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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-25 08:48 UTC

google / pyglove

Manipulating Python Programs

PythonApache-2.0★ 717 Sterne⑂ 39 Forksseit Mai 2022Auf GitHub ansehen ↗

google/pyglove erreicht einen Gesundheitsindex von 68 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Community & Adoption (74/100) ab, am schwächsten bei AI Readiness (30/100). Zuletzt vor 4 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

68
gesamt / 100
Mittel

Software-Gesundheitsindex

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

68
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

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

Eigentümerschaft

GoogleOrganisation
75.920 Follower2.888 öffentliche Reposseit Jan. 2012

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIpyglove0.4.5-1.463vor 374 Tagenaimachinelearningautomlmutablesymbolicframeworkmeta-programming

Metriken nach Kategorie

Vitalität

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

68Mittel · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 4 Tagen
13.2/36Commit-Rhythmus — 19/52 Wochen mit Commits
14.5/18Commit-Volumen — 40 Commits im letzten Jahr
9/10OpenSSF Scorecard: Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
Verwendete Eingangsdaten
commits_last_year40
human_commit_share1
days_since_last_push4
active_weeks_last_year19
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 10 Releases veröffentlicht
7.2/36Release-Aktualität — letztes Release vor 374 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 112,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count10
latest_release_tagv0.4.5
releases_from_tagsnein
days_since_latest_release374
mean_days_between_releases112,1
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?

74Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
46.3/60Stars — 717 Stars
13.2/25Forks — 39 Forks
4.7/15Watcher — 8 Watcher
Verwendete Eingangsdaten
forks39
stars717
watchers8
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
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

61Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
1.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 92 % der Commits
13.5/13.5Breite der Beitragenden — 12 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled12
top_contributor_share0,924
Wie die Bewertung erfolgt
45/46.8Issue-Lösungsquote — 96 % der Issues geschlossen
20.6/38.3PR-Annahme — 208/386 entschiedene PRs gemergt
4.5/15OpenSSF Scorecard: Code-Review — Found 9/30 approved changesets -- score normalized to 3
Verwendete Eingangsdaten
merged_prs208
open_issues1
closed_issues25
issue_closed_ratio0,962
closed_unmerged_prs178
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 75.920 Follower von google
25/25Kontohistorie — 2.888 öffentliche Repos, Kontoalter ca. 14 Jahre
Verwendete Eingangsdaten
followers75.920
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2.888
account_age_days5.302
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
14/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 374 Tagen
20/20Versionshistorie — 1.463 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespyglove
ecosystemspypi
any_deprecatednein
min_days_since_publish374

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

71Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 4 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 8 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsautoml, evolution, machine-learning, meta-learning, meta-programming, symbolic-programming, manipulation, python
has_wikinein
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

67Mittel · 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 — 20 out of 20 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
2.2/7.5Code-Review — Found 9/30 approved changesets -- score normalized to 3
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
6.8/7.5Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5,9
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:pyglove@0.4.5 — 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.

30Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
24.5/40Lesbare Commit-Historie — 46 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,46
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
53.2/55Handhabbare Dateigrößen — 8/241 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes131.170
source_files_sampled241
oversized_source_files8
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

717GitHub-Sterne
12Mitwirkende
40Commits, letzte 12 Monate
4Tage seit letztem Push
10Releases
1Bus-Faktor
1offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 39 ⇿
0Sterne
39Forks
10Releases

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.

0102030403932022-072024-072026-07
Major 0Minor 3Patch 7

Jeder Punkt umfasst 4 Tage.

OpenSSF Scorecard 5.9 / 10
5.9Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-25 08:48 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-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 9/30 approved changesets -- score normalized to 3
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten 10

