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Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 21:18 UTC

janeapp / riffer

The all-in-one Ruby framework for building AI-powered applications and agents.

RubyMIT★ 11 Sterne⑂ 6 Forksseit Dez. 2025Auf GitHub ansehen ↗

janeapp/riffer erreicht einen Gesundheitsindex von 72 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (90/100) ab, am schwächsten bei Community & Adoption (48/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

72
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.

72
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

JaneOrganisation
41 Follower30 öffentliche Reposseit Feb. 2018

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
RubyGemsriffer0.38.0-51vor 0 Tagen

Metriken nach Kategorie

Vitalität

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

90Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
20.1/36Commit-Rhythmus — 29/52 Wochen mit Commits
18/18Commit-Volumen — 330 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year330
human_commit_share0,48
days_since_last_push0
active_weeks_last_year29

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 53 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 5,4 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count53
latest_release_tagriffer/v0.38.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases5,4
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?

48Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
16.2/60Stars — 11 Stars
5.8/25Forks — 6 Forks
0/15Watcher — 1 Watcher
Verwendete Eingangsdaten
forks6
stars11
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein
Wie die Bewertung erfolgt
51.1/80Downloads gesamt — 82.499 Downloads insgesamt über rubygems
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesriffer
dependents
ecosystemsrubygems
total_downloads82.499
monthly_downloads
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

69Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
3.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 83 % der Commits
6.8/13.5Breite der Beitragenden — 5 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled5
top_contributor_share0,831
Wie die Bewertung erfolgt
46.8/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
35.7/38.3PR-Annahme — 332/356 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs332
open_issues0
closed_issues11
issue_closed_ratio1
closed_unmerged_prs24
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
11.7/25Reichweite des Inhabers — 41 Follower von janeapp
22.9/25Kontohistorie — 30 öffentliche Repos, Kontoalter ca. 8 Jahre
Verwendete Eingangsdaten
followers41
owner_typeOrganization
is_verified
owner_loginjaneapp
public_repos30
account_age_days3.072

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf rubygems
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 51 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesriffer
ecosystemsrubygems
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — http://docs.riffer.ai/
10/10Repository-Beschreibung
10/10Topics — 4 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsagents, ai, llm, ruby
has_wikinein
homepagehttp://docs.riffer.ai/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

74Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,7
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): 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_packages1
assessed_packages102
unassessed_packages15
affected_by_severityhigh 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. 102 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 15 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. 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.

60Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md, CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 48 von 48 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes1.897
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — lockfile
10/10Belegte Agentenpraxis — 42 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 39 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesGemfile.lock
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,42
toolchain_manifests
dependency_bot_commit_share0,39
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Ruby ohne Typprüfungs-Konfiguration
54.5/55Handhabbare Dateigrößen — 2/212 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageRuby
largest_source_bytes116.580
source_files_sampled212
oversized_source_files2
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

11GitHub-Sterne
5Mitwirkende
330Commits, letzte 12 Monate
0Tage seit letztem Push
53Releases
1Bus-Faktor
0offene Issues
RubyGemsPaket-Ökosysteme

Weitere Details

Stern- und Fork-Verlauf 11 ★ / 6 ⇿
11Sterne
6Forks
33Releases

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.

024681010612026-022026-042026-07
Major 0Minor 0Patch 0
OpenSSF Scorecard 6.7 / 10
6.7Gesamtwert

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 · 2026-07-21 21:18 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direkte Abhängigkeiten 5
RegistryPaketVersionsvorgabeManifest
RubyGemsirbGemfile
RubyGemsdotenvGemfile
RubyGemsguardGemfile
RubyGemsguard-shellGemfile
RubyGemsopentelemetry-sdk~> 1.12Gemfile
Alle Abhängigkeiten 117

