Öffentliches Register
Software-GesundheitsberichtSchema 0.30.0 · Metriken 2.5.0 · 2026-08-04 14:25 UTC

wandb / wandb-workspaces

Programatically edit the W&B UI

PythonApache-2.0★ 28 Sterne⑂ 3 Forksseit Juni 2024Auf GitHub ansehen ↗

wandb/wandb-workspaces erreicht einen Gesundheitsindex von 89 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (89/100) ab, am schwächsten bei AI Readiness (57/100). Zuletzt heute aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.

89
gesamt / 100
Exzellent

Software-Gesundheitsindex

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

89
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

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

Der gewichtete Gesamtwert 75 wird auf der veröffentlichten Indexskala auf 89 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

Weights & BiasesOrganisation
1.411 Follower158 öffentliche Reposseit März 2017

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIwandb-workspaces0.4.5335.81235vor 0 Tagen

Metriken nach Kategorie

Vitalität

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

89Exzellent · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
24.2/36Commit-Rhythmus — 35/52 Wochen mit Commits
18/18Commit-Volumen — 178 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year178
human_commit_share0,93
days_since_last_push0
active_weeks_last_year35
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 35 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 15,4 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count35
latest_release_tagv0.4.5
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases15,4

Community & Verbreitung

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

62Mittel · 17 % des Gesamtindex
Wie die Bewertung erfolgt
23.2/60Stars — 28 Stars
2.5/25Forks — 3 Forks
3.3/15Watcher — 5 Watcher
Verwendete Eingangsdaten
forks3
stars28
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges3
has_contributingja
has_issue_templatenein
has_code_of_conductnein
readme_badge_servicesshields.io
has_pull_request_templateja
Wie die Bewertung erfolgt
73.7/80Downloads pro Monat — 335.812 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packageswandb-workspaces
dependents
ecosystemspypi
total_downloads
monthly_downloads335.812
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

79Gut · 23 % des Gesamtindex
Wie die Bewertung erfolgt
36/54Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab
16.2/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 28 % der Commits
13.5/13.5Breite der Beitragenden — 22 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor3
contributors_sampled22
top_contributor_share0,278
Wie die Bewertung erfolgt
22.6/42Issue-Lösungsquote — 54 % der Issues geschlossen
24/30PR-Annahme — 135/169 entschiedene PRs gemergt
10.4/13Newcomer PR acceptance — 4/5 PRs von Erstbeitragenden in 30 Tagen gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs135
open_issues6
closed_issues7
prs_merged_7d1
prs_decided_7d2
prs_merged_30d5
prs_decided_30d6
issue_closed_ratio0,538
closed_unmerged_prs34
first_time_authors_30d3
first_time_prs_merged_30d4
first_time_prs_decided_30d5
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
22.6/25Reichweite des Inhabers — 1.411 Follower von wandb
25/25Kontohistorie — 158 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers1.411
owner_typeOrganization
is_verified
owner_loginwandb
public_repos158
account_age_days3.430

Paketpflege

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

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 19 % des Gesamtindex

Engineering-Praktiken

94Außergewöhnlich
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

69Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection. Die verbleibenden Gewichte wurden renormalisiert.

Abhängigkeits-Advisories

100Außergewöhnlich
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories36
affected_packages8
assessed_packages54
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 4
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 54 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

57Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 81 von 93 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,871
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — wandb_workspaces/py.typed
10/10Reproduzierbare Umgebung — lockfile
8/10Belegte Agentenpraxis — 4 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configswandb_workspaces/py.typed
agent_commit_share0,04
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (wandb_workspaces/py.typed)
53/55Handhabbare Dateigrößen — 2/56 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes179.859
source_files_sampled56
oversized_source_files2
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
api_schema_files

Eckdaten

28GitHub-Sterne
22Mitwirkende
178Commits, letzte 12 Monate
0Tage seit letztem Push
35Releases
3Bus-Faktor
6offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 3 ⇿
0Sterne
3Forks
19Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

12233312024-062025-042026-02
Major 0Minor 2Patch 17

Jeder Punkt umfasst 2 Tage.

