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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-27 05:57 UTC

cloudwego / eino

The ultimate LLM/AI application development framework in Go.

GoApache-2.0★ 12.482 Sterne⑂ 1.039 Forksseit Dez. 2024Auf GitHub ansehen ↗

cloudwego/eino erreicht einen Gesundheitsindex von 83 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (100/100) ab, am schwächsten bei Security (65/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

83
gesamt / 100
Gut

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.

83
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

CloudWeGoOrganisation
5.051 Follower46 öffentliche Reposseit Feb. 2021

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/cloudwego/einov0.9.13-219vor 5 Tagen

Metriken nach Kategorie

Vitalität

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

100Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
36/36Commit-Rhythmus — 52/52 Wochen mit Commits
18/18Commit-Volumen — 284 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year284
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 5 Tagen
27/27Release-Rhythmus — ein Release etwa alle 3,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count100
latest_release_tagv0.9.13
releases_from_tagsnein
days_since_latest_release5
mean_days_between_releases3,3
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?

94Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
60/60Stars — 12.482 Stars
25/25Forks — 1.039 Forks
10.3/15Watcher — 73 Watcher
Verwendete Eingangsdaten
forks1.039
stars12.482
watchers73
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
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

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

76Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
15.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 30 % der Commits
13.5/13.5Breite der Beitragenden — 38 Beitragende
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Verwendete Eingangsdaten
bus_factor2
contributors_sampled38
top_contributor_share0,299
Wie die Bewertung erfolgt
35.8/46.8Issue-Lösungsquote — 77 % der Issues geschlossen
30.5/38.3PR-Annahme — 577/724 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs577
open_issues89
closed_issues292
issue_closed_ratio0,766
closed_unmerged_prs147
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 5.051 Follower von cloudwego
23/25Kontohistorie — 46 öffentliche Repos, Kontoalter ca. 5 Jahre
Verwendete Eingangsdaten
followers5.051
owner_typeOrganization
is_verified
owner_logincloudwego
public_repos46
account_age_days1.985

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 5 Tagen
20/20Versionshistorie — 219 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/cloudwego/eino
ecosystemsgo
any_deprecatednein
min_days_since_publish5

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .golangci.yaml
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://www.cloudwego.io/docs/eino/
10/10Repository-Beschreibung
10/10Topics — 7 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsai, langchaingo, ai-application, llm-application, langchain-for-go, ai-framework, langchain
has_wikinein
homepagehttps://www.cloudwego.io/docs/eino/
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

65Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
3.5/5SAST — SAST tool is not run on all commits -- score normalized to 7
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): 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
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories3
affected_packages2
assessed_packages38
unassessed_packages0
affected_by_severityhigh 1, unknown 1
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 38 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

71Gut · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
15/15Maschinenlesbare Doku (llms.txt) — llms.txt vorhanden
40/40Lesbare Commit-Historie — 96 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtja
legible_history_share0,96
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
12.6/18Bootstrap mit einem Befehl — go.mod (Toolchain-Konvention, kein Task-Runner)
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .golangci.yaml
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — lockfile
6/10Belegte Agentenpraxis — 3 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfilenein
typed_languageja
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,03
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
52.2/55Handhabbare Dateigrößen — 17/340 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes182.161
source_files_sampled340
oversized_source_files17

Eckdaten

12.482GitHub-Sterne
38Mitwirkende
284Commits, letzte 12 Monate
0Tage seit letztem Push
100Releases
2Bus-Faktor
89offene Issues
GoPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 1.039 ⇿
0Sterne
1.039Forks
100Releases

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.

Es wird nur die jüngste Historie angezeigt — dieses Repository überschreitet das Erfassungsfenster, sodass die früheste Historie nicht erfasst wird.

02004006008001.0001.2001.039282025-022025-112026-07
Major 0Minor 1Patch 46

Jeder Punkt umfasst 2 Tage.