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 5 direkte und 112 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
RubyGemsdotenv3.2.0direkt
RubyGemsguard2.20.2direkt
RubyGemsguard-shell0.7.2direkt
RubyGemsirb1.18.0direkt
RubyGemsopentelemetry-sdk1.12.1direkt
RubyGemsaddressable2.9.0indirekt
RubyGemsanthropicindirekt
RubyGemsanthropic1.56.0indirekt
RubyGemsast2.4.3indirekt
RubyGemsasyncindirekt
RubyGemsasync2.42.0indirekt
RubyGemsaws-eventstream1.4.0indirekt
RubyGemsaws-partitions1.1268.0indirekt
RubyGemsaws-sdk-bedrockruntimeindirekt
RubyGemsaws-sdk-bedrockruntime1.82.0indirekt
RubyGemsaws-sdk-core3.254.0indirekt
RubyGemsaws-sigv41.12.1indirekt
RubyGemsbase640.3.0indirekt
RubyGemsbigdecimal4.1.2indirekt
RubyGemscgi0.5.2indirekt
RubyGemscoderay1.1.3indirekt
RubyGemsconcurrent-ruby1.3.6indirekt
RubyGemsconnection_pool3.0.2indirekt
RubyGemsconsole1.36.0indirekt
RubyGemscrack1.0.1indirekt
RubyGemscsv3.3.5indirekt
RubyGemsdate3.5.1indirekt
RubyGemsdrb2.2.3indirekt
RubyGemserb6.0.4indirekt
RubyGemsfaradayindirekt
RubyGemsfaraday2.14.3indirekt
RubyGemsfaraday-net_http3.4.4indirekt
RubyGemsffi1.17.4indirekt
RubyGemsfiber-annotation0.2.0indirekt
RubyGemsfiber-local1.1.0indirekt
RubyGemsfiber-storage1.0.1indirekt
RubyGemsfileutils1.8.0indirekt
RubyGemsformatador1.2.3indirekt
RubyGemsguard-compat1.2.1indirekt
RubyGemshana1.3.7indirekt
RubyGemshashdiff1.2.1indirekt
RubyGemsio-console0.8.2indirekt
RubyGemsio-eventindirekt
RubyGemsio-event1.19.2indirekt
RubyGemsjmespath1.6.2indirekt
RubyGemsjson2.21.1indirekt
RubyGemsjson_schemer2.5.0indirekt
RubyGemslanguage_server-protocol3.17.0.6indirekt
RubyGemslint_roller1.1.0indirekt
RubyGemslisten3.10.0indirekt
RubyGemslogger1.7.0indirekt
RubyGemslumberjack1.4.2indirekt
RubyGemsmcpindirekt
RubyGemsmcp0.25.0indirekt
RubyGemsmethod_source1.1.0indirekt
RubyGemsmetrics0.15.0indirekt
RubyGemsminitestindirekt
RubyGemsminitest6.0.6indirekt
RubyGemsnenv0.3.0indirekt
RubyGemsnet-http0.9.1indirekt
RubyGemsnotiffany0.1.3indirekt
RubyGemsopenaiindirekt
RubyGemsopenai0.71.0indirekt
RubyGemsopentelemetry-api1.10.1indirekt
RubyGemsopentelemetry-common0.25.1indirekt
RubyGemsopentelemetry-registry0.6.1indirekt
RubyGemsopentelemetry-semantic_conventions1.43.0indirekt
RubyGemsparallel2.1.0indirekt
RubyGemsparser3.3.12.0indirekt
RubyGemspp0.6.3indirekt
RubyGemsprettyprint0.2.0indirekt
RubyGemsprism1.9.0indirekt
RubyGemspry0.16.0indirekt
RubyGemspsych5.3.1indirekt
RubyGemspublic_suffix7.0.5indirekt
RubyGemsracc1.8.1indirekt
RubyGemsrainbow3.1.1indirekt
RubyGemsrakeindirekt
RubyGemsrake13.4.2indirekt
RubyGemsrb-fsevent0.11.2indirekt
RubyGemsrb-inotify0.11.1indirekt
RubyGemsrbs4.0.2indirekt
RubyGemsrbs-inlineindirekt
RubyGemsrbs-inline0.14.0indirekt
RubyGemsrdoc7.2.0indirekt
RubyGemsregexp_parser2.12.0indirekt
RubyGemsreline0.6.3indirekt
RubyGemsrexml3.4.4indirekt
RubyGemsrubocop1.88.2indirekt
RubyGemsrubocop-ast1.50.0indirekt
RubyGemsrubocop-performance1.26.1indirekt
RubyGemsruby-progressbar1.13.0indirekt
RubyGemssecurerandom0.4.1indirekt
RubyGemsshellany0.0.1indirekt
RubyGemssimpleidn0.2.3indirekt
RubyGemsstandardindirekt
RubyGemsstandard1.56.0indirekt
RubyGemsstandard-custom1.0.2indirekt
RubyGemsstandard-performance1.9.0indirekt
RubyGemsstandardwebhooks1.1.0indirekt
RubyGemssteepindirekt
RubyGemssteep2.0.0indirekt
RubyGemsstringio3.2.0indirekt
RubyGemsstrscan3.1.8indirekt
RubyGemsterminal-table4.0.0indirekt
RubyGemsthor1.5.0indirekt
RubyGemstraces0.18.2indirekt
RubyGemstsort0.2.0indirekt
RubyGemsunicode-display_width3.2.0indirekt
RubyGemsunicode-emoji4.2.0indirekt
RubyGemsuri1.1.1indirekt
RubyGemsvcrindirekt
RubyGemsvcr6.4.0indirekt
RubyGemswebmockindirekt
RubyGemswebmock3.26.2indirekt
RubyGemszeitwerkindirekt
RubyGemszeitwerk2.8.2indirekt
Abhängigkeits-Advisories 1