OpenSSF Scorecard 6.1 / 10
6.1Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-08-04 14:25 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Direkte Abhängigkeiten 2
RegistryPaketVersionsvorgabeManifest
PyPIpydantic>=2.7pyproject.toml
PyPIwandb>=0.13.7pyproject.toml
Alle Abhängigkeiten 54

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 2 direkte und 52 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIpydantic2.12.2direkt
PyPIwandb0.22.2direkt
PyPIannotated-types0.7.0indirekt
PyPIcertifi2025.10.5indirekt
PyPIcfgv3.4.0indirekt
PyPIcharset-normalizer3.4.4indirekt
PyPIclick8.1.8indirekt
PyPIclick8.3.0indirekt
PyPIcodecov2.1.13indirekt
PyPIcolorama0.4.6indirekt
PyPIcoverage7.10.7indirekt
PyPIcoverage7.11.0indirekt
PyPIdistlib0.4.0indirekt
PyPIeval-type-backport0.2.2indirekt
PyPIexceptiongroup1.3.0indirekt
PyPIfaker37.11.0indirekt
PyPIfilelock3.19.1indirekt
PyPIfilelock3.20.3indirekt
PyPIgitdb4.0.12indirekt
PyPIgitpython3.1.45indirekt
PyPIidentify2.6.15indirekt
PyPIidna3.11indirekt
PyPIiniconfig2.1.0indirekt
PyPImypy1.18.2indirekt
PyPImypy-extensions1.1.0indirekt
PyPInodeenv1.9.1indirekt
PyPInumpy1.26.4indirekt
PyPIpackaging25.0indirekt
PyPIpandas2.3.3indirekt
PyPIpathspec0.12.1indirekt
PyPIplatformdirs4.4.0indirekt
PyPIplatformdirs4.5.0indirekt
PyPIpluggy1.6.0indirekt
PyPIpolyfactory2.22.2indirekt
PyPIpre-commit3.8.0indirekt
PyPIprotobuf6.33.5indirekt
PyPIpydantic-core2.41.4indirekt
PyPIpytest8.3.5indirekt
PyPIpytest-cov7.0.0indirekt
PyPIpython-dateutil2.9.0.post0indirekt
PyPIpytz2025.2indirekt
PyPIpyyaml6.0.3indirekt
PyPIrequests2.32.5indirekt
PyPIruff0.14.1indirekt
PyPIsentry-sdk2.42.0indirekt
PyPIsix1.17.0indirekt
PyPIsmmap5.0.2indirekt
PyPItomli2.3.0indirekt
PyPItyping-extensions4.15.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPItzdata2025.2indirekt
PyPIurllib32.6.3indirekt
PyPIvirtualenv20.36.1indirekt
PyPIwandb-workspaces0.4.5indirekt
Abhängigkeits-Advisories 8

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 54 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 8 tragen bekannte Advisories, davon 0 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
gitpython3.1.45indirektkritisch203.1.57
click8.1.8indirekthoch18.3.3
click8.3.0indirekthoch18.3.3
urllib32.6.3indirekthoch42.7.0
filelock3.19.1indirektmittel43.20.3
idna3.11indirektmittel23.15
pytest8.3.5indirektmittel29.0.3
requests2.32.5indirektmittel22.33.0