OpenSSF Scorecard 5.6 / 10
5.6Gesamtwert

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).Scorecard v5.5.0 · 2026-07-27 05:57 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
7SASTSAST tool is not run on all commits -- score normalized to 7
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Direkte Abhängigkeiten 11
RegistryPaketVersionsvorgabeManifest
Gogithub.com/bmatcuk/doublestar/v4v4.10.0go.mod
Gogithub.com/bytedance/sonicv1.15.0go.mod
Gogithub.com/eino-contrib/jsonschemav1.0.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/nikolalohinski/gonjav1.5.3go.mod
Gogithub.com/slongfield/pyfmtv0.0.0-20220222012616-ea85ff4c361fgo.mod
Gogithub.com/smartystreets/goconveyv1.8.1go.mod
Gogithub.com/stretchr/testifyv1.10.0go.mod
Gogithub.com/wk8/go-ordered-map/v2v2.1.8go.mod
Gogo.uber.org/mockv0.4.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Alle Abhängigkeiten 38

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 11 direkte und 27 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
Gogithub.com/bmatcuk/doublestar/v4v4.10.0direkt
Gogithub.com/bytedance/sonicv1.15.0direkt
Gogithub.com/eino-contrib/jsonschemav1.0.3direkt
Gogithub.com/google/uuidv1.6.0direkt
Gogithub.com/nikolalohinski/gonjav1.5.3direkt
Gogithub.com/slongfield/pyfmtv0.0.0-20220222012616-ea85ff4c361fdirekt
Gogithub.com/smartystreets/goconveyv1.8.1direkt
Gogithub.com/stretchr/testifyv1.10.0direkt
Gogithub.com/wk8/go-ordered-map/v2v2.1.8direkt
Gogo.uber.org/mockv0.4.0direkt
Gogopkg.in/yaml.v3v3.0.1direkt
Gogithub.com/bahlo/generic-list-gov0.2.0indirekt
Gogithub.com/buger/jsonparserv1.1.1indirekt
Gogithub.com/bytedance/gopkgv0.1.3indirekt
Gogithub.com/bytedance/sonic/loaderv0.5.0indirekt
Gogithub.com/cloudwego/base64xv0.1.6indirekt
Gogithub.com/davecgh/go-spewv1.1.1indirekt
Gogithub.com/dustin/go-humanizev1.0.1indirekt
Gogithub.com/goph/emperrorv0.17.2indirekt
Gogithub.com/gopherjs/gopherjsv1.17.2indirekt
Gogithub.com/json-iterator/gov1.1.12indirekt
Gogithub.com/jtolds/glsv4.20.0+incompatibleindirekt
Gogithub.com/klauspost/cpuid/v2v2.2.9indirekt
Gogithub.com/mailru/easyjsonv0.7.7indirekt
Gogithub.com/modern-go/concurrentv0.0.0-20180306012644-bacd9c7ef1ddindirekt
Gogithub.com/modern-go/reflect2v1.0.2indirekt
Gogithub.com/pelletier/go-toml/v2v2.0.9indirekt
Gogithub.com/pkg/errorsv0.9.1indirekt
Gogithub.com/pmezard/go-difflibv1.0.0indirekt
Gogithub.com/sirupsen/logrusv1.9.3indirekt
Gogithub.com/smarty/assertionsv1.15.0indirekt
Gogithub.com/twitchyliquid64/golang-asmv0.15.1indirekt
Gogithub.com/yargevad/filepathxv1.0.0indirekt
Gogolang.org/x/archv0.11.0indirekt
Gogolang.org/x/expv0.0.0-20230713183714-613f0c0eb8a1indirekt
Gogolang.org/x/sysv0.29.0indirekt
Gogolang.org/x/termv0.28.0indirekt
Gogopkg.in/check.v1v1.0.0-20180628173108-788fd7840127indirekt
Abhängigkeits-Advisories 2

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 38 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 2 tragen bekannte Advisories, davon 0 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
github.com/buger/jsonparserv1.1.1indirekthoch21.1.2
golang.org/x/sysv0.29.0indirektunbekannt10.44.0

