Öffentliches Register
Software-GesundheitsberichtSchema 0.26.0 · Metriken 1.13.0 · 2026-07-22 19:37 UTC

ca-srg / ragent

CLI tool for building production RAG systems from Markdown, CSV, and PDF documents using hybrid search (BM25 + vector) with OpenSearch. Features MCP server, Slack bot, Web UI, multi-source ingestion (local/S3/GitHub), and multi-provider embeddings (Bedrock/Gemini).

GoEigene Lizenz★ 12 Sterne⑂ 2 Forksseit Aug. 2025Auf GitHub ansehen ↗

ca-srg/ragent erreicht einen Gesundheitsindex von 61 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei Security (33/100). Zuletzt vor 7 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

61
gesamt / 100
Mittel

Software-Gesundheitsindex

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

61
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

ca-srgOrganisation
1 Follower3 öffentliche Reposseit Nov. 2020

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/ca-srg/ragentv0.2.3-77vor 7 Tagen

Metriken nach Kategorie

Vitalität

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

76Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 7 Tagen
9/36Commit-Rhythmus — 13/52 Wochen mit Commits
15.8/18Commit-Volumen — 57 Commits im letzten Jahr
5/10OpenSSF Scorecard: Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
Verwendete Eingangsdaten
commits_last_year57
human_commit_share1
days_since_last_push7
active_weeks_last_year13
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 77 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 7 Tagen
27/27Release-Rhythmus — ein Release etwa alle 10,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count77
latest_release_tagv0.2.3
releases_from_tagsnein
days_since_latest_release7
mean_days_between_releases10,1

Community & Verbreitung

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

33Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
16.9/60Stars — 12 Stars
0/25Forks — 2 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks2
stars12
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja

Nachhaltigkeit & Governance

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

57Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
1.4/13.5Breite der Beitragenden — 1 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
46.8/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
37.7/38.3PR-Annahme — 65/66 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs65
open_issues0
closed_issues1
issue_closed_ratio1
closed_unmerged_prs1
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
2.2/25Reichweite des Inhabers — 1 Follower von ca-srg
15.7/25Kontohistorie — 3 öffentliche Repos, Kontoalter ca. 5 Jahre
Verwendete Eingangsdaten
followers1
owner_typeOrganization
is_verified
owner_loginca-srg
public_repos3
account_age_days2.066

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 7 Tagen
20/20Versionshistorie — 77 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/ca-srg/ragent
ecosystemsgo
any_deprecatednein
min_days_since_publish7

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

96Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 7 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://ca-srg.dev
10/10Repository-Beschreibung
10/10Topics — 19 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsrag, vector, aws, bedrock, markdown, opensearch, s3-vectors, cli, csv, gemini, golang, hybrid-search, mcp-server, oidc, opentelemetry, pdf, slack-bot, sqlite-vec, webui
has_wikija
homepagehttps://ca-srg.dev
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

33Gefährdet · 16 % des Gesamtindex

Sicherheitslage

34Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Lizenz — license file detected
3.8/7.5Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
5/5Packaging — packaging workflow detected
3.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 54 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3,4
Wie die Bewertung erfolgt
5.7/35Direkte Abhängigkeiten ohne bekannte Advisories — 9 betroffen: github.com/modelcontextprotocol/go-sdk v0.4.0 (high 8.1), go.opentelemetry.io/otel v1.38.0 (high 7.5), go.opentelemetry.io/otel/sdk v1.38.0 (high 7.0), +6 weitere
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
17.5/40Keine offenen Advisories — 8 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 169 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories89
affected_packages18
assessed_packages123
unassessed_packages0
affected_by_severitycritical 2, high 6, moderate 8, unknown 2
direct_affected_packages9
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 123 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

87Exzellent · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 54 von 57 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,947
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes7.884
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 57
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
7/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfileja
typed_languageja
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
55/55Handhabbare Dateigrößen — 0/305 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes50.917
source_files_sampled305
oversized_source_files0
Wie die Bewertung erfolgt
40/40API-Schema (OpenAPI/GraphQL/proto) — openapi.yaml
20/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalja
api_schema_filesopenapi.yaml

Eckdaten

12GitHub-Sterne
1Mitwirkende
57Commits, letzte 12 Monate
7Tage seit letztem Push
77Releases
1Bus-Faktor
0offene Issues
GoPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 2 ⇿
0Sterne
2Forks
9Releases

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.