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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1037,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Shell": 1936,
        "Python": 727157,
        "Jupyter Notebook": 21309
      },
      "pushed_at": "2026-08-04T14:22:41Z",
      "created_at": "2024-06-03T14:03:19Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-04T14:24:29Z",
      "description": "Programatically edit the W&B UI",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
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    },
    "owner": {
      "blog": "https://wandb.ai",
      "name": "Weights & Biases",
      "type": "Organization",
      "login": "wandb",
      "company": null,
      "location": "San Francisco",
      "followers": 1411,
      "avatar_url": "https://avatars.githubusercontent.com/u/26401354?v=4",
      "created_at": "2017-03-14T06:43:52Z",
      "is_verified": null,
      "public_repos": 158,
      "account_age_days": 3430
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2026-08-04T14:22:41Z"
        },
        {
          "tag": "v0.4.4",
          "kind": "patch",
          "published_at": "2026-06-25T20:17:33Z"
        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2026-06-10T22:27:03Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2026-06-05T18:50:39Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-05-28T21:57:11Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-05-28T19:26:17Z"
        },
        {
          "tag": "v0.3.10",
          "kind": "patch",
          "published_at": "2026-05-27T19:56:44Z"
        },
        {
          "tag": "v0.3.9",
          "kind": "patch",
          "published_at": "2026-03-31T15:23:07Z"
        },
        {
          "tag": "v0.3.8",
          "kind": "patch",
          "published_at": "2026-03-25T14:27:05Z"
        },
        {
          "tag": "v0.3.7",
          "kind": "patch",
          "published_at": "2026-03-18T16:59:29Z"
        },
        {
          "tag": "v0.3.6",
          "kind": "patch",
          "published_at": "2026-03-16T17:38:12Z"
        },
        {
          "tag": "v0.3.5",
          "kind": "patch",
          "published_at": "2026-02-26T18:04:54Z"
        },
        {
          "tag": "v0.3.4",
          "kind": "patch",
          "published_at": "2026-01-22T23:36:01Z"
        },
        {
          "tag": "v0.3.3",
          "kind": "patch",
          "published_at": "2026-01-07T20:37:34Z"
        },
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2026-01-07T16:29:33Z"
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          "body": "feat: Runset column config + column locking",
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          "headline": "Merge pull request #160 from wandb/WB-33632",
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          "author_login": "dae-k",
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          "is_bot": false,
          "headline": "chore: warning when past 500 renderable limit on frontend",
          "author_name": "Daee Kang",
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          "committed_at": "2026-05-28T20:43:43Z",
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          "author_name": "Daee Kang",
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          "headline": "Merge pull request #171 from wandb/release/v0.4.0",
          "author_name": "Marie Barr-Ramsey",
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          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #154 from wandb/feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "headline": "Merge pull request #155 from wandb/feat/v2-filters-report-write",
          "author_name": "Marie Barr-Ramsey",
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          "headline": "Merge pull request #151 from wandb/feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "headline": "Merge pull request #169 from wandb/release/v0.3.10",
          "author_name": "Marie Barr-Ramsey",
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          "is_bot": false,
          "headline": "chore(release): auto-detect server-compat labels in release notes",
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          "is_bot": true,
          "headline": "chore(release): bump version to 0.3.10",
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          "author_login": "github-actions[bot]",
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          "body": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "is_bot": false,
          "headline": "Merge pull request #165 from wandb/mbarrramsey/baseline_pinned_sdk",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": null,
          "is_bot": false,
          "headline": "fix: normalize filter value key (#161)",
          "author_name": "acasey-wandb",
          "author_login": "acasey-wandb",
          "committed_at": "2026-05-27T12:47:30Z",
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          "oid": "b2c0a0b16f7a7c69e76c5ca8466f056867bf1aed",
          "body": "Adds `baseline_run` and `pinned_runs` to `RunsetSettings` so the SDK\ncan configure the runset's baseline + pinned runs the same way the\nW&B app does.\n\nUsers pass run slugs (the value of `wandb.Run.id`, e.g. `\"g0dpjzew\"`,\nalso the last segment of a run URL). At the serialization boundary\nthe SDK enco\n[…]\n` invariant: setting only\n`baseline_run` auto-adds it to `pinned_runs`. Warns (but still\nserializes) when `pinned_runs` exceeds the app's 20-entry cap.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat(sdk): support baseline_run and pinned_runs in RunsetSettings",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-05-27T00:43:45Z",
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          "body": "Co-authored-by: Sourcegraph <batch-changes@sourcegraph.com>",
          "is_bot": false,
          "headline": "chore(security): enable Renovate for GitHub Actions SHA pinning (#164)",
          "author_name": "shivawandb",
          "author_login": "shivawandb",
          "committed_at": "2026-05-26T13:50:24Z",
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        },
        {
          "oid": "c9e8579f79e987ed1d53bd9b665664d91920d165",
          "body": "- Remove Group class (no-op wrapper) from expr.py and all references\n- Update type annotations and validators in both interface files\n- Add Or/And and string OR examples to workspace and report filter\n  example files\n- Update example comments to reflect OR support in string filters\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): remove Group class, add Or/And examples",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T22:09:32Z",
