Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.16.0 · Metriken 1.13.0 · 2026-07-21 01:15 UTC
google / tensorstore
Library for reading and writing large multi-dimensional arrays.
google/tensorstore erreicht einen Gesundheitsindex von 80 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (89/100) ab, am schwächsten bei AI Readiness (45/100). Zuletzt vor 11 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
80
gesamt / 100Software-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.
80
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)
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
GoogleOrganisation
75.745 Follower2.886 öffentliche Reposseit Jan. 2012
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | tensorstore | 0.1.84 | 3.168.538 | 82 | vor 65 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
89
Entwicklungsaktivität
90Exzellent
Wie die Bewertung erfolgt
| 28.8/36 | Push-Aktualität — letzter Push vor 11 Tagen |
| 33.2/36 | Commit-Rhythmus — 48/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 446 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 446 |
| human_commit_share | — |
| days_since_last_push | 11 |
| active_weeks_last_year | 48 |
Release-Disziplin
88Exzellent
Wie die Bewertung erfolgt
| 16.2/27 | Liefert Releases aus — 85 Versions-Tags (keine GitHub-Releases) |
| 36/36 | Release-Aktualität — letztes Release vor 66 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 40,8 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 85 |
| latest_release_tag | v0.1.84 |
| releases_from_tags | ja |
| days_since_latest_release | 66 |
| mean_days_between_releases | 40,8 |
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?
84
Wie die Bewertung erfolgt
| 51.6/60 | Stars — 1.528 Stars |
| 18/25 | Forks — 144 Forks |
| 8.1/15 | Watcher — 30 Watcher |
Verwendete Eingangsdaten
| forks | 144 |
| stars | 1.528 |
| watchers | 30 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
79Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 16.9/22.5 | Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | nein |
Ökosystem-Verbreitung (Downloads)
100Exzellent
Wie die Bewertung erfolgt
| 80/80 | Downloads pro Monat — 3.168.538 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | tensorstore |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3.168.538 |
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?
75
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 12.6/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 44 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 44 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 34 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 44 |
| top_contributor_share | 0,441 |
Wie die Bewertung erfolgt
| 38.3/46.8 | Issue-Lösungsquote — 82 % der Issues geschlossen |
| 12.8/38.3 | PR-Annahme — 18/54 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 18 |
| open_issues | 41 |
| closed_issues | 185 |
| issue_closed_ratio | 0,819 |
| closed_unmerged_prs | 36 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 75.745 Follower von google |
| 25/25 | Kontohistorie — 2.886 öffentliche Repos, Kontoalter ca. 14 Jahre |
Verwendete Eingangsdaten
| followers | 75.745 |
| owner_type | Organization |
| is_verified | — |
| owner_login | |
| public_repos | 2.886 |
| account_age_days | 5.297 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 65 Tagen |
| 20/20 | Versionshistorie — 82 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | tensorstore |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 65 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
77
Engineering-Praktiken
68Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 2 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://google.github.io/tensorstore/ |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | https://google.github.io/tensorstore/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
73
Sicherheitslage
66Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 34 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6,6 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 2 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:tensorstore@0.1.84 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 2 Paketen. Erreichbarkeit wird nicht analysiert.
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.
45
AI-Agentenkontext & Leitlinien
1Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| 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.
AI-Verify-Loop (Build / Test / Typprüfung)
44Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — python/tensorstore/py.typed |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 3/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | ja |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | python/tensorstore/py.typed |
| 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.