111222212026-012026-022026-02
Major 0Minor 0Patch 9
OpenSSF Scorecard 3.4 / 10
3.4Gesamtwert

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 · 2026-07-22 19:37 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
5Maintained7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
10Packagingpackaging workflow detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities54 existing vulnerabilities detected
Direkte Abhängigkeiten 41
RegistryPaketVersionsvorgabeManifest
Gogithub.com/asg017/sqlite-vec-go-bindingsv0.1.2go.mod
Gogithub.com/aws/aws-sdk-go-v2v1.41.3go.mod
Gogithub.com/aws/aws-sdk-go-v2/configv1.31.4go.mod
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.18.8go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.37.2go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.95.0go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/s3vectorsv1.4.3go.mod
Gogithub.com/aws/aws-sdk-go-v2/service/secretsmanagerv1.41.3go.mod
Gogithub.com/aws/smithy-gov1.24.2go.mod
Gogithub.com/coreos/go-oidc/v3v3.15.0go.mod
Gogithub.com/go-git/go-git/v5v5.16.5go.mod
Gogithub.com/golang-jwt/jwt/v5v5.3.0go.mod
Gogithub.com/google/jsonschema-gov0.2.1-0.20250825175020-748c325cec76go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/johannesboyne/gofakes3v0.0.0-20250916175020-ebf3e50324d3go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/modelcontextprotocol/go-sdkv0.4.0go.mod
Gogithub.com/netflix/go-envv0.0.0-20220526054621-78278af1949dgo.mod
Gogithub.com/opensearch-project/opensearch-go/v4v4.5.0go.mod
Gogithub.com/pdfcpu/pdfcpuv0.11.1go.mod
Gogithub.com/slack-go/slackv0.23.1go.mod
Gogithub.com/spf13/cobrav1.9.1go.mod
Gogithub.com/spf13/pflagv1.0.7go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogo.opentelemetry.io/otelv1.38.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpcv1.38.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.38.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.38.0go.mod
Gogo.opentelemetry.io/otel/metricv1.38.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.38.0go.mod
Gogo.opentelemetry.io/otel/sdk/metricv1.38.0go.mod
Gogo.opentelemetry.io/otel/tracev1.38.0go.mod
Gogolang.org/x/oauth2v0.34.0go.mod
Gogolang.org/x/syncv0.19.0go.mod
Gogolang.org/x/textv0.33.0go.mod
Gogolang.org/x/timev0.14.0go.mod
Gogoogle.golang.org/apiv0.258.0go.mod
Gogoogle.golang.org/genaiv1.49.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
Gomodernc.org/sqlitev1.42.2go.mod
Alle Abhängigkeiten 123