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        {
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          "body": "- Change _tree_node_to_v2_items precedence check from <= to < so\n  same-op nesting (OR-inside-OR, AND-inside-AND) is flattened instead\n  of creating unnecessary v2 groups\n- Simplify Or.to_model: remove legacy AND bucket wrapping, rename\n  buckets to children, flatten same-op OR children\n- Add same-op flattening to And.to_model for consistency\n- Remove stale docstrings from Or class\n- Update tests for new flattening behavior\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): flatten same-op nesting and simplify Or/And.to_model",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove scratch files and venvs from tracking",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body": "Pick up unified stashed field names and always-v2 write-back\nfor report Runsets. Resolve conflicts in test_filters.py.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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        {
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          "body": "- Rename _filters_internal/_raw_filters_v2/_original_v2_filter_string\n  to unified _stashed_filters_v2/_stashed_filter_string\n- _to_model always produces v2 dict via filters_tree_to_v2\n- _from_model uses copy.deepcopy for v2, converts legacy to v2\n- Unify stashing: always set both stashed fields\n- Update tests for v2 dict output\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat(sdk): report runset always writes v2 filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write cleanup",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:59:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:56:38Z",
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        {
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore: remove accidentally committed scratch files and venvs",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:55:59Z",
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        },
        {
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          "body": "Resolve conflicts: remove filters_to_expr/normalize_filters_to_string,\nupdate validators to use v2 path for Or/And/Group objects,\nupdate report _from_model to use v2 string conversion,\nupdate tests for v2-always write behavior.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
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          "body_truncated": false,
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          "body": "Resolve conflicts: update report _to_model to use v2 path,\nupdate tests to match simplified filter output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-workspace-write into report-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:47:09Z",
          "body_truncated": false,
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          "oid": "bdf6ff65d19c02810447b14653ac37575bdbf8b3",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: simplify _tree_node_to_v2_items",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb45173f78252b91d1fd84f721c51894ad628f1c",
          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:37:40Z",
          "body_truncated": false,
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          "body": "Made-with: Cursor\n\n# Conflicts:\n#\twandb_workspaces/expr.py",
          "is_bot": false,
          "headline": "Merge branch 'feat/v2-filters-read' into feat/v2-filters-workspace-write",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:29:46Z",
          "body_truncated": false,
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        },
        {
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          "body": "- Add is_first_in_parent parameter for explicit connector tracking\n- Unwrap single-element groups to avoid unnecessary nesting\n- Remove _flatten_tree_to_v2_items (now handled by unified else branch)\n- Use immutable dict spread instead of mutating sub-items in place\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): improve tree-to-v2 conversion with precedence-aware grouping",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "chore(sdk): add legacy filter comments, remove debug prints",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T20:15:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e10a184e0089d3d24c46ab460995b70b7ab9e18b",
          "body": "- filterexpr_list_to_string now formats FilterExpr directly to string\n  without going through tree/v2 intermediate steps\n- Adds DeprecationWarning guiding users to And(...) syntax\n- Removes dead code: filter_expr_to_filters_tree, normalize_filters_to_string\n- Simplifies workspace and report validators to use filterexpr_list_to_string\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): simplify list→string path, deprecate plain list filters",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a83fd36a014bdb65fe81d7f59785c82d68d81806",
          "body": "All filter-to-string conversions now go through the v2 pipeline\n(filters_tree_to_v2 -> filters_v2_to_string) which correctly handles\nparentheses and mixed AND/OR operators. The legacy filters_to_expr\nfunction has been deleted.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "refactor(sdk): remove legacy filters_to_expr, use v2 path everywhere",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T19:33:39Z",
          "body_truncated": false,
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          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-report-write into feat/v2-filters-or-groups",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c9498b1e137f1002d6e7e4797bfd4ea69e3370d",
          "body": "… into feat/v2-filters-report-write",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/feat/v2-filters-workspace-write'…",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-30T18:12:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc3339d90f990f64988dd63349b085fa788cfe93",
          "body": "…-based ValueError\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge feat/v2-filters-read: replace _flatten_nested_groups with depth…",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Match legacy behavior where disabled filters are included in the\nstring. This avoids losing OR connectors when a disabled item starts\na new OR segment, and is consistent with how legacy filters have\nalways worked.\n\nMade-with: Cursor",
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          "headline": "fix(sdk): include disabled v2 filters in string representation",
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          "headline": "Merge pull request #157 from wandb/fix/legacy-filter-nesting",
