6,
        "closed_ratio": 0.778,
        "closed_issues": 21,
        "closed_unmerged_prs": 9
      },
      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "amorehead",
          "commits": 58,
          "avatar_url": "https://avatars.githubusercontent.com/u/7051982?u=0f634509827391c11ea777157650c19d1edf2559&v=4"
        },
        {
          "type": "User",
          "login": "chaitjo",
          "commits": 53,
          "avatar_url": "https://avatars.githubusercontent.com/u/6872117?u=ae4615771512e6cad095173d7ed8ff3bb7700abd&v=4"
        },
        {
          "type": "User",
          "login": "a-r-j",
          "commits": 29,
          "avatar_url": "https://avatars.githubusercontent.com/u/23709768?v=4"
        },
        {
          "type": "User",
          "login": "kierandidi",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/58345129?u=31c2eb21a5f92e4a34de45d13780f950b7d7df95&v=4"
        },
        {
          "type": "User",
          "login": "linusyh",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/65851484?u=c245410256d1523befc874e006a9b72deda63dd6&v=4"
        },
        {
          "type": "User",
          "login": "mahdip72",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/42680708?u=8a0543fb162bdf48552d57d234d1c6e643a6a553&v=4"
        },
        {
          "type": "User",
          "login": "Croydon-Brixton",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/19754061?u=d921f7cc48dcdf58827cf35e31cd47f0de8a93ce&v=4"
        },
        {
          "type": "User",
          "login": "smathis-absci",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/146030267?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "gokceuludogan",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/9639399?u=8422a19690d381b606c66be79962823bc32d2aab&v=4"
        }
      ],
      "contributors_sampled": 10,
      "top_contributor_share": 0.339
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "changelog-enforcer.yaml",
        "code-tests.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
            "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": 8,
            "reason": "Found 9/11 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 8 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": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 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": 0,
            "reason": "161 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "da7cfe6d3e469ef64d4899dc31a9391a3b69c8cc",
        "ran_at": "2026-07-15T11:44:37Z",
        "aggregate_score": 3.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/a-r-j/ProteinWorkshop",
    "host": "github.com",
    "name": "ProteinWorkshop",
    "owner": "a-r-j"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 54,
      "inputs": {
        "security": 39,
        "vitality": 25,
        "community": 52,
        "governance": 69,
        "engineering": 84
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 25,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": null,
              "days_since_last_push": 443,
              "active_weeks_last_year": 0
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 443 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 443
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "releases_count": 6,
              "latest_release_tag": "v0.2.5",
              "releases_from_tags": false,
              "days_since_latest_release": 928,
              "mean_days_between_releases": 24.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "6 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 928 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 928
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~24.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 24.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 52,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "forks": 22,
              "stars": 275,
              "watchers": 6,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "275 stars",
                "points": 39.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 275
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "22 forks",
                "points": 11,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 10,
              "top_contributor_share": 0.339
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 34% of commits",
                "points": 14.9,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 34
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "10 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "merged_prs": 67,
              "open_issues": 6,
              "closed_issues": 21,
              "issue_closed_ratio": 0.778,
              "closed_unmerged_prs": 9
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 78
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "67/76 decided PRs merged",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 67,
                      "decided": 76
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 9/11 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 63,
            "inputs": {
              "followers": 238,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "a-r-j",
              "public_repos": 34,
              "account_age_days": 3520
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "238 followers of a-r-j",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 238,
                      "login": "a-r-j"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "34 public repos, account ~9 yr old",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 34
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "moderate",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "packages": [
                "proteinworkshop"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 928
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 928 days ago",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 928
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 84,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "benchmark",
                "dataset",
                "deep-learning",
                "lightning",
                "pretraining",
                "protein",
                "protein-structure",
                "pytorch"
              ],
              "has_wiki": true,
              "homepage": "https://proteins.sh/",
              "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://proteins.sh/",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 39,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/11 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 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 not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "161 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 42094,
              "source_files_sampled": 130,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/130 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 130,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": "2026-07-15T11:44:55.281007Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/a-r-j/ProteinWorkshop.svg",
  "full_name": "a-r-j/ProteinWorkshop",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.11.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.