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 41 direkte und 82 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
Gogithub.com/asg017/sqlite-vec-go-bindingsv0.1.2direkt
Gogithub.com/aws/aws-sdk-go-v2v1.41.3direkt
Gogithub.com/aws/aws-sdk-go-v2/configv1.31.4direkt
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.18.8direkt
Gogithub.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.37.2direkt
Gogithub.com/aws/aws-sdk-go-v2/service/s3v1.95.0direkt
Gogithub.com/aws/aws-sdk-go-v2/service/s3vectorsv1.4.3direkt
Gogithub.com/aws/aws-sdk-go-v2/service/secretsmanagerv1.41.3direkt
Gogithub.com/aws/smithy-gov1.24.2direkt
Gogithub.com/coreos/go-oidc/v3v3.15.0direkt
Gogithub.com/go-git/go-git/v5v5.16.5direkt
Gogithub.com/golang-jwt/jwt/v5v5.3.0direkt
Gogithub.com/google/jsonschema-gov0.2.1-0.20250825175020-748c325cec76direkt
Gogithub.com/google/uuidv1.6.0direkt
Gogithub.com/johannesboyne/gofakes3v0.0.0-20250916175020-ebf3e50324d3direkt
Gogithub.com/joho/godotenvv1.5.1direkt
Gogithub.com/modelcontextprotocol/go-sdkv0.4.0direkt
Gogithub.com/netflix/go-envv0.0.0-20220526054621-78278af1949ddirekt
Gogithub.com/opensearch-project/opensearch-go/v4v4.5.0direkt
Gogithub.com/pdfcpu/pdfcpuv0.11.1direkt
Gogithub.com/slack-go/slackv0.23.1direkt
Gogithub.com/spf13/cobrav1.9.1direkt
Gogithub.com/spf13/pflagv1.0.7direkt
Gogithub.com/stretchr/testifyv1.11.1direkt
Gogo.opentelemetry.io/otelv1.38.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpcv1.38.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpcv1.38.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.38.0direkt
Gogo.opentelemetry.io/otel/metricv1.38.0direkt
Gogo.opentelemetry.io/otel/sdkv1.38.0direkt
Gogo.opentelemetry.io/otel/sdk/metricv1.38.0direkt
Gogo.opentelemetry.io/otel/tracev1.38.0direkt
Gogolang.org/x/oauth2v0.34.0direkt
Gogolang.org/x/syncv0.19.0direkt
Gogolang.org/x/textv0.33.0direkt
Gogolang.org/x/timev0.14.0direkt
Gogoogle.golang.org/apiv0.258.0direkt
Gogoogle.golang.org/genaiv1.49.0direkt
Gogopkg.in/yaml.v3v3.0.1direkt
Gomodernc.org/sqlitev1.42.2direkt
Gocloud.google.com/gov0.116.0indirekt
Gocloud.google.com/go/authv0.17.0indirekt
Gocloud.google.com/go/auth/oauth2adaptv0.2.8indirekt
Gocloud.google.com/go/compute/metadatav0.9.0indirekt
Godario.cat/mergov1.0.0indirekt
Gogithub.com/aws/aws-sdk-go-v2/aws/protocol/eventstreamv1.7.4indirekt
Gogithub.com/aws/aws-sdk-go-v2/feature/ec2/imdsv1.18.5indirekt
Gogithub.com/aws/aws-sdk-go-v2/internal/configsourcesv1.4.19indirekt
Gogithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2v2.7.19indirekt
Gogithub.com/aws/aws-sdk-go-v2/internal/iniv1.8.3indirekt
Gogithub.com/aws/aws-sdk-go-v2/internal/v4av1.4.16indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/internal/accept-encodingv1.13.4indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/internal/checksumv1.9.7indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/internal/presigned-urlv1.13.16indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/internal/s3sharedv1.19.16indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/ssov1.28.3indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/ssooidcv1.34.1indirekt
Gogithub.com/aws/aws-sdk-go-v2/service/stsv1.38.1indirekt