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 102 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 1 tragen bekannte Advisories, davon 0 direkte. 15 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
concurrent-ruby1.3.6indirekthoch31.3.7

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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      "languages": {
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      "owner_type": "Organization",
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    "activity": {
      "releases": [
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          "tag": "riffer/v0.38.0",
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        {
          "tag": "riffer/v0.37.1",
          "kind": "other",
          "published_at": "2026-07-13T21:27:41Z"
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        {
          "tag": "riffer/v0.37.0",
          "kind": "other",
          "published_at": "2026-07-10T18:11:23Z"
        },
        {
          "tag": "riffer/v0.36.0",
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          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.42 to ~> …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:36:53Z",
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        {
          "oid": "999ac42020e032ecb3d8980a71f86bfa4d3a7001",
          "body": "…349)\n\nUpdates the requirements on [io-event](https://github.com/socketry/io-event) to permit the latest version.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-even\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update io-event requirement from < 1.17 to < 1.20 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:33:21Z",
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          "oid": "f09aa421967917a424008ebef57d57b892b1d205",
          "body": "…55.0 (#351)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.51.0 to ~> 1.…",
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          "is_bot": true,
          "headline": "chore(main): release riffer 0.36.0 (#348)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-03T22:32:00Z",
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        },
        {
          "oid": "70a838e9d49da12f89886c6e6f7bca35f427f77c",
          "body": "Metrics was the wrong primitive/pattern for riffer, so remove it wholesale:\nthe Riffer::Metrics OTEL port, its instruments/backends, config.metrics, and\nall recording call sites woven into the tracing/timing path. Duration-timing\nscaffolds that existed only to feed a metric collapse back to plain tr\n[…]\ns, the Riffer::Metrics module, and\nRiffer::Metrics::Otel are removed. Hosts wiring a metrics backend must drop\nthat configuration.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat!: remove the metrics primitive (#347)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-07-03T22:18:50Z",
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          "is_coding_agent": true
        },
        {
          "oid": "70c3f6b2b78a67607f2d07ae92b873e44e0df930",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.21.0 to 0.22.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.21.0 to 0.22.0 (#344)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:17:28Z",
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          "oid": "b862187e0e2a3ae1e7f6a53e53ad15575328e6e4",
          "body": "…51.0 (#343)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.49.0 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:16:33Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "c5be6592b35f923d89d85e9fded8fd2efe77fbde",
          "body": "…2.25, < 2.42 (#342)\n\nUpdates the requirements on [async](https://github.com/socketry/async) to permit the latest version.\n- [Release notes](https://github.com/socketry/async/releases)\n- [Changelog](https://github.com/socketry/async/blob/main/releases.md)\n- [Commits](https://github.com/socketry/asyn\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.40 to ~> …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:15:00Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "160a4718e9f432bd911deb7cd315e7019010f1d2",
          "body": "Bumps [io-event](https://github.com/socketry/io-event) from 1.16.2 to 1.16.4.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-event/compare/v1.16.2...v1.16.4)\n\n---\nup\n[…]\nrect:development\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump io-event from 1.16.2 to 1.16.4 (#341)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:13:08Z",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.35.0 (#340)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-25T23:44:31Z",
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        {
          "oid": "ddfda8929ca3b594415f827957d8c91104387317",
          "body": "* feat: add per-call tags: to Agent#generate and #stream\n\nTags attach attribution labels to a single LLM call. They propagate to the\nprovider's native request-metadata field and are stamped as riffer.tag.* on\nevery span and metric the call emits.\n\n- Public: generate/stream (instance + class) take ta\n[…]\neak). Azure e2e is left commented pending access.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: per-call tags: for Agent#generate and #stream (#339)",
          "author_name": "Claude Vessaz",
          "author_login": "cloetzi",
          "committed_at": "2026-06-25T23:43:11Z",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.34.0 (#336)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-22T18:58:02Z",
          "body_truncated": false,
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        },
        {