          "author_name": "Marie Barr-Ramsey",
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          "body": "…tion\n\nfilters_to_expr incorrectly wrapped non-root AND nodes in parentheses,\ne.g. producing \"(a and b)\" instead of \"a and b\". When users appended\nto that string and saved, the parens caused a nested AND tree that\nlegacy filters can't handle, with nesting growing on each save cycle.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(sdk): remove unnecessary parentheses from legacy filter serializa…",
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          "body": "Stash the v2 filter dict (with disabled flags intact) at load time in\nboth Workspace and Report Runset. On write, if the filter string hasn't\nbeen modified, use the stashed v2 directly. Otherwise fall through to\nthe string → tree → v2 conversion (disabled state lost, acceptable\nsince the user explicitly changed filters).\n\nAlso updates tests to verify disabled preservation and adapts\nuser-constructed/modified runset tests for the always-write-v2 path.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: preserve disabled filter state through load/save roundtrip",
          "author_name": "Marie Barr-Ramsey",
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          "body": "- Replace _reject_v2_format on Filters with _keep_v2_as_dict on\n  internal.Runset (matching the workspace-write PR pattern)\n- Restore _format_filter_leaf to workspace-write PR version\n- Restore inline validator in report Runset instead of\n  normalize_filters_to_string, add Or/And/Group elif branch\n- Fix trailing whitespace\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "chore: restore stacked PR patterns and revert cosmetic changes",
          "author_name": "Marie Barr-Ramsey",
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          "body": "- Report Runset._to_model() now converts filters to v2 via\n  filters_tree_to_v2(expr_to_filters(...)), matching the workspace path\n- Report Runset._from_model() handles v2 dicts with filters_v2_to_string\n- Widen Runset.filters type to accept Or/And/Group objects\n- Use shared normalize_filters_to_string validator\n- Remove _filters_internal stashing (no longer needed with always-v2)\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: reports always write v2 filters and accept Or/And/Group objects",
          "author_name": "Marie Barr-Ramsey",
          "author_login": "mbarrramsey",
          "committed_at": "2026-04-29T00:33:04Z",
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          "body": "Add Or(), And(), Group() filter construction classes for programmatic\nv2 filter expressions. All workspaces and reports now always write in\nv2 format regardless of how they were loaded. Removes the legacy tree\nwrite path in favor of universal v2 output.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: expose Or/And/Group API and always write v2 filter format",
          "author_name": "Marie Barr-Ramsey",
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          "oid": "151e4c861bc93025c814ed62e727b01e7296fd79",
          "body": "The test used `A or (B and C)` which doesn't produce a group because AND\nnaturally binds tighter than OR. Changed to `(A or B) and C` where OR\ninside AND reverses natural precedence and correctly requires a v2 group.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: use correct precedence in test_modified_v2_with_group",
          "author_name": "Marie Barr-Ramsey",
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          "body": "Extend the v2 write-back pattern to reports: stash raw v2 dict on load,\npreserve it on unchanged save, reconvert through tree → v2 on modified\nsave. Legacy reports now write filters in the canonical OR → AND → leaves\nshape. Adds TestReportWriteBack covering unchanged v2, modified v2, groups,\nlegacy preservation, and field separation.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add report v2 filter write-back with legacy wrapping",
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                "detail": "28 stars",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 28
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": 3,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [
                "shields.io"
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              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
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                "status": "met",
                "details": [],
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              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "packages": [
                "wandb-workspaces"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 335812
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "335,812 downloads/month across pypi",
                "points": 73.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 335812,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 22,
              "top_contributor_share": 0.278
            },
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              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 3
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                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 28% of commits",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 28
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "merged_prs": 135,
              "open_issues": 6,
              "closed_issues": 7,
              "prs_merged_7d": 1,
              "prs_decided_7d": 2,
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              "prs_decided_30d": 6,
              "issue_closed_ratio": 0.538,
              "closed_unmerged_prs": 34,
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              "first_time_prs_decided_30d": 5
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "54% of issues closed",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
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                      "share": 54
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                  }
                ],
                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "135/169 decided PRs merged",
                "points": 24,
                "status": "partial",
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                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 135,
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "detail": "4/5 first-time contributors' PRs merged in 30d",
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                "details": [
                  {
                    "code": "newcomer_prs_merged",