Gogithub.com/cenkalti/backoff/v5v5.0.3indirekt
Gogithub.com/clipperhouse/uax29/v2v2.2.0indirekt
Gogithub.com/cloudflare/circlv1.6.1indirekt
Gogithub.com/cyphar/filepath-securejoinv0.4.1indirekt
Gogithub.com/davecgh/go-spewv1.1.1indirekt
Gogithub.com/dustin/go-humanizev1.0.1indirekt
Gogithub.com/emirpasic/godsv1.18.1indirekt
Gogithub.com/felixge/httpsnoopv1.0.4indirekt
Gogithub.com/go-git/gcfgv1.5.1-0.20230307220236-3a3c6141e376indirekt
Gogithub.com/go-git/go-billy/v5v5.6.2indirekt
Gogithub.com/go-jose/go-jose/v4v4.1.3indirekt
Gogithub.com/go-logr/logrv1.4.3indirekt
Gogithub.com/go-logr/stdrv1.2.2indirekt
Gogithub.com/golang/groupcachev0.0.0-20241129210726-2c02b8208cf8indirekt
Gogithub.com/google/go-cmpv0.7.0indirekt
Gogithub.com/google/s2a-gov0.1.9indirekt
Gogithub.com/googleapis/enterprise-certificate-proxyv0.3.7indirekt
Gogithub.com/googleapis/gax-go/v2v2.15.0indirekt
Gogithub.com/gorilla/websocketv1.5.3indirekt
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.27.2indirekt
Gogithub.com/hhrutter/lzwv1.0.0indirekt
Gogithub.com/hhrutter/pkcs7v0.2.0indirekt
Gogithub.com/hhrutter/tiffv1.0.2indirekt
Gogithub.com/inconshreveable/mousetrapv1.1.0indirekt
Gogithub.com/jbenet/go-contextv0.0.0-20150711004518-d14ea06fba99indirekt
Gogithub.com/kevinburke/ssh_configv1.2.0indirekt
Gogithub.com/mattn/go-isattyv0.0.20indirekt
Gogithub.com/mattn/go-runewidthv0.0.19indirekt
Gogithub.com/microsoft/go-winiov0.6.2indirekt
Gogithub.com/ncruces/go-sqlite3v0.17.1indirekt
Gogithub.com/ncruces/go-strftimev0.1.9indirekt
Gogithub.com/ncruces/juliandayv1.0.0indirekt
Gogithub.com/pjbgf/sha1cdv0.3.2indirekt
Gogithub.com/pkg/errorsv0.9.1indirekt
Gogithub.com/pmezard/go-difflibv1.0.0indirekt
Gogithub.com/protonmail/go-cryptov1.1.6indirekt
Gogithub.com/remyoudompheng/bigfftv0.0.0-20230129092748-24d4a6f8daecindirekt
Gogithub.com/ryszard/goskiplistv0.0.0-20150312221310-2dfbae5fcf46indirekt
Gogithub.com/sergi/go-diffv1.3.2-0.20230802210424-5b0b94c5c0d3indirekt
Gogithub.com/skeema/knownhostsv1.3.1indirekt
Gogithub.com/stretchr/objxv0.5.2indirekt
Gogithub.com/tetratelabs/wazerov1.11.0indirekt
Gogithub.com/xanzy/ssh-agentv0.3.3indirekt
Gogithub.com/yosida95/uritemplate/v3v3.0.2indirekt
Gogo.opentelemetry.io/auto/sdkv1.2.1indirekt
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.61.0indirekt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.38.0indirekt
Gogo.opentelemetry.io/proto/otlpv1.7.1indirekt
Gogo.shabbyrobe.org/gocovmergev0.0.0-20230507111327-fa4f82cfbf4dindirekt
Gogolang.org/x/cryptov0.47.0indirekt
Gogolang.org/x/expv0.0.0-20250620022241-b7579e27df2bindirekt
Gogolang.org/x/imagev0.32.0indirekt
Gogolang.org/x/netv0.48.0indirekt
Gogolang.org/x/sysv0.40.0indirekt
Gogolang.org/x/toolsv0.40.0indirekt
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20251022142026-3a174f9686a8indirekt
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20251213004720-97cd9d5aeac2indirekt
Gogoogle.golang.org/grpcv1.77.0indirekt
Gogoogle.golang.org/protobufv1.36.11indirekt
Gogopkg.in/warnings.v0v0.1.2indirekt
Gogopkg.in/yaml.v2v2.4.0indirekt
Gomodernc.org/libcv1.66.10indirekt
Gomodernc.org/mathutilv1.7.1indirekt
Gomodernc.org/memoryv1.11.0indirekt
Abhängigkeits-Advisories 18