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

JSON-Rohbericht maschinenlesbar
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      "is_fork": false,
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          "tag": "v0.9.13",
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        {
          "tag": "v0.10.0-alpha.12",
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          "published_at": "2026-07-14T09:37:52Z"
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        {
          "tag": "v0.10.0-alpha.11",
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        {
          "tag": "v0.9.12",
          "kind": "patch",
          "published_at": "2026-06-29T13:03:13Z"
        },
        {
          "tag": "v0.9.11",
          "kind": "patch",
          "published_at": "2026-06-29T09:58:37Z"
        },
        {
          "tag": "v0.10.0-alpha.9",
          "kind": "prerelease",
          "published_at": "2026-06-26T10:05:39Z"
        },
        {
          "tag": "v0.9.10",
          "kind": "patch",
          "published_at": "2026-06-26T09:49:39Z"
        },
        {
          "tag": "v0.10.0-alpha.8",
          "kind": "prerelease",
          "published_at": "2026-06-22T11:18:21Z"
        },
        {
          "tag": "v0.10.0-alpha.7",
          "kind": "prerelease",
          "published_at": "2026-06-22T07:41:59Z"
        },
        {
          "tag": "v0.9.9",
          "kind": "patch",
          "published_at": "2026-06-17T02:55:34Z"
        },
        {
          "tag": "v0.10.0-alpha.6",
          "kind": "prerelease",
          "published_at": "2026-06-17T00:25:54Z"
        },
        {
          "tag": "v0.10.0-alpha.5",
          "kind": "prerelease",
          "published_at": "2026-06-16T07:32:26Z"
        },
        {
          "tag": "v0.9.8",
          "kind": "patch",
          "published_at": "2026-06-15T11:39:20Z"
        },
        {
          "tag": "v0.9.7",
          "kind": "patch",
          "published_at": "2026-06-15T04:26:51Z"
        },
        {
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          "author_login": "redflyingfish",
          "committed_at": "2026-06-11T01:58:45Z",
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          "is_coding_agent": false
        },
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          "oid": "c2334bc970c698cd5ae45d810e5c9b839840c43c",
          "body": "In needFailover, check for compose.ExtractInterruptInfo before\nproceeding with failover logic. Interrupt errors should not\ntrigger failover since they represent a pause/resume flow rather\nthan an actual failure.",
          "is_bot": false,
          "headline": "fix(adk): skip failover when error contains interrupt info (#1065)",
          "author_name": "Ryo",
          "author_login": "fanlv",
          "committed_at": "2026-06-10T07:15:08Z",
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        },
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          "is_bot": false,
          "headline": "feat(schema): wire OpenAI ReasoningExtension into Reasoning block (#1…",
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          "author_login": "mrh997",
          "committed_at": "2026-06-10T02:35:56Z",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "fix(adk): preserve resume checkpoint state (#1060)",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-06-05T06:10:48Z",
          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "refactor: streamline summarization finalizers (#1054)",
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          "author_login": "mrh997",
          "committed_at": "2026-06-02T06:28:07Z",
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        },
        {
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          "body": "…… (#1052)\n\n* refactor: Only consider subsequent tool result messages after the tool call message\n\n* refactor: optimize the comment\n\n* chore: add more test cases",
          "is_bot": false,
          "headline": "refactor: Only consider subsequent tool result messages after the too…",
          "author_name": "YellowDusk04",
          "author_login": "YellowDusk04",
          "committed_at": "2026-05-29T09:05:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "749128336c522842dc4818a3fd3ccf3d83fbd5c1",
          "body": "* refactor: reimplement tool patching via reverse traversal\n\nOptimize dangling tool calls patch logic by reverse iteration, use set to record finished tool calls, simplify internal implementation.\n\n* refactor: simplify the code\n\n* fix: remove package 'maps'\n\n* fix: simplify the code",
          "is_bot": false,
          "headline": "refactor: reimplement tool patching via reverse traversal (#1050)",
          "author_name": "YellowDusk04",
          "author_login": "YellowDusk04",
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        },
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          "body": "Change-Id: I4d42e16cd420690625342d5097df4dbcae07cb8b",
          "is_bot": false,
          "headline": "fix(adk): set streaming meta for agentic tool chunks",
          "author_name": "shentong.martin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-28T09:40:30Z",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "feat(components): support call-time index option (#1047)",
          "author_name": "tangchaojun-bytedance",
          "author_login": "tangchaojun-bytedance",
          "committed_at": "2026-05-28T09:26:31Z",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "feat: enhance code reusability in summarization (#1037)",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-27T12:36:50Z",