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                      "days": 30,
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                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
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                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "followers": 1411,
              "owner_type": "Organization",
              "is_verified": null,
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              "public_repos": 158,
              "account_age_days": 3430
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,411 followers of wandb",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1411,
                      "login": "wandb"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "158 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 158
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "wandb-workspaces"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "35 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 35
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                  }
                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
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                "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": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
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            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.1
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
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                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 54 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 54
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 36,
              "affected_packages": 8,
              "assessed_packages": 54,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, moderate 4",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
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          },
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            "key": "malicious_dependencies",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 54,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
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                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
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                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
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              "policy_countries": [
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                "Iran",
                "North Korea"
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              "commit_weight_rule": {
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                "min_commit_share": 0.1
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              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
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                "points": 100,
                "status": "met",
                "details": [
                  {
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                    "params": {}
                  }
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                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0.04,
        "metrics": [
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            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
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            "inputs": {
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              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
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                "key": "agent_instructions",
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
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                  }
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                "max_points": 45
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                "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",
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                "points": 40,
                "status": "met",
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                    "code": "legible_history",
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                "max_points": 40
              }
            ]
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          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              ],
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              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
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                "key": "one_command_bootstrap",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "wandb_workspaces/py.typed",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "wandb_workspaces/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
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                "points": 10,
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                "details": [
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                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
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                "detail": "4 of the last 100 commits agent-authored or agent-credited",
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                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 179859,
              "source_files_sampled": 56,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (wandb_workspaces/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "wandb_workspaces/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/56 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 56,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 12,
        "notebook": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "declared",
          "label": "library",
          "source": "pypi.classifier:Topic :: Software Development :: Libraries",
          "weight": 6
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "notebook",
          "source": "tree.notebook",
          "weight": 3
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
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          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:wandb-workspaces@0.4.5; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T14:25:58.112282Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/wandb/wandb-workspaces.svg",
  "full_name": "wandb/wandb-workspaces",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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