          "oid": "fe3129ac524be8418cab6081e16aadb38d4bd200",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.20.0 to 0.21.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.20.0 to 0.21.0 (#332)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:07:21Z",
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          "oid": "6355d9347c4aa3191f679aa024d34c3b94ccd797",
          "body": "…49.0 (#335)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.48.1 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:05:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f91f7774f8a18ba90dc0b8342516a3280ad139a1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/checkout from 6 to 7 (#330)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:00:48Z",
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        {
          "oid": "820df3b1f0f5a83379bc95ed5220c254d4a41ed5",
          "body": "…0 (#331)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update openai requirement from ~> 0.66.1 to ~> 0.68.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:55:45Z",
          "body_truncated": true,
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        {
          "oid": "776b1f12a5606c3b33479cb87fd20af446d4b5d3",
          "body": "…334)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.80.0 to 1.81.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.80.0 to 1.81.0 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:51:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97d17e75dc20e904305852075a1ad3d36adfca77",
          "body": "Bumps [faraday](https://github.com/lostisland/faraday) from 2.14.2 to 2.14.3.\n- [Release notes](https://github.com/lostisland/faraday/releases)\n- [Changelog](https://github.com/lostisland/faraday/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/lostisland/faraday/compare/v2.14.2...v2.14.3)\n\n--\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump faraday from 2.14.2 to 2.14.3 (#333)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:47:55Z",
          "body_truncated": true,
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        {
          "oid": "7b0dfb014f710d839e53d25ee345df5b404c8c60",
          "body": "… (#338)\n\n* feat: emit a riffer.guardrail.duration metric for guardrail execution\n\nThe metrics port recorded gen_ai.client.operation.duration for chat,\ninvoke_agent, and execute_tool, but guardrail latency was invisible to\nany metrics backend even though guardrails run on the request hot path.\n\nAdd \n[…]\nol_call from in_tool_span.\nBehavior is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a riffer.guardrail.duration metric for guardrail execution…",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T17:31:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "345b09a5c7d34a0b9eee83d9663333fd7d0f08fa",
          "body": "Rename the no-op fallback backends from `Null` to `NoOp` across both\ntelemetry ports — the name now states the behaviour rather than reading\nlike a built-in null/absence. Covers the modules, the inner `Span` class,\nthe frozen `SPAN`, the Zeitwerk file paths, resolution fallbacks, the\n`Metrics.record\n[…]\n check, RBS signatures, and the docs that\nhold these up as the duck-typed contract reference.\n\nCosmetic only; no behaviour change.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(telemetry): rename Null backends to NoOp (#337)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T16:33:33Z",
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        },
        {
          "oid": "d647f54b814bb8e331b89811c2ed661d6534b20c",
          "body": "* feat(telemetry)!: route tracing and metrics through a consumer-assigned backend\n\nAdd `config.tracing.backend` and `config.metrics.backend` as the single,\nduck-typed opt-in for each telemetry signal. OpenTelemetry is no longer\nauto-detected: it is a built-in backend a consumer assigns explicitly vi\n[…]\ne required-method list stays — it's a runtime contract\nthe `untyped` signature can't express.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(telemetry): pluggable tracing/metrics backend (OTEL opt-in) (#329)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T15:15:44Z",
          "body_truncated": true,
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        },
        {
          "oid": "cba6b49bcbedf5d9a9b2f649b12c688350b555c0",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.33.0 (#308)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-18T22:19:36Z",
          "body_truncated": false,
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        },
        {
          "oid": "1ee47726def4ca2e812e88157efce1bf2a8d2e69",
          "body": "Record a `riffer.gen_ai.cost` histogram (unit USD) per chat call, sourced\nfrom the cost already attached to the normalized TokenUsage — no pricing is\ncomputed here. An unpriced model carries a nil cost and emits no data point,\nwhile a priced zero-cost call records 0.0; operation.duration and\ntoken.u\n[…]\nide if the GenAI semantic conventions later define a cost\ninstrument. Bucket boundaries stay host-side, like the other histograms.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit riffer.gen_ai.cost metric from TokenUsage cost (#328)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T22:05:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f77f0f7cd8db7cbd3a3a36f10e4ab08e70e909a0",
          "body": "Record the GenAI-semconv token-usage histogram (unit {token}) per chat\ncall: two data points each, gen_ai.token.type input/output, carrying\ngen_ai.operation.name, gen_ai.provider.name and gen_ai.request.model.\n\nPer-call only — never at the run level, where aggregation would\ndouble-count. Cache bucke\n[…]\nusage for the\nmetric even when tracing is disabled, keeping metrics independent of\ntracing. No-op without a host OTel metrics SDK.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit gen_ai.client.token.usage metric (#327)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T21:04:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a9399b8f1b10bc947b1e0716a483e2921ab2a852",