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 123 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 18 tragen bekannte Advisories, davon 9 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
golang.org/x/cryptov0.47.0indirektkritisch270.52.0
google.golang.org/grpcv1.77.0indirektkritisch31.82.1
github.com/modelcontextprotocol/go-sdkv0.4.0direkthoch81.4.1
go.opentelemetry.io/otelv1.38.0direkthoch11.41.0
go.opentelemetry.io/otel/sdkv1.38.0direkthoch31.43.0
github.com/go-git/go-billy/v5v5.6.2indirekthoch26.0.0-alpha.1
github.com/go-jose/go-jose/v4v4.1.3indirekthoch24.1.4
golang.org/x/imagev0.32.0indirekthoch100.43.0
github.com/aws/aws-sdk-go-v2/service/bedrockruntimev1.37.2direktmittel21.97.3
github.com/aws/aws-sdk-go-v2/service/s3v1.95.0direktmittel21.97.3
github.com/go-git/go-git/v5v5.16.5direktmittel106.0.0-alpha.4
go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0direktmittel21.43.0
go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.38.0direktmittel21.43.0
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstreamv1.7.4indirektmittel21.97.3
github.com/cloudflare/circlv1.6.1indirektmittel21.6.3
golang.org/x/netv0.48.0indirektmittel91.26.3
golang.org/x/textv0.33.0direktunbekannt10.39.0
golang.org/x/sysv0.40.0indirektunbekannt10.44.0