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          "body": null,
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          "author_login": "fanlv",
          "committed_at": "2026-05-24T03:39:10Z",
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          "oid": "28537fa4475ee408734f0b157dcd063916fe6389",
          "body": "… (#1040)\n\n* fix(adk): separate FailoverChatModel trace span from inner model span\n\nWhen ModelFailoverConfig is enabled, the failover proxy model was creating\na trace span with the same identity as the inner model, causing duplicate\n\"ChatModel\" entries in the trace view even without actual failover \n[…]\nl\") as the outer span, and create a proper\nchild RunInfo for the target model. This produces a clear trace hierarchy:\n\n  FailoverChatModel (wrapper span)\n    └── ChatModel [ep-xxx] (actual model span)",
          "is_bot": false,
          "headline": "fix(adk): separate FailoverChatModel trace span from inner model span…",
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          "author_login": "fanlv",
          "committed_at": "2026-05-20T13:42:56Z",
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        },
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          "oid": "a19b7e4190a1e637cc448be57d346378bfee9e36",
          "body": "Tighten BaseModel[M any] to BaseModel[M messageType] where messageType\nis a sealed union of *schema.Message | *schema.AgenticMessage. This\nprevents nonsensical instantiations like BaseModel[int] at compile time\nwhile remaining fully backward-compatible: external packages use the\ntype aliases BaseCha\n[…]\n, and direct instantiation\nwith the union members still compiles because Go checks structural\nsatisfaction regardless of constraint export status.\n\nChange-Id: I836012f7a0b7c3964b7e7b7979d982a7e0f8d540",
          "is_bot": false,
          "headline": "feat(components): add unexported messageType constraint to BaseModel",
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          "body": null,
          "is_bot": false,
          "headline": "fix: DefaultFinalizer return assistant message (#1034)",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
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          "oid": "0a9c677b2a6caff03feb92b502fa8c9b879f7350",
          "body": null,
          "is_bot": false,
          "headline": "fix(adk): preserve agentic tool search results (#1026)",
          "author_name": "tangchaojun-bytedance",
          "author_login": "tangchaojun-bytedance",
          "committed_at": "2026-05-19T10:04:07Z",
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          "body": null,
          "is_bot": false,
          "headline": "refactor(adk): fix staticcheck warnings across adk packages (#1033)",
          "author_name": "shentongmartin",
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          "is_bot": false,
          "headline": "refactor(adk): clarify turn loop preempt and stop lifecycles (#1030)",
          "author_name": "shentongmartin",
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          "is_bot": false,
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          "oid": "5d32c43db749a26e89e8d5755bf270a0b3a561b5",
          "body": "* fix: concat agentic response meta\n\n* feat: define Summarize method",
          "is_bot": false,
          "headline": "feat: define Summarize method (#1025)",
          "author_name": "mrh997",
          "author_login": "mrh997",
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          "headline": "feat(adk): define PopulateUserMessages utility for summarization mw (…",
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          "author_login": "mrh997",
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        },
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          "oid": "8d0e8e40a66e2c2232ee147654561fb9d995cb8f",
          "body": "…op (#1021)",
          "is_bot": false,
          "headline": "fix(adk): fix preempt contaminating InterruptedItems on subsequent St…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
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          "oid": "46548269ce2facaa7da80649b64b6f0a49f4fd20",
          "body": "…are (#1016)\n\n* feat(adk): optimize default token estimation in summarization middleware\n\nRefactor the default token counter to be role-aware and type-specific:\n- Split into estimateMessageTokens and estimateAgenticMessageTokens for\n  accurate per-field token estimation instead of using generic .Str\n[…]\nolCalls, ToolSearchResult,\n  and FunctionToolResult in token estimation\n- Rename getMsgTextContent to getUserMsgTextContent to clarify intent\n- Inline model response text extraction in finalizeSummary",
          "is_bot": false,
          "headline": "feat(adk): optimize default token estimation in summarization middlew…",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
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        {
          "oid": "25326939ebdbe0d171b660f228f6a8573d3e9db9",
          "body": null,
          "is_bot": false,
          "headline": "feat(adk): persist TurnLoop checkpoint on business interrupt (#1013)",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
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          "is_coding_agent": false
        },
        {
          "oid": "e64eebb47cccda010becba0ff942b93ef670474b",
          "body": "…ort (#1003)",
          "is_bot": false,
          "headline": "feat(adk): generify all remaining middlewares for AgenticMessage supp…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