          "body": "* feat: emit gen_ai.client.operation.duration metric\n\nRecord the OpenTelemetry GenAI-semconv operation-latency histogram\n(unit s) around the chat, invoke_agent, and execute_tool operations,\ndistinguished by gen_ai.operation.name. Timing is monotonic and recorded\non both the success and error paths, \n[…]\nument_tool_call, which takes the call as a block.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit gen_ai.client.operation.duration metric (#326)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T15:43:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "92d060c9f006f9f6e904aa57e749909f360b8cd3",
          "body": "* feat: add the Riffer::Metrics OpenTelemetry port foundation\n\nAdd a Riffer::Metrics port mirroring the tracing port: it records OTel\nhistogram instruments when the host bundles the OpenTelemetry metrics API\nand no-ops otherwise, so riffer declares no OpenTelemetry dependency.\n\n- Riffer::Metrics.cre\n[…]\n test files shifted the suite's randomized order.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add the Riffer::Metrics OpenTelemetry port foundation (#325)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
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          "body": "Wrap the per-guardrail call in Riffer::Guardrails::Runner in\nRiffer::Tracing.in_span(\"execute_guardrail {name}\", kind: :internal),\nnested under the active invoke_agent context. The span carries\nriffer.guardrail.name/phase/action, riffer.tripwire.reason on a block,\nand error.type + ERROR status on a \n[…]\nlign the run-level\nriffer.tripwire.guardrail to the same converted form so it joins the\nper-span riffer.guardrail.name on one key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: emit an execute_guardrail span per guardrail (#324)",
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          "headline": "feat: compute per-model cost on token usage (#322)",
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          "headline": "docs: document the OpenTelemetry trace contract (#320)",
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          "body": "Wrap each tool dispatch in Tools::Runtime in an `execute_tool {tool_name}`\nspan, emitted outside `around_tool_call` so host enrichment spans nest\nbeneath it. The parent OTEL context is captured before the Runner fans out\nand re-attached inside each worker, so spans parent correctly across the\nthread\n[…]\n from a\nraised exception (status error, re-raised). Tool arguments and results are\ncaptured only when capture_messages is enabled.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.46.0 to ~> 1.…",
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          "body": "Bumps [rubygems/configure-rubygems-credentials](https://github.com/rubygems/configure-rubygems-credentials) from 2.0.0 to 2.1.0.\n- [Release notes](https://github.com/rubygems/configure-rubygems-credentials/releases)\n- [Commits](https://github.com/rubygems/configure-rubygems-credentials/compare/v2.0.\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "body": "…312)\n\nWrap generate_text and stream_text in Providers::Base in a \"chat {model}\"\nCLIENT span carrying gen_ai.* request attributes, pass-through token\nusage, and finish reasons. The streaming path captures the caller's\ntrace context before the enumerator fiber and observes terminal events\nthrough a f\n[…]\nes /\ngen_ai.system_instructions in the semconv JSON shape; file parts\nserialize as metadata-only stubs and size limits are left to the host\nSDK.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a chat span per LLM call with normalized finish reasons (#…",
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          "body": "* feat: emit invoke_agent span per agent run\n\nWrap Run.run_loop in an `invoke_agent {agent}` span carrying request\nattributes, per-run step count, aggregate token usage, and outcome\nattributes for interrupts and guardrail tripwires. Streamed runs capture\nthe caller's trace context so the span parent\n[…]\nc.com>\n\n* docs: clarify why semconv_provider_name defaults instead of raising\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: emit invoke_agent span per agent run (#310)",
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          "body": "Make the four TokenUsage buckets mean the same thing for every provider:\ninput_tokens covers every token entering the context window (cache reads\nand writes included), output_tokens covers every generated token\n(reasoning included), and the cache buckets are subsets of input.\n\n- Anthropic & Bedrock:\n[…]\n cache token counts on\nAnthropic and Bedrock, and output_tokens grows by the thinking token count\non Gemini, whenever those features are active.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "refactor!: normalize token usage semantics across providers (#309)",
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          "body": "* feat: add tracing foundation with optional OTEL backend\n\nRiffer::Tracing port emits OTEL spans when the host bundles the\nOpenTelemetry API and silently no-ops otherwise — no runtime dependency.\nBlock-scoped in_span with a riffer-owned span surface, context\ncapture/re-attachment for fiber and threa\n[…]\nwith the setter's\nOtel.available? check (gem presence and supported version).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: add tracing foundation with optional OTEL backend (#307)",