AI-Code-Lesbarkeit für Modelle
99Exzellent
Wie die Bewertung erfolgt
| 45/45 | Typprüfbarer Code — C++ (statisch typisiert) |
| 54/55 | Handhabbare Dateigrößen — 32/1.817 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | C++ |
| largest_source_bytes | 1.273.905 |
| source_files_sampled | 1.817 |
| oversized_source_files | 32 |
Wie die Bewertung erfolgt
| 40/40 | API-Schema (OpenAPI/GraphQL/proto) — tensorstore/internal/metrics/metrics.proto, tensorstore/kvstore/ocdbt/distributed/cooperator.proto, tensorstore/kvstore/ocdbt/distributed/coordinator.proto, tensorstore/kvstore/tsgrpc/common.proto, tensorstore/kvstore/tsgrpc/kvstore.proto, tensorstore/proto/array.proto, tensorstore/proto/index_transform.proto, tensorstore/proto/schema.proto, third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto, third_party/local_protoc_gen_validate/src/validate/validate.proto, tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | nein |
| api_schema_files | tensorstore/internal/metrics/metrics.proto, tensorstore/kvstore/ocdbt/distributed/cooperator.proto, tensorstore/kvstore/ocdbt/distributed/coordinator.proto, tensorstore/kvstore/tsgrpc/common.proto, tensorstore/kvstore/tsgrpc/kvstore.proto, tensorstore/proto/array.proto, tensorstore/proto/index_transform.proto, tensorstore/proto/schema.proto, third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto, third_party/local_protoc_gen_validate/src/validate/validate.proto, tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto |
Eckdaten
1.528GitHub-Sterne
44Mitwirkende
446Commits, letzte 12 Monate
11Tage seit letztem Push
85Releases
2Bus-Faktor
41offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 6.6 / 10
6.6Gesamtwert
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 1 out of 1 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 34 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
Direkte Abhängigkeiten 2
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >=1.22.0 | pyproject.toml |
| PyPI | ml_dtypes | >=0.5.0 | pyproject.toml |
Alle Abhängigkeiten 7
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 3 direkte und 4 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | ml-dtypes | — | direkt |
| PyPI | numpy | — | direkt |
| PyPI | numpy | 1.19.5 | direkt |
| PyPI | pytest | 6.2.1 | indirekt |
| PyPI | pytest-asyncio | 0.14.0 | indirekt |
| PyPI | setuptools | — | indirekt |
| PyPI | setuptools-scm | — | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:tensorstore@0.1.84 zieht 2 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.
Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 100474,
"has_wiki": true,
"homepage": "https://google.github.io/tensorstore/",
"languages": {
"C": 22015,
"C++": 16193892,
"CMake": 48759,
"Shell": 1453,
"Python": 1271471,
"Starlark": 718143
},
"pushed_at": "2026-07-09T07:28:24Z",
"created_at": "2020-03-30T13:24:59Z",
"owner_type": "Organization",
"updated_at": "2026-07-18T07:22:57Z",
"description": "Library for reading and writing large multi-dimensional arrays.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "master",
"license_spdx_raw": "NOASSERTION",
"primary_language": "C++",
"significant_languages": [
"C++"
]
},
"owner": {
"blog": "https://opensource.google/",
"name": "Google",
"type": "Organization",
"login": "google",
"company": null,
"location": "United States of America",
"followers": 75745,
"avatar_url": "https://avatars.githubusercontent.com/u/1342004?v=4",
"created_at": "2012-01-18T01:30:18Z",
"is_verified": null,
"public_repos": 2886,
"account_age_days": 5297
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 85,
"commits_last_year": 446,
"latest_release_at": "2026-05-15T20:11:47Z",
"latest_release_tag": "v0.1.84",
"releases_from_tags": true,
"days_since_last_push": 11,
"active_weeks_last_year": 48,
"days_since_latest_release": 66,
"mean_days_between_releases": 40.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "tensorstore",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"Development Status :: 5 - Production/Stable",
"Topic :: Software Development :: Libraries"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/tensorstore/",
"is_deprecated": false,
"latest_version": "0.1.84",
"repository_url": "https://github.com/google/tensorstore",
"versions_count": 82,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 3168538,
"first_published_at": "2020-04-03T05:00:27.423729Z",
"latest_published_at": "2026-05-16T06:17:58.448075Z",
"latest_version_yanked": null,
"days_since_latest_publish": 65
}
]
},
"popularity": {
"forks": 144,
"stars": 1528,
"watchers": 30,
"open_issues_and_prs": 45
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [
"tensorstore/internal/metrics/metrics.proto",
"tensorstore/kvstore/ocdbt/distributed/cooperator.proto",
"tensorstore/kvstore/ocdbt/distributed/coordinator.proto",
"tensorstore/kvstore/tsgrpc/common.proto",
"tensorstore/kvstore/tsgrpc/kvstore.proto",
"tensorstore/proto/array.proto",
"tensorstore/proto/index_transform.proto",
"tensorstore/proto/schema.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto",
"third_party/local_protoc_gen_validate/src/validate/validate.proto",
"tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto",
"tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto",
"tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto"
],
"has_devcontainer": false,
"typecheck_configs": [
"python/tensorstore/py.typed"
],
"largest_source_bytes": 1273905,
"source_files_sampled": 1817,
"oversized_source_files": 32,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml",
"setup.py"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 2,
"assessed_package": "pypi:tensorstore@0.1.84",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.22.0"
},
{
"name": "ml_dtypes",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.5.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "ml-dtypes",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "1.19.5",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "6.2.1",
"ecosystem": "pypi"
},
{
"name": "pytest-asyncio",
"direct": false,