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          "oid": "f7d52f1b0c0ed1ed005c0a8b7ffd49a4848c3920",
          "body": null,
          "is_bot": false,
          "headline": "fix: summarization failover count is off by one (#1015)",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "0db9d68f7f1d3511b6ed1f99a6164cc6f6e92450",
          "body": "feat(schema): refactor FunctionToolResult types and add streaming merge\n\n- Rename FunctionToolResultBlock to FunctionToolResultContentBlock\n- Rename FunctionToolResultBlockType constants (drop \"Type\" infix)\n- Rename Result field to Content across FunctionToolResult,\n  ServerToolResult, and MCPToolRe\n[…]\nth fail-fast consistency check\n- Text blocks with same index are concatenated; non-text blocks with\n  duplicate index return an error\n- Merge Extra fields via internal.ConcatItems for text aggregation",
          "is_bot": false,
          "headline": "feat(schema): add Type field to FunctionToolResultBlock (#1012)",
          "author_name": "Born",
          "author_login": "JonXSnow",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2f12d321ba77abe77e58cdbd079fe0deda6300cb",
          "body": null,
          "is_bot": false,
          "headline": "fix: ShouldRetry not called when no error during summarization (#1014)",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e68352e504331e2459aea985e19b4c2149857689",
          "body": "…1011)",
          "is_bot": false,
          "headline": "fix(adk): prevent TurnLoop stall after between-turns preempt drain (#…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
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        },
        {
          "oid": "6c428f2cfb1750d9159bb25dded6fd6d7df6e09a",
          "body": null,
          "is_bot": false,
          "headline": "chore: reduction close copied tool output stream (#1008)",
          "author_name": "N3ko",
          "author_login": "N3kox",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a96d1f8e308266d2345a809f75aea45a9bc5c98",
          "body": null,
          "is_bot": false,
          "headline": "feat(adk): deprecate SummarizeMessages (#1009)",
          "author_name": "mrh997",
          "author_login": "mrh997",
          "committed_at": "2026-05-19T10:04:07Z",
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        },
        {
          "oid": "b3a1d71e7aa2de07fe7eeba6b77ae36e9c5cdee3",
          "body": "…eep-copy (#1007)\n\nfix(serialization): ensure pointer-receiver MarshalJSON is invoked in InternalSerializer\n\nWhen InternalSerializer marshals a struct value that implements\njson.Marshaler via pointer receiver (e.g. *ToolInfo), rv.Interface()\nproduces a non-addressable copy. json.Marshal then cannot \n[…]\nd fields — causing ParamsOneOf data loss after deepCopyState\nduring interrupt/resume.\n\nFix: pass a pointer to json.Marshal by using rv.Addr() when addressable,\nor copying into reflect.New() otherwise.",
          "is_bot": false,
          "headline": "fix(serialization): fix ToolInfo.ParamsOneOf loss during checkpoint d…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
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        },
        {
          "oid": "76530b71f75402a0e0d9d906e4c84aaaafaa540b",
          "body": "…base\n\nSwap handler positions in InnermostGetsOriginalOutput subtests to match\nthe forward-iteration semantics from #1000. The tests assumed the old\nreverse-iteration order where handlers[0] was innermost.\n\nChange-Id: Ib319b3ea687870db9f69c4c93e1ee69369ea2fe8",
          "is_bot": false,
          "headline": "test(adk): fix handler order in EventSenderToolWrapper tests after re…",
          "author_name": "shentong.martin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
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        },
        {
          "oid": "318c6330222a1163337cb1891237b67edb52f51d",
          "body": null,
          "is_bot": false,
          "headline": "feat(adk): add AfterAgent hook to TypedChatModelAgentMiddleware (#1002)",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
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        {
          "oid": "9fa1e462ff54f349f541b6074f913a86b5b0f555",
          "body": null,
          "is_bot": false,
          "headline": "feat(adk): add eino-internal message ID via Message.Extra (#986)",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
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        },
        {
          "oid": "0caf6e8fecc7e0b56f4217c2c3c87bda44fa15be",
          "body": "…1004)\n\nrefactor(adk): build ToolsNodeConfig via shallow copy + field override\n\nReplace explicit field-by-field struct literals with a shallow copy of\nthe source ToolsNodeConfig followed by overriding only the fields that\nneed per-run isolation (Tools and ToolCallMiddlewares). New fields added\nto co\n[…]\neExecContext: shallow-copy a.toolsConfig.ToolsNodeConfig then\n  cloneSlice the Tools/ToolCallMiddlewares that will be appended to\n\nNo behavior change: every field is assigned the same value as before.",
          "is_bot": false,
          "headline": "feat(adk): build ToolsNodeConfig via shallow copy + field override (#…",
          "author_name": "Born",
          "author_login": "JonXSnow",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9d2d84b7605c73fc323c23654905271342ae56cb",
          "body": "…xt, and DeepAgent for AgenticMessage support (#988)",
          "is_bot": false,
          "headline": "feat(adk): generify ModelRetryConfig, ModelFailoverConfig, ModelConte…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa0586e67be7756607b711f3e1d1ff7fadaa08d0",