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          "body": "…s (#305)\n\n* feat: support user-explicit skill activation and dedupe re-activations\n\nAdd the spec's second activation channel: Context#activation_prompt wraps\na skill body for injection as a user message, with read/deactivate\nprimitives and shared activation state across both channels. The shipped\na\n[…]\non is the caller's concern; the skills context only\nrenders the wrapped body.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: support user-explicit skill activation and dedupe re-activation…",
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          "headline": "chore(main): release riffer 0.32.0 (#299)",
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          "headline": "chore(deps-dev): update openai requirement from ~> 0.64.0 to ~> 0.66.…",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.44.0 to ~> 1.…",
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          "body": "Enable prompt caching on Amazon Bedrock (Converse), the only provider where\nit was previously impossible: when `model_options[:cache_control]` is set,\ninject a single `cachePoint` at the end of the stable prefix (system, or\ntools when there is no system prompt). Opt-in; no top-level DSL or toggle.\n\n\n[…]\nens` is renamed to\n`cache_write_tokens` (also reflected in `TokenUsage#to_h`). Update any code\nreading that attribute or hash key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat!: add Bedrock prompt caching and surface cached tokens (#300)",
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          "body": "…44.0 (#290)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.43.0 to ~> 1.…",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.17.0 to 0.18.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump mcp from 0.17.0 to 0.18.0 (#289)",
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          "headline": "feat: forward session: through Agent.from_h/from_json for history see…",
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          "body": "…#293)\n\n* feat!: add Riffer::Agent::Serializer for transferable agent definitions\n\nAdd Riffer::Agent::Serializer (to_h/from_h, to_json/from_json) plus\nRiffer::Agent delegators to snapshot a resolved agent into a\nprovider-neutral data dict and rebuild a runnable agent from it — for\npersisting agent d\n[…]\nault; a literal\nnull is also tolerated on decode.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "* fix(rbs): ship consumer-safe RBS signatures (CL2-827)\n\nriffer 0.29 shipped its entire sig/ tree, including dev-only scaffolding\nunder sig/stubs/. Consumers loading riffer via `rbs collection` / `rbs -r\nriffer` inherited all of it: async.rbs redefined ::Kernel#Async (colliding\nwith the async gem's \n[…]\nd it). Add the inline\ndeclaration and regenerate.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "Swaps the Steepfile's diagnostics preset from D::Ruby.lenient to\nD::Ruby.strict. CI already runs `steep check` (which exits non-zero on\n:warning+), so this gates the build on the diagnostics cleaned up across\nthe preceding tickets in the series.\n\nThe lib/ tree was already cleaned to the strict bar o\n[…]\n FalseAssertion,\nIncompatibleAssignment, UnexpectedJump) now fail CI as errors, keeping\nthe editor's Steep LSP and CI in lockstep.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(steep): enforce strict diagnostics in CI (CL2-798) (#285)",
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          "body": "… (#281)\n\nClears the residual Steep diagnostics in lib/riffer/agent.rb (the largest\nsingle source of remaining hint-level noise) so future agent changes\ntype-check cleanly. All fixes are annotation-only or behavior-preserving\nlocal-variable refactors:\n\n- Type the class-level @config ivar via a sig/s\n[…]\nth_tags.\n- Type the credentials proc param on mcp_tools_for_registration precisely\n  (manifest:, matched_tags:, context:) instead of bare Proc.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(steep): clean type diagnostics in lib/riffer/agent.rb (CL2-796)…",
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          "body": "Adds Riffer::Providers::OpenRouter for accessing OpenRouter's unified\ngateway. Subclasses Base directly (not OpenAI) because OpenRouter only\nimplements the Chat Completions API, not the Responses API the existing\nOpenAI provider uses.\n\nReuses the openai gem with a base_url override. Supports generat\n[…]\ne OpenRouter has no unified web-search surface.\n\nTests: 56 cases including 11 recorded VCR cassettes and offline mocks\ncovering stream cleanup, tool-call edge cases, and request/stream\noption merging.",
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          "headline": "feat: add OpenRouter provider (#280)",
          "author_name": "Max Hoffmann",
          "author_login": "tsov",
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          "body": "* chore(steep): add RBS stubs for provider SDK constants (CL2-795)\n\nAdds stdlib library declarations (base64, json, securerandom) and a\nsig/stubs/ tree covering Aws::StaticTokenProvider and\nSeahorse::Client::RequestContext, which the AWS gems don't ship in their\nown RBS. Prefixes Anthropic constant \n[…]\nonly the token argument, so no behavioral change.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(steep): add RBS stubs for provider SDK constants (#279)",