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 10 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIabsl-pyindirekt
PyPIautodocsummindirekt
PyPIdocstring-parserindirekt
PyPIfsspecindirekt
PyPIfuroindirekt
PyPIjinja2indirekt
PyPImyst-nbindirekt
PyPIsphinx-autodoc-typehintsindirekt
PyPIsphinx-copybuttonindirekt
PyPItermcolorindirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:pyglove@0.4.5 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
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          "headline": "Fix critical RCE via pickle in _OpaqueObject deserialization.",
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          "author_login": "yifenglou",
          "committed_at": "2026-05-30T00:21:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e2c74e4b05ce1bc060594ad978c7ac3b2b7909e",
          "body": "Also fix types.UnionType (e.g. int | str) being incorrectly\nhandled as an opaque object instead of a typing annotation.\n\nPiperOrigin-RevId: 923631121",
          "is_bot": false,
          "headline": "Fix critical RCE via pickle in _OpaqueObject deserialization.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2026-05-29T22:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c9466762dbc9efb1e44c8c39fd0a0e9f3b665f7",
          "body": "…porting module reloading.\n\nPiperOrigin-RevId: 918722127",
          "is_bot": false,
          "headline": "PyGlove: deprecate Python version 3.9 and release pyglove/dev for sup…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2026-05-20T23:59:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4387242816b11e5a208f4aa95551e3485c9146bc",
          "body": "PiperOrigin-RevId: 856198394",
          "is_bot": false,
          "headline": "Replace unicode escaped characters in ipynb files",
          "author_name": "Matej Aleksandrov",
          "author_login": "AleksMat",
          "committed_at": "2026-01-14T15:08:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc8692c511fd8deaae229add3cca63cd69f43902",
          "body": "PiperOrigin-RevId: 840411251",
          "is_bot": false,
          "headline": "Add pg.io.getctime() and pg.io.getmtime().",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-04T22:47:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72ca141be77d59ca2c859b5b42fa735c4a09353a",
          "body": "PiperOrigin-RevId: 838930644",
          "is_bot": false,
          "headline": "Add `pg.io.copy`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-12-01T22:19:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "921336a234db3a94ca17143de52079a998628203",
          "body": "We're introducing the option to use `pg.from_json(..., convert_unknown=True)` to allow deserialization to proceed even when the original Python class, function, or method definitions are not available at runtime.\n\n## Motivation: the problem of missing type definitions\n\nWhen serializing and deseriali\n[…]\n.b.name)\n# Output: '__main__.foo'\n\n# Verification of types:\nassert isinstance(v.a, pg.symbolic.UnknownTypedObject)\nassert isinstance(v.b, pg.symbolic.UnknownFunction)\n```\n\nPiperOrigin-RevId: 833908094",
          "is_bot": false,
          "headline": "# Enabling Flexible Deserialization with Unknown Types in PyGlove",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-18T19:49:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "272e4a71f5899dcb3a0ac8eea55947c9afdb6d8e",
          "body": "With this CL, users could use `pg.io` APIs to access various filesystems (S3, GCP) when fsspec is installed.\n\nPiperOrigin-RevId: 833501879",
          "is_bot": false,
          "headline": "`pg.io`: Add optional fsspec support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T22:41:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e14f06bbd79c8ac143a89bc4ec104b0748b2f69",
          "body": "PiperOrigin-RevId: 833393220",
          "is_bot": false,
          "headline": "`pg.io`: Path check is not necessary for `StdFile.close`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-17T18:17:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4601ad34a7f0eaa89b3f103861608d8624deab15",
          "body": "Some file systems (especially those under heavy load) write to temporary paths and use an atomic rename operation upon closing the file. By polling for the final path's existence, we guarantee the file is fully finalized and visible before proceeding with subsequent operations like `os.chmod()` or reading.\n\nPiperOrigin-RevId: 832993526",
          "is_bot": false,
          "headline": "[pg.io] Wait for the file path to exist after closing.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-16T16:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc0ccf3b48d46dca86d547fe73f9a245d01d6324",
          "body": "PiperOrigin-RevId: 831502697",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.rename` and `pg.io.rename`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-12T20:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99e92025e6edddfca619ca548cdc6d7aab45e168",
          "body": "PiperOrigin-RevId: 830687509",