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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "rag",
        "vector",
        "aws",
        "bedrock",
        "markdown",
        "opensearch",
        "s3-vectors",
        "cli",
        "csv",
        "gemini",
        "golang",
        "hybrid-search",
        "mcp-server",
        "oidc",
        "opentelemetry",
        "pdf",
        "slack-bot",
        "sqlite-vec",
        "webui"
      ],
      "is_fork": false,
      "size_kb": 17504,
      "has_wiki": true,
      "homepage": "https://ca-srg.dev",
      "languages": {
        "Go": 2042963,
        "CSS": 11144,
        "HCL": 65755,
        "HTML": 9415,
        "Shell": 6809,
        "Python": 962,
        "Smarty": 1907,
        "Makefile": 7824,
        "JavaScript": 4138
      },
      "pushed_at": "2026-07-15T15:06:25Z",
      "created_at": "2025-08-18T15:57:33Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T15:03:54Z",
      "description": "CLI tool for building production RAG systems from Markdown, CSV, and PDF documents using hybrid search (BM25 + vector) with OpenSearch. Features MCP server, Slack bot, Web UI, multi-source ingestion (local/S3/GitHub), and multi-provider embeddings (Bedrock/Gemini).",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "main",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "ca-srg",
      "company": null,
      "location": null,
      "followers": 1,
      "avatar_url": "https://avatars.githubusercontent.com/u/74949145?v=4",
      "created_at": "2020-11-24T05:30:37Z",
      "is_verified": null,
      "public_repos": 3,
      "account_age_days": 2066
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2026-07-15T15:08:45Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-07-15T12:48:03Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2026-06-24T10:23:30Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-06-19T11:35:51Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-06-18T08:08:50Z"
        },
        {
          "tag": "v0.0.72",
          "kind": "patch",
          "published_at": "2026-04-30T08:55:54Z"
        },
        {
          "tag": "v0.0.71",
          "kind": "patch",
          "published_at": "2026-04-21T07:27:36Z"
        },
        {
          "tag": "v0.0.70",
          "kind": "patch",
          "published_at": "2026-04-17T11:04:29Z"
        },
        {
          "tag": "v0.0.69",
          "kind": "patch",
          "published_at": "2026-04-15T13:51:25Z"
        },
        {
          "tag": "v0.0.68",
          "kind": "patch",
          "published_at": "2026-04-15T13:40:24Z"
        },
        {
          "tag": "v0.0.67",
          "kind": "patch",
          "published_at": "2026-04-15T13:31:57Z"
        },
        {
          "tag": "v0.0.66",
          "kind": "patch",
          "published_at": "2026-04-15T13:22:32Z"
        },
        {
          "tag": "v0.0.65",
          "kind": "patch",
          "published_at": "2026-04-14T10:26:56Z"
        },
        {
          "tag": "v0.0.64",
          "kind": "patch",
          "published_at": "2026-04-14T09:20:04Z"
        },
        {
          "tag": "v0.0.63",
          "kind": "patch",
          "published_at": "2026-04-03T10:25:33Z"
        },
        {
          "tag": "v0.0.62",
          "kind": "patch",
          "published_at": "2026-04-02T11:01:58Z"
        },
        {
          "tag": "v0.0.61",
          "kind": "patch",
          "published_at": "2026-03-31T13:09:00Z"
        },
        {
          "tag": "v0.0.60",
          "kind": "patch",
          "published_at": "2026-03-31T12:45:20Z"
        },
        {
          "tag": "v0.0.59",
          "kind": "patch",
          "published_at": "2026-03-31T10:42:31Z"
        },
        {
          "tag": "v0.0.58",
          "kind": "patch",
          "published_at": "2026-03-31T08:36:01Z"
        },
        {
          "tag": "v0.0.57",
          "kind": "patch",
          "published_at": "2026-03-25T09:17:19Z"
        },
        {
          "tag": "v0.0.56",
          "kind": "patch",
          "published_at": "2026-03-24T17:08:45Z"
        },
        {
          "tag": "v0.0.55",
          "kind": "patch",
          "published_at": "2026-03-24T17:01:46Z"
        },
        {
          "tag": "v0.0.54",
          "kind": "patch",
          "published_at": "2026-03-24T16:21:26Z"
        },
        {
          "tag": "v0.0.53",
          "kind": "patch",
          "published_at": "2026-03-19T07:11:59Z"
        },
        {
          "tag": "v0.0.52",
          "kind": "patch",
          "published_at": "2026-03-18T14:13:36Z"
        },
        {
          "tag": "v0.0.51",
          "kind": "patch",
          "published_at": "2026-03-17T17:03:04Z"
        },
        {
          "tag": "v0.0.50",
          "kind": "patch",
          "published_at": "2026-03-17T15:30:13Z"
        },
        {
          "tag": "v0.0.49",
          "kind": "patch",
          "published_at": "2026-03-17T14:28:31Z"
        },
        {
          "tag": "v0.0.48",
          "kind": "patch",
          "published_at": "2026-03-17T11:13:48Z"
        },
        {
          "tag": "v0.0.47",
          "kind": "patch",
          "published_at": "2026-03-17T09:18:04Z"
        },
        {
          "tag": "v0.0.46",
          "kind": "patch",
          "published_at": "2026-03-17T08:45:04Z"
        },
        {
          "tag": "v0.0.45",
          "kind": "patch",
          "published_at": "2026-03-16T15:30:37Z"
        },
        {
          "tag": "v0.0.44",
          "kind": "patch",
          "published_at": "2026-03-16T15:24:38Z"
        },
        {
          "tag": "v0.0.43",
          "kind": "patch",
          "published_at": "2026-03-16T15:17:42Z"
        },
        {
          "tag": "v0.0.42",
          "kind": "patch",
          "published_at": "2026-03-16T07:38:28Z"
        },
        {
          "tag": "v0.0.41",
          "kind": "patch",
          "published_at": "2026-03-12T11:09:38Z"
        },
        {
          "tag": "v0.0.40",
          "kind": "patch",
          "published_at": "2026-03-11T14:44:34Z"
        },
        {
          "tag": "v0.0.39",
          "kind": "patch",
          "published_at": "2026-03-11T12:30:38Z"
        },
        {
          "tag": "v0.0.38",
          "kind": "patch",
          "published_at": "2026-03-11T08:17:09Z"
        },
        {
          "tag": "v0.0.37",
          "kind": "patch",
          "published_at": "2026-03-10T12:43:09Z"
        },
        {
          "tag": "v0.0.36",
          "kind": "patch",
          "published_at": "2026-03-09T10:49:04Z"
        },
        {
          "tag": "v0.0.35",
          "kind": "patch",
          "published_at": "2026-03-09T10:43:14Z"
        },
        {
          "tag": "v0.0.34",
          "kind": "patch",
          "published_at": "2026-03-07T16:55:16Z"
        },
        {
          "tag": "v0.0.33",
          "kind": "patch",
          "published_at": "2026-03-07T11:31:09Z"
        },
        {
          "tag": "v0.0.32",
          "kind": "patch",
          "published_at": "2026-03-07T08:41:12Z"
        },
        {
          "tag": "v0.0.31",
          "kind": "patch",
          "published_at": "2026-03-07T08:29:05Z"
        },
        {
          "tag": "v0.0.30",
          "kind": "patch",
          "published_at": "2026-03-06T19:37:16Z"
        },
        {
          "tag": "v0.0.29",
          "kind": "patch",
          "published_at": "2026-03-06T19:22:26Z"
        },
        {
          "tag": "v0.0.28",
          "kind": "patch",
          "published_at": "2026-03-03T09:19:32Z"
        },
        {
          "tag": "v0.0.27",
          "kind": "patch",
          "published_at": "2026-03-03T09:18:27Z"
        },
        {
          "tag": "v0.0.26",
          "kind": "patch",
          "published_at": "2026-03-03T09:17:07Z"
        },
        {
          "tag": "v0.0.25",
          "kind": "patch",
          "published_at": "2026-03-03T09:04:49Z"
        },
        {
          "tag": "v0.0.24",
          "kind": "patch",
          "published_at": "2026-02-23T14:04:10Z"
        },
        {
          "tag": "v0.0.23",
          "kind": "patch",
          "published_at": "2026-02-16T10:01:43Z"
        },
        {
          "tag": "v0.0.22",
          "kind": "patch",
          "published_at": "2026-02-