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          "body": "… (#278)\n\nrbs-inline emits only instance method signatures for modules that use\n`extend self`, so Steep reports ~9 NoMethod hints at every call site of\n`Riffer::Helpers::CallOrValue.resolve` and `Riffer::Agent::Run.{generate,stream}`.\n\nAdd a hand-written stub at `sig/stubs/extend_self.rbs` that reop\n[…]\nme behaviour at\nthe type level. Wire the new stubs directory into the Steepfile signature\nload path. The Ruby source is unchanged.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: restore singleton signatures for extend-self modules (CL2-794)…",
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          "body": "Replace the plain Hash held in agent.context with a typed value object\nthat exposes #skills / #token_usage accessors, validates their types on\nwrite, raises on caller-supplied reserved keys, and preserves the\nexisting #[] / #dig read contract so tool runtimes (Maestro et al.) and\nuser tools keep working unchanged.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: introduce Riffer::Agent::Context value object (CL2-801) (#277)",
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          "oid": "6812ba254d0b9220dae5ed0bbfbc4d8fee5b14e1",
          "body": "* feat: add bin/ wrappers for common dev commands\n\nAdds hand-written bash wrappers in bin/ so contributors can run common\nworkflows without typing `bundle exec` (bin/test, bin/lint, bin/typecheck,\nbin/rbs, bin/rbs-watch, bin/docs, bin/build, bin/rake). bin/test also accepts\nfile paths and --name fil\n[…]\ny\nnon-dash arg outside a flag/value pair is a file, regardless of position.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "feat: add bin/ wrappers for common dev commands (#276)",
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          "committed_at": "2026-05-27T13:53:33Z",
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          "oid": "58ab85e212673bff84931d770a9c0f18598ca8ae",
          "body": "* refactor: unify generate and stream loops (CL2-780)\n\nCollapses run_generate_loop and run_stream_loop into one\nrun_loop(agent, stream_yielder) — sync passes nil, stream passes a\nyielder. Both modes share every step of the loop; the only divergences\nare the LLM call shape (atomic vs. accumulated str\n[…]\ngument entirely\nand the stream call site name it.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "refactor: unify generate and stream loops (CL2-780) (#275)",
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          "author_login": "bottrall",
          "committed_at": "2026-05-26T13:09:39Z",
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          "body": "…269)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.76.0 to 1.79.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.76.0 to 1.79.0 (#…",
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          "body": "…0 (#270)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update openai requirement from ~> 0.63.0 to ~> 0.64.…",
          "author_name": "dependabot[bot]",
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          "committed_at": "2026-05-25T17:13:15Z",
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          "oid": "3c4d4910d6d746657f6da8113821d1e752f375e6",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.16.0 to 0.17.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.16.0 to 0.17.0 (#271)",
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          "body": "Bumps [zeitwerk](https://github.com/fxn/zeitwerk) from 2.7.5 to 2.8.2.\n- [Changelog](https://github.com/fxn/zeitwerk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/fxn/zeitwerk/commits)\n\n---\nupdated-dependencies:\n- dependency-name: zeitwerk\n  dependency-version: 2.8.2\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): bump zeitwerk from 2.7.5 to 2.8.2 (#272)",
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          "body": "…43.0 (#273)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.42.0 to ~> 1.…",
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          "body": "…e (#268)\n\n* refactor!: extract Riffer::Agent::Run, eagerly resolve per-agent state (CL2-779)\n\nPhase 3 of the Riffer refactor (CL2-779). The generation loop and all\nper-call orchestration move into a stateless `Riffer::Agent::Run` module;\nevery value the loop reads (provider, model, tools, tool runt\n[…]\nCL2-801 tracks Thibaut's broader `Riffer::Context` value\nobject suggestion.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "refactor!: extract Riffer::Agent::Run, eagerly resolve per-agent stat…",
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            "direct": false,
            "version": "1.9.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "standardwebhooks",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "stringio",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "strscan",
            "direct": false,
            "version": "3.1.8",
            "ecosystem": "rubygems"
          },
          {
            "name": "terminal-table",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "thor",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "traces",
            "direct": false,
            "version": "0.18.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "tsort",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "unicode-display_width",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "unicode-emoji",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "uri",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "vcr",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "vcr",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": "3.26.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": "2.8.2",
            "ecosystem": "rubygems"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 117,
        "direct_count": 5,