"version": "0.14.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "setuptools-scm",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 7,
"direct_count": 3,
"indirect_count": 4
}
},
"maintainership": {
"issues": {
"open_prs": 4,
"merged_prs": 18,
"open_issues": 41,
"closed_ratio": 0.819,
"closed_issues": 185,
"closed_unmerged_prs": 36
},
"bus_factor": 2,
"top_contributors": [
{
"type": "User",
"login": "laramiel",
"commits": 867,
"avatar_url": "https://avatars.githubusercontent.com/u/9807819?v=4"
},
{
"type": "User",
"login": "jbms",
"commits": 724,
"avatar_url": "https://avatars.githubusercontent.com/u/4211946?v=4"
},
{
"type": "User",
"login": "BrianMichell",
"commits": 164,
"avatar_url": "https://avatars.githubusercontent.com/u/13614328?v=4"
},
{
"type": "User",
"login": "sjperkins",
"commits": 96,
"avatar_url": "https://avatars.githubusercontent.com/u/3530212?v=4"
},
{
"type": "User",
"login": "copybara-github",
"commits": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/32201506?v=4"
},
{
"type": "User",
"login": "QrczakMK",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/8471716?v=4"
},
{
"type": "User",
"login": "ChromeHearts",
"commits": 13,
"avatar_url": "https://avatars.githubusercontent.com/u/5397127?v=4"
},
{
"type": "User",
"login": "hectorgon",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/790997?v=4"
},
{
"type": "User",
"login": "rjpower",
"commits": 8,
"avatar_url": "https://avatars.githubusercontent.com/u/607207?v=4"
},
{
"type": "User",
"login": "yarikoptic",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/39889?v=4"
}
],
"contributors_sampled": 44,
"top_contributor_share": 0.441
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build.yml",
"docs.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 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": 10,
"reason": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 34 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": 9,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 3,
"reason": "dependency not pinned by hash detected -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 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": 8,
"reason": "2 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "1bcb9614b237455cc444e2242ff0b4eca0d091aa",
"ran_at": "2026-07-21T01:14:50Z",
"aggregate_score": 6.6,
"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/google/tensorstore",
"host": "github.com",
"name": "tensorstore",
"owner": "google"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"security": 73,
"vitality": 89,
"community": 84,
"governance": 75,
"engineering": 77
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 89,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"commits_last_year": 446,
"human_commit_share": null,
"days_since_last_push": 11,
"active_weeks_last_year": 48
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 11 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 11
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "48/52 weeks with commits",
"points": 33.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 48
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "446 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 446
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"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": 88,
"inputs": {
"releases_count": 85,
"latest_release_tag": "v0.1.84",
"releases_from_tags": true,
"days_since_latest_release": 66,
"mean_days_between_releases": 40.8
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "85 version tags (no GitHub releases)",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "version_tags_no_releases",
"params": {
"count": 85
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 66 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 66
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~40.8 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 40.8
}
}
],
"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": "good",
"name": "Community & Adoption",
"value": 84,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"forks": 144,
"stars": 1528,
"watchers": 30,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,528 stars",
"points": 51.6,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1528
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "144 forks",
"points": 18,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 144
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "30 watchers",
"points": 8.1,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 30
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"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": 100,
"inputs": {
"packages": [
"tensorstore"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 3168538
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "3,168,538 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 3168538,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 75,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 44,
"top_contributor_share": 0.441
},
"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 44% of commits",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 44
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "44 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 44
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 34 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"merged_prs": 18,
"open_issues": 41,
"closed_issues": 185,
"issue_closed_ratio": 0.819,
"closed_unmerged_prs": 36
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "82% of issues closed",
"points": 38.3,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 82
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "18/54 decided PRs merged",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 18,
"decided": 54
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 75745,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "google",
"public_repos": 2886,
"account_age_days": 5297
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"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": "75,745 followers of google",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 75745,