          "body": "Replace FunctionToolResult.Result string field with Blocks\n[]*FunctionToolResultBlock to uniformly represent all tool results\n(text-only and multimodal) as structured content blocks.\n\n- Add FunctionToolResultBlock type supporting text, image, audio,\n  video, and file content with String() method\n- R\n[…]\n- Convert MessageInputPart to FunctionToolResultBlock in compose layer\n- Update concatFunctionToolResults to merge via Blocks append\n- Add comprehensive tests for multimodal and streaming tool results",
          "is_bot": false,
          "headline": "feat(compose): unify FunctionToolResult with Blocks (#968)",
          "author_name": "Born",
          "author_login": "JonXSnow",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8f954e7eb97d2a428021e90e979172900b3a6a45",
          "body": "…terToolCallsHook option (#985)",
          "is_bot": false,
          "headline": "refactor(adk): replace AfterToolCallsRewriteState with per-run WithAf…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6886fbdbf12375bea4e1b565f19c8b0d18851a44",
          "body": "* feat(adk): validate pages parameter in MultiModalReadFileTool\n\n- Add validatePages function to check format (must be \"N\" or \"N-M\")\n- Reject invalid formats such as \"1-\", \"-5\", non-numeric values\n- Enforce end >= start and max 20 pages per request\n- Return validation error as ToolResult so the mode\n[…]\n Cover valid formats: single page, range, same start/end, max boundary\n- Cover invalid formats: trailing dash, leading dash, non-numeric, zero\n- Cover logic errors: end < start, range exceeds 20 pages",
          "is_bot": false,
          "headline": "feat(adk): validate pages parameter in MultiModalReadFileTool (#993)",
          "author_name": "Born",
          "author_login": "JonXSnow",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "daecd855ea44277ad6a4f5e9f1b600984e7dab4c",
          "body": "…es to BeforeModelRewriteState (#984)",
          "is_bot": false,
          "headline": "refactor(adk): move tool lists into agent state and migrate middlewar…",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f6a763f0ca85b61eeaa026e28854c02beec4d8b",
          "body": "feat(adk): add MultiModalRead with custom FileContentPart types\n\n- Define FileContentPartType, FileContentPart in filesystem package\n  to replace direct schema.ToolOutputPart dependency, supporting\n  only Image (bytes) and File (bytes) types\n- Add MultiModalReader interface and MultiModalReadRequest\n[…]\nse64 encoding buffer across multimodal parts via base64Encoder\n- Add tests for image, file, unsupported type, pages passthrough,\n  schema fields, custom desc, empty data error, nil result, and routing",
          "is_bot": false,
          "headline": "feat(adk): add EnhancedRead with custom FileContentPart types (#973)",
          "author_name": "Born",
          "author_login": "JonXSnow",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d16b4dd82df4088cea8383b91c3cddc35de64b16",
          "body": null,
          "is_bot": false,
          "headline": "feat(adk): integrate AgenticMessage into ADK (#920)",
          "author_name": "shentongmartin",
          "author_login": "shentongmartin",
          "committed_at": "2026-05-19T10:04:07Z",
          "body_truncated": false,
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              {
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                "max_points": 15
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          },
          {
            "key": "community_health",
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            "note": null,
            "notes": [],
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              "has_readme": true,
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              {
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                "details": [
                  {
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                  {
                    "code": "license_spdx",
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              {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
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        "metrics": [
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
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            "note": null,
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              "merged_prs": 577,
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              "issue_closed_ratio": 0.766,
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                "key": "issue_resolution",
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                "points": 35.8,
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                  {
                    "code": "issues_closed_share",
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                      "share": 77
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                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
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                "points": 15,
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                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
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              "followers": 5051,
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              "is_verified": null,
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              "public_repos": 46,
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            "components": [
              {
                "key": "ownership_backing",
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                "details": [
                  {