        "indirect_count": 112
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 332,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 11,
        "closed_unmerged_prs": 24
      },
      "bus_factor": 1,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "bottrall",
          "commits": 152,
          "avatar_url": "https://avatars.githubusercontent.com/u/75273444?v=4"
        },
        {
          "type": "User",
          "login": "cloetzi",
          "commits": 22,
          "avatar_url": "https://avatars.githubusercontent.com/u/2604142?v=4"
        },
        {
          "type": "User",
          "login": "Thibaut",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/17579?v=4"
        },
        {
          "type": "User",
          "login": "kepheusikarius",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/1466332?v=4"
        },
        {
          "type": "User",
          "login": "tsov",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1802885?v=4"
        }
      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.831
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "Gemfile.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "82c1371da08c472fcfac45d3c5642e9600a1cf18",
        "ran_at": "2026-07-21T21:18:10Z",
        "aggregate_score": 6.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/janeapp/riffer",
    "host": "github.com",
    "name": "riffer",
    "owner": "janeapp"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 74,
        "vitality": 90,
        "community": 48,
        "governance": 69,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 90,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "commits_last_year": 330,
              "human_commit_share": 0.48,
              "days_since_last_push": 0,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "330 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 330
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 53,
              "latest_release_tag": "riffer/v0.38.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 5.4
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "53 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 53
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 5.4
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "forks": 6,
              "stars": 11,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "11 stars",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "packages": [
                "riffer"
              ],
              "dependents": null,
              "ecosystems": "rubygems",
              "total_downloads": 82499,
              "monthly_downloads": null
            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "82,499 downloads all-time across rubygems",
                "points": 51.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
                    "params": {
                      "count": 82499,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.831
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "merged_prs": 332,
              "open_issues": 0,
              "closed_issues": 11,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 24
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "332/356 decided PRs merged",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 332,
                      "decided": 356
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 41,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "janeapp",
              "public_repos": 30,
              "account_age_days": 3072
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "41 followers of janeapp",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 41,
                      "login": "janeapp"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~8 yr old",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "riffer"
              ],
              "ecosystems": "rubygems",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on rubygems",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "51 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 51
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "llm",
                "ruby"
              ],
              "has_wiki": false,
              "homepage": "http://docs.riffer.ai/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://docs.riffer.ai/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 74,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "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 102 resolved dependencies against OSV; 15 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 102
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 15
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 102,
              "unassessed_packages": 15,
              "affected_by_severity": "high 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": 102,
              "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": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 1897
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "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": "48 of 48 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 48,
                      "sampled": 48
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Gemfile.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.42,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.39
            },
            "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "42 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 42,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "39 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.23.0 — vollständige Methodik · Metriken-Wiki.

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