"login": "google"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "2886 public repos, account ~14 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 2886
}
},
{
"code": "account_age_years",
"params": {
"years": 14
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"tensorstore"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 65
},
"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 65 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 65
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "82 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 82
}
}
],
"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": 77,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"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": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"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": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": "https://google.github.io/tensorstore/",
"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://google.github.io/tensorstore/",
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 73,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.6
},
"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": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 34 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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 3",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "2 existing vulnerabilities detected",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:tensorstore@0.1.84 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:tensorstore@0.1.84",
"assessed": 2
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 2,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 2,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "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": 15
},
"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": 45,
"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": "at_risk",
"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": 44,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"python/tensorstore/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "python/tensorstore/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "python/tensorstore/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"primary_language": "C++",
"largest_source_bytes": 1273905,
"source_files_sampled": 1817,
"oversized_source_files": 32
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "C++ (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "C++"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "32/1817 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1817,
"oversized": 32
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "good",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": [
"tensorstore/internal/metrics/metrics.proto",
"tensorstore/kvstore/ocdbt/distributed/cooperator.proto",
"tensorstore/kvstore/ocdbt/distributed/coordinator.proto",
"tensorstore/kvstore/tsgrpc/common.proto",
"tensorstore/kvstore/tsgrpc/kvstore.proto",
"tensorstore/proto/array.proto",
"tensorstore/proto/index_transform.proto",
"tensorstore/proto/schema.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto",
"third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto",
"third_party/local_protoc_gen_validate/src/validate/validate.proto",
"tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto",
"tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto",
"tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto",
"tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto",
"tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "tensorstore/internal/metrics/metrics.proto, tensorstore/kvstore/ocdbt/distributed/cooperator.proto, tensorstore/kvstore/ocdbt/distributed/coordinator.proto, tensorstore/kvstore/tsgrpc/common.proto, tensorstore/kvstore/tsgrpc/kvstore.proto, tensorstore/proto/array.proto, tensorstore/proto/index_transform.proto, tensorstore/proto/schema.proto, third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto, third_party/local_protoc_gen_validate/src/validate/validate.proto, tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tensorstore/internal/metrics/metrics.proto, tensorstore/kvstore/ocdbt/distributed/cooperator.proto, tensorstore/kvstore/ocdbt/distributed/coordinator.proto, tensorstore/kvstore/tsgrpc/common.proto, tensorstore/kvstore/tsgrpc/kvstore.proto, tensorstore/proto/array.proto, tensorstore/proto/index_transform.proto, tensorstore/proto/schema.proto, third_party/local_opencensus_proto/src/opencensus/proto/resource/v1/resource.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace.proto, third_party/local_opencensus_proto/src/opencensus/proto/trace/v1/trace_config.proto, third_party/local_protoc_gen_validate/src/validate/validate.proto, tools/cmake/bazel_to_cmake/testdata/grpc_generate_cc/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/c.proto, tools/cmake/bazel_to_cmake/testdata/native_rules/subdir/z.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/a.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/b.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/c.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/d.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/src/subdir/y.proto, tools/cmake/bazel_to_cmake/testdata/rules_proto/x.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/a.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/b.proto, tools/cmake/bazel_to_cmake/testdata/upb_proto_library/c.proto"
}
}
],
"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",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"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": "2026-07-21T01:15:24.684802Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/tensorstore.svg",
"full_name": "google/tensorstore",
"license_state": "custom",
"license_spdx": null
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.16.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.