          "is_bot": false,
          "headline": "Add `pg.io.FileSystem.glob` and `pg.io.glob`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-11T02:58:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "347d59eb32c43aa9e0ffb1197dbaeeb10595cd84",
          "body": "PiperOrigin-RevId: 828010956",
          "is_bot": false,
          "headline": "Fix Python 3.9 and 3.10 test error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-04T17:35:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86e4df8ee68fcf3290cd0a0eb971a7507f4e95bc",
          "body": "PiperOrigin-RevId: 826946280",
          "is_bot": false,
          "headline": "Python 3.14 support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T22:03:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb41346465307af8952afbacac196a9d51cc5104",
          "body": null,
          "is_bot": false,
          "headline": "Support Python 3.14.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-11-01T21:27:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67968bdf1a91a6fc7110b335e439953e4d51e5d1",
          "body": "PiperOrigin-RevId: 825810047",
          "is_bot": false,
          "headline": "Fix flaky evolution test when mutation happens on the last DNA.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-30T02:28:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1524726ee2f2a4e869a795b96c4c423bdce9ff6",
          "body": "PiperOrigin-RevId: 825765785",
          "is_bot": false,
          "headline": "TabControl to support `remove` method.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-29T23:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9b1818a57fee04095a7f737d4d3f66696b14194",
          "body": "Example:\n\n```\nclass A(pg.Object):\n  # pg.Ref[B] is a `pg.typing.ValueSpec` object.\n  x: dict[int, pg.Ref[B]]\n```\n\nPiperOrigin-RevId: 822725527",
          "is_bot": false,
          "headline": "Allow pg.typing.ValueSpec to be used as sub-type annotations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T20:48:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb31092f3dfcd76ecab0eaf17628fb3f42e57eb1",
          "body": "… Objects\n\nThis enhancement introduces formal serialization support for pg.Ref, allowing PyGlove to correctly serialize and deserialize objects that share references.\n\nExample:\n```\nclass Foo(pg.Object):\n  x: Any\n\nclass Bar(pg.Object):\n  y: int\n\nfoo = Foo(Bar(1))\nfoo2 = Foo(foo.x)          # foo.x is\n[…]\nhe exact same shared instances.\n\nThis change greatly extends PyGlove's ability to handle complex object structures and common programming patterns involving shared state.\n\nPiperOrigin-RevId: 822584923",
          "is_bot": false,
          "headline": "Formal Serialization for `pg.Ref`: Enhancing PyGlove to Handle Shared…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-22T14:42:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e732a084ac245bc8c2c2c4e68a3017d4cb772aaf",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821712306",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-20T17:45:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7802e4f1d93693718637894daf097e615fd6d3d9",
          "body": "PiperOrigin-RevId: 821361894",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-10-19T18:20:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650ad917ddc08a43b7247eb821903fd2ef65e3c3",
          "body": "With this change, `Dict.get()`, `Dict.values()`, `Dict.items()` will evaluate element value if the element is `pg.Inferential`. This also aligns the semantics with `List.__getitem__()` `List.__getattr__` and `List.__iter__()`.\n\nExample:\n```\nclass A(pg.Object):\n pass\n\nd = pg.Dict(x=pg.Ref(A())\nassert\n[…]\n          # Instead of `pg.Ref`\nassert isinstance(list(d.values())[0], A)     # Instead of `pg.Ref`\nassert isinstance(list(d.items())[0][1], A)   # Instead of `pg.Ref`\n```\nPiperOrigin-RevId: 821342698",
          "is_bot": false,
          "headline": "`pg.Dict`: Evaluate inferential value for standard dict operations.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-19T16:33:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea13a507bbfbdf70c6beb0e2a1900df8145d7365",
          "body": "PiperOrigin-RevId: 820474675",
          "is_bot": false,
          "headline": "`with_contextual_override` to support coroutines.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-17T01:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "779e9b1cf2fa8a779693d51cc12d62fe8a51c22c",
          "body": "- `pg.ValueSpec.to_json_schema()` to support default value.\n- Introduce `pg.ValueSpec.from_json_schema()` / `pg.Schema.from_json_schema()` to allow creation of ValueSpec from JSON schema.\n\nPiperOrigin-RevId: 820048200",
          "is_bot": false,
          "headline": "`pg.typing`: Enhancements to JSON schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-16T04:29:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7c8e81c40a225a8c4f0541acb3a9f936d769d9c",
          "body": "* Counters are metrics that track the number of times an event occurs. It's\nmonotonically increasing over time.\n\n* Scalars are metrics that track a single value at a given time, for example,\navailable memory size. It does not accumulate over time like counters.\n\n* Distributions are metrics that track the distribution of a numerical value.\nFor example, the latency of an operation.\n\nPiperOrigin-RevId: 816976497",
          "is_bot": false,
          "headline": "Formalize monitoring metrics: Counter, Scalar and Distributions.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-09T03:14:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a1e8b45a3982a727f9abfbf87a2ef5882ccb055",
          "body": "…duration`.\n\nPiperOrigin-RevId: 814384615",
          "is_bot": false,
          "headline": "[pg.monitoring] Handle empty error with `pg.monitoring.Scalar.record_…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T21:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef07d6af69fcbeb6b983a5a458375326c0344ead",
          "body": "PiperOrigin-RevId: 814368980",
          "is_bot": false,
          "headline": "[pg.monitoring] Scalar.record_duration to optionally track error.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T20:45:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46304868d813ddcce575163a58d9579844f340da",
          "body": "PiperOrigin-RevId: 814064958",
          "is_bot": false,
          "headline": "Add `pg.monitoring.Scalar.record_duration()`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-10-02T05:02:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9edd54ca5d16218ec264e9636e86136d2e0afc4",
          "body": "…() by providing an empty dict as a fallback.\n\nPiperOrigin-RevId: 813104024",
          "is_bot": false,
          "headline": "This change ensures that hyper_dict is not None before calling .items…",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-09-30T06:11:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a187bafd52d2cc0843679f977633c2826a92991",
          "body": "…ecution.\n\n```python\ncollection = pg.monitoring.metric_collection('/myapp')\nfoo = collection.get_counter('foo', 'description for foo')\nassert foo.increment() == 1\n\nbar = collection.get_scalar('bar', 'description for bar', parameters={'module': str})\nbar.record(10, module='module1')\nassert bar.distribution(module='module1').mean == 10.0\n```\nPiperOrigin-RevId: 811946930",
          "is_bot": false,
          "headline": "Introduce `pg.monitoring`: MetricCollection for monitoring program ex…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-26T21:01:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4c17fe82eeee8bb84fa4d37484a0c51292f4396",
          "body": "This allows user to redirect loggers to custom IOs.\n\nPiperOrigin-RevId: 811115465",
          "is_bot": false,
          "headline": "Introduce `pg.logging.use_stream`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-25T01:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6819c42469f36e31eab2ff09d3f18c3dd33c8d1",
          "body": "PiperOrigin-RevId: 805921677",
          "is_bot": false,
          "headline": "Extract `pg.match_error` from `pg.catch_errors`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-09-11T18:34:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c080ff49620cd427c7230fa5e9bdd24cb9582e55",
          "body": "PiperOrigin-RevId: 786880724",
          "is_bot": false,
          "headline": "`JsonConvertible.add_module_alias` to support multiple aliases",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-24T23:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f38cad20384fdcc6eb848284e82e6934e2f1aaa",
          "body": "PiperOrigin-RevId: 783503779",
          "is_bot": false,
          "headline": "Merge pull request #372 from google:daiyip-patch-1",
          "author_name": "pyglove authors",
          "author_login": null,
          "committed_at": "2025-07-15T22:58:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f4c7f73dd41c9c814b94f0c374db1a30efc65e5",
          "body": null,
          "is_bot": false,
          "headline": "Bump PyGlove dev version to 0.5.0",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-15T19:11:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d655ea0f60c22add8a43fe3024ce1801bdc27e78",
          "body": "PiperOrigin-RevId: 782393896",
          "is_bot": false,
          "headline": "Python 3.13 Support.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T20:43:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4809eb5314420d1969c7528b43ac80a304fa9c92",
          "body": null,
          "is_bot": false,
          "headline": "Python 3.13 support",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-07-12T17:33:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "976ecbfb2800d7119ef835feec8c37a00ac05419",
          "body": "…ues=True`.\n\n`np.ndarray == <number>` will return a `np.ndarray` which does not evaluate to a bool value. By putting `field.default_value` on the left, the `__eq__` method of `field.default_value` will take higher priority than `np.ndarray.__eq__`.\n\nPiperOrigin-RevId: 761832755",
          "is_bot": false,
          "headline": "Make `pg.to_json` compatible with `np.ndarray` with `hide_default_val…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-22T07:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e55ea669df8dce6b2fdb1f92494da1ca080b7445",
          "body": "PiperOrigin-RevId: 759654174",
          "is_bot": false,
          "headline": "Expose `pg.ErrorInfo`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T16:57:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28c9b51d35d4390ae68e0487d6428e7754d32272",
          "body": "Previous pg.utils.ErrorInfo is not HTML friendly. To fix this issue, we introduce\nsymbolic ErrorInfo class. Besides HTML support, it inherits all the benefits of PyGlove objects, e.g. automatic serialization support, flexible formatting, symbolic traversal etc.\n\nThis CL also fix pytype errors for python files under docs.\n\nPiperOrigin-RevId: 759385485",
          "is_bot": false,
          "headline": "Introduce symbolic ErrorInfo.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-16T01:23:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7390c120b0c173ee73c97c239c7668def226723",
          "body": "```python\nclass Foo(metadata=abc.ABCMeta):\n  @property\n  @abc.abstractmethod\n  def bar(self):\n    pass\n\nclass Bar(pg.Object, Foo):\n  # `bar` will introduce property `bar` that overrides the abstract `Foo.bar`.\n  bar: int\n\nassert Bar(1).bar == 1\n```\n\nPiperOrigin-RevId: 759224544",
          "is_bot": false,
          "headline": "Allow symbolic attribute to override abstract properties.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-15T18:18:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9018f2589b4ef861a02100bb03b67e07187e5509",
          "body": "```python\nclass A(pg.Object):\n  x: int\n  y: str\n\n# Schema to JSON schema.\nA.__schema__.to_json_schema()\n\n# ValueSpec to JSON schema.\nA.__schema__['x'].value.to_json_schema()\n```\n\nPiperOrigin-RevId: 754047380",
          "is_bot": false,
          "headline": "Add PyGlove schema to JSON Schema conversion.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-05-02T17:16:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1f94c9120ce50db9180f618bfbaf44a6c72a86e",
          "body": "To make composition of child HTML elements easier, we make\n1. Html.element to support nestable list of child elements.\n2. LabelGroup to support nestable list of Labels that contains None.\n3. TabControl to support nestable list of Tabs that contains None. `select` supports name and name list.\n\nPiperOrigin-RevId: 752953428",
          "is_bot": false,
          "headline": "Enhancement to PyGlove HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-30T01:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb9964e8651f363a93273dde0d1a1769ddca9f58",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 752777826",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-29T16:59:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b9c25fb57b76a1669cec783dca343e77fb37f05",
          "body": "PiperOrigin-RevId: 752414465",
          "is_bot": false,
          "headline": "Automated Code Change",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2025-04-28T19:55:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0086afd0220248732973ed485749f3a70fde46",
          "body": "…pers.\n\nPiperOrigin-RevId: 751851424",
          "is_bot": false,
          "headline": "Add `pg.logging.register_frame_to_skip` to better support logger wrap…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-26T23:04:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f0aa14a8fa3e83d09cf605687f51150bea87dba",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750812311",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Joe Richey",
          "author_login": "josephlr",
          "committed_at": "2025-04-24T02:31:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9209f971c82736d5e569a933a4410dc8a4bbc121",
          "body": "Allow passing `is_noneable` and `use_none_as_default` arguments. We also unset the default value for Union converted from annotation without default value.\n\nPiperOrigin-RevId: 750779137",
          "is_bot": false,
          "headline": "Enhancing `pg.typing.ValueSpec.noneable()`",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-24T00:24:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29591ea564770b0080fb12aae15b6c4c60571fb9",
          "body": "Also `pg.print` now supports variable positional arguments.\n\nPiperOrigin-RevId: 750352628",
          "is_bot": false,
          "headline": "`pg.format` to handle recursive structures.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-22T22:44:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3ad22583c65e630a5dfb8ff524789e91e19ced4",
          "body": "This allows exceptions like SystemExit to be caught from bad code.\n\nPiperOrigin-RevId: 749911071",
          "is_bot": false,
          "headline": "Catch BaseException for pg.coding.evaluate.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-04-21T21:02:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86aad872fc60c8c16ee64e8b8e414e0e6c68b3f2",
          "body": "PiperOrigin-RevId: 740822511",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-26T17:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd75005974e56fd64e446633832afc949e7bef90",
          "body": "PiperOrigin-RevId: 739010067",
          "is_bot": false,
          "headline": "Set the default file/sequence permissions to world readable.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-21T01:39:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e8981da77f89b8743659998b0a7336fa54d91f8",
          "body": "… default.\n\nPiperOrigin-RevId: 736539531",
          "is_bot": false,
          "headline": "Set the default value of arg `exist_ok` for `pg.io.mkdirs` to True by…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-03-13T16:50:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65c7e520cb8aa0ca5c8bf7d7f1cc9ab72123d5b2",
          "body": "PiperOrigin-RevId: 723558958",
          "is_bot": false,
          "headline": "Improve annotation inference to be compatible with module reloading.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-05T18:17:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97d6446a2dea91c67f5f39335e0509573ccb8cdd",
          "body": "With this CL, PyGlove is compatible with `__future__.annotations`.\nFor example:\n\n```python\nfrom __future__ import annotations\n\nclass A(pg.Object):\n  child: A | None\n```\n\nPiperOrigin-RevId: 723114026",
          "is_bot": false,
          "headline": "pg.typing to support `__future__.annotations`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-04T17:20:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50d8a38b0328222c2570c95c93caf934b7354966",
          "body": "Protocol is a special base class, which cannot be tested via `issubclass` and `isinstance` (without @typing.runtime_checkable). Before this change, PyGlove does not treat Protocol subclasses correctly for typing. This CL fixes this by:\n1) pg.typing.is_subclass(cls, protocol_cls) always returns True \n[…]\n\nclass Foo(Protocol):\n  def __call__(self) -> int:\n    ...\n\nclass A(pg.Object):\n  foo: Foo\n\nclass Bar:\n  def __call__(self) -> int:\n   return 0\n\nA(Bar()) # Will work.\n```\n\nPiperOrigin-RevId: 722370929",
          "is_bot": false,
          "headline": "`pg.typing` to support Protocol subclassses.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-02-02T17:32:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c8c5d1ca9e5a750ed828b07c0668bc56da30dd94",
          "body": "… at the last expression.\n\nPiperOrigin-RevId: 721812914",
          "is_bot": false,
          "headline": "`pg.coding.evaluate`: Fix raise when attribute assignment takes place…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-31T18:09:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddeb5932ba0c26cdc58e76f99800726bf644f974",
          "body": "PiperOrigin-RevId: 718981795",
          "is_bot": false,
          "headline": "Fix stuck multiprocessing sandbox on large STDOUT.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-23T21:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d31a11938dabb9f518cf41986e9d3e469b6161f7",
          "body": "PiperOrigin-RevId: 716236530",
          "is_bot": false,
          "headline": "cleanup of deprecated test methods",
          "author_name": "PyGlove Authors",
          "author_login": null,
          "committed_at": "2025-01-16T15:59:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "063caf94dd80587954d9206126e382760ace7d34",
          "body": "…narios.\n\n```\nclass A(pg.Object):\n  x: str\n\n  def foo(self):\n    return 1\n\nclass B(A):\n  pass\n\nclass C(pg.Object):\n  x: Literal['a', 'b']\n\n  def foo(self):\n    return 2\n\nclass D(B, C):\n  pass\n\n# D.foo will be C.foo.\n# Like-wise, D.x shall be Literal['a', 'b'] as B doesn't override A.x.\n# Before this CL D.x is str (B takes precedence of C in multi-inheritance order).\n```\n\nPiperOrigin-RevId: 716220803",
          "is_bot": false,
          "headline": "Fix symbolic attribute inheritance behavior for multi-inheritance sce…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T15:03:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba91fc783b079bc8fb783256a00d6c3bf0a7c670",
          "body": "Contextual objects are objects whose attribute values could be manipulated by context manager `pg.contextual_override` and/or accessed from parent objects via `pg.contextual_attribute` placeholder.\n\nExample:\n\n```\nclass A(pg.ContextualObject):\n  x: int\n  y: Any = pg.contextual_attribute()\n\na = A(1)\nprint(a.x) # 1\nwith pg.contextual_override(x=2):\n  print(a.x) # 2\nprint(a.x) #1\n\npg.Dict(y=3, a=a)\nprint(a.y) # 3. (Accessing parent's y)\n```\n\nPiperOrigin-RevId: 716013142",
          "is_bot": false,
          "headline": "Introduce `pg.ContextualObject`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-16T01:35:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "264cfa133d400aeb3b6df548f8df6b317d0565d8",
          "body": "With this change, the following code is valid, and the reported elapsed time for the 'task' status will be aggregated accordingly.\n\n```\n  with pg.timeit() as t:\n    with pg.timeit('task'):\n      time.sleep(1)\n    time.sleep(1)\n    with pg.timeit('task'):\n      time.sleep(1)\n  print(t.status()['task'].elapse)\n  # Will print a number around 2.\n```\n\nPiperOrigin-RevId: 715540752",
          "is_bot": false,
          "headline": "`pg.time` now supports aggregating sub-timers with the same name.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-14T22:53:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20cf7607bb2bdb1edc8c51a039d3461a09ca7c8e",
          "body": "PiperOrigin-RevId: 715083241",
          "is_bot": false,
          "headline": "Expose `lf.coding.permission` and `lf.coding.maybe_sandbox_call`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-13T21:16:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faca119a9c80361e8bbe4c0d91d23ddd4a3f8572",
          "body": "PiperOrigin-RevId: 713385689",
          "is_bot": false,
          "headline": "Expose `pg.colored` and `pg.decolor` from the root module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T20:52:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23ca0c221051622a9f95d2c95e5988c8e2443473",
          "body": "…ontrol.\n\nPiperOrigin-RevId: 713290439",
          "is_bot": false,
          "headline": "`pg.coding`: Add support for Python code evaluation with permission c…",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-08T15:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1125d6dc869ac64820954bdc0bd98d81ca1b5f4b",
          "body": "PiperOrigin-RevId: 713009923",
          "is_bot": false,
          "headline": "Add `pg.utils.text_color` submodule.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-07T20:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3f06ae0b764419843cbd2e49db7ca2db0eabac0",
          "body": "Currently this sub-module has been expanded with utilities beyond dealing with objects. This rename allows better organization of code.\n\n`pg.object_utils` is kept as an alias to `pg.utils` for backward-compatibility.\n\nPiperOrigin-RevId: 712329689",
          "is_bot": false,
          "headline": "Rename `pg.object_utils` sub-module to `pg.utils`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-06T00:00:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4e5373717e2ace65a9880de4ef2609b72f4f90f",
          "body": "Move `make_function` from `pg.object_utils` to `pg.coding`.\n\nPiperOrigin-RevId: 711543408",
          "is_bot": false,
          "headline": "Introduce `pg.coding` sub-module.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2025-01-02T23:50:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "feb3d56ac1ffa6a8f89c439e46b043cab55ea95c",
          "body": "PiperOrigin-RevId: 708384259",
          "is_bot": false,
          "headline": "Retire `pg.Object.schema` and `pg.Object.type_name`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-20T19:46:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "005ec584be43146d0306dfbaa72b4fb1ce451080",
          "body": "- Support using `typing.ClassVar` to annotate class-level attributes.\n- Support using `typing.Final` to annotate frozen field.\n- Support using `pg.Ref[Type]` for automatic conversion of symbolic object to `pg.Ref` object.\n- Add `pg.typing.ValueSpec.__call__` as a shortcut to instantiate values of the spec, so `pg.typing.ValueSpec` could be used as types.\n\nPiperOrigin-RevId: 706239534",
          "is_bot": false,
          "headline": "Enhancements to PyGlove's typing system.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T17:37:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "120e8bd6533b51181b29254fa26fb91d0a376394",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 706121854",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-14T06:43:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31153b10190ad9f962f152b239e7bf7ea2869f6d",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705925836",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Yifeng Lu",
          "author_login": "yifenglou",
          "committed_at": "2024-12-13T18:27:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06a636328dc356ee88893d3d093f13f454e7e3c5",
          "body": "This CL also allows serializing/deserializing dict of int keys through `pg.to_json_str` and `pg.from_json_str`.\n\nPiperOrigin-RevId: 705885077",
          "is_bot": false,
          "headline": "pg.Dict to support int keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-13T16:02:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "212ce7def611f1707173b51e6a66a5c6df49f8d2",
          "body": "PiperOrigin-RevId: 705357818",
          "is_bot": false,
          "headline": "Add \"View PyGlove Objects in HTML\" notebook in examples.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-12T05:32:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcb53ebafd539e412ae0e6c730b8cf754e65108f",
          "body": "* `pg.views.html.controls.Label`:\n  - Use `<span>` for labels without links, so it better supports nesting.\n* `pg.views.html.controls.TabControl`:\n  - Add an optional 'name' to `Tab` so we could select that tab by name.\n  - Add `insert` method.\n  - Add `select` method.\n\nPiperOrigin-RevId: 705147063",
          "is_bot": false,
          "headline": "Enhance HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-11T18:10:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b06665b00103338f5163af48f05ccc7969812af",
          "body": "PiperOrigin-RevId: 704729105",
          "is_bot": false,
          "headline": "Tune CSS for Tab control.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-10T16:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e0ff933d1e826d9553b084bed0c2a83c124c5d3",
          "body": "* `lf.views.html.controls.Control`: supports HTML/CSS injection with javascript.\n* `lf.views.html.controls.Label`: supports dynamic update of CSS classes.\n* `lf.views.html.controls.TabControl`:\n  - Supports `css_classes`\n  - Allow dynamic addition of new tabs.\n  - Avoid \"float: left\" for vertical tabs.\n  - Upgraded UI.\n\nPiperOrigin-RevId: 704409321",
          "is_bot": false,
          "headline": "Enhancements to HTML controls.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-12-09T22:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0adebc9aac237d5e22b87d1317e0df3fce7bb86c",
          "body": "For example, previously Foo(x={'a.x': 1}) will be serialized as `Foo(x={'a': {'x': 1}}`, which is not intended. This is due to `object_utils.merge` tries to unflatten keys with '.' and '[]'.\n\nPiperOrigin-RevId: 696248561",
          "is_bot": false,
          "headline": "Fix serialization of `pg.Object` with child dict with non-standard keys.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T21:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016992e089261bd0b466eb4384edffcf766db5c9",
          "body": "PiperOrigin-RevId: 696225509",
          "is_bot": false,
          "headline": "Allow serialization of `pg.Ref` with `pg.to_json()`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T20:11:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc26ae1e491935a6461d205a380bef7c9e7a32dc",
          "body": "PiperOrigin-RevId: 696216964",
          "is_bot": false,
          "headline": "Better handle `pg.Symbolic.sym_nondefaults` on dicts without schema.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-13T19:48:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28a8f3c693c3a6610ccae46e4c6717cc9bda6bb4",
          "body": "PiperOrigin-RevId: 694420303",
          "is_bot": false,
          "headline": "Added suppressions for pytype --none-is-not-bool.",
          "author_name": "Martin Huschenbett",
          "author_login": null,
          "committed_at": "2024-11-08T10:31:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38a92a18d2c1a4d2e173f9b5a0eb802440326dc2",
          "body": "- Label to allow specification of 'target' for links.\n- Tab to support multiple TabControls in the same page.\n\nPiperOrigin-RevId: 693745093",
          "is_bot": false,
          "headline": "Minor enhancements to `lf.views.html.controls`.",
          "author_name": "Daiyi Peng",
          "author_login": "daiyip",
          "committed_at": "2024-11-06T16:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
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        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 67,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 9/30 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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:pyglove@0.4.5 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:pyglove@0.4.5",
                  "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": 6
            },
            "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": 30,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.46,
              "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": "46 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 24.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 46,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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 agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 131170,
              "source_files_sampled": 241,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/241 source files over 60KB",
                "points": 53.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 241,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "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? 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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:48:34.421399Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/pyglove.svg",
  "full_name": "google/pyglove",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.27.0 — vollständige Methodik · Metriken-Wiki.

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