                    "code": "owner_organization",
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                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
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                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 5051,
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "46 public repos, account ~5 yr old",
                "points": 23,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 46
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/cloudwego/eino"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                ],
                "max_points": 25
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              {
                "key": "publish_recency",
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                "detail": "latest publish 5 days ago",
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                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "detail": "219 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 219
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                  }
                ],
                "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": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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              "has_ci": true,
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              "has_editorconfig": false,
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yaml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "detail": null,
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                "status": "missed",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
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            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
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                "llm-application",
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                "ai-framework",
                "langchain"
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              "has_wiki": false,
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            "components": [
              {
                "key": "readme",
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              {
                "key": "documentation_directory",
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              },
              {
                "key": "documentation_homepage_site",
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              {
                "key": "repository_description",
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              },
              {
                "key": "topics",
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                "details": [
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                ],
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              {
                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 56,
            "inputs": {
              "source": "openssf_scorecard",
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              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.6
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
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                "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": [],
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              },
              {
                "key": "code_review",
                "name": "Code-Review",
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                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "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): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 38 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 38
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 2,
              "assessed_packages": 38,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1, unknown 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "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": 38,
              "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": 4
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 0.96,
              "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": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "96 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 96,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
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              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
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            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "go.mod"
                    }
                  }
                ],
                "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": ".golangci.yaml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yaml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 97,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 182161,
              "source_files_sampled": 340,
              "oversized_source_files": 17
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "17/340 source files over 60KB",
                "points": 52.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 340,
                      "oversized": 17
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": "2026-07-27T05:57:54.762500Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/cloudwego/eino.svg",
  "full_name": "cloudwego/eino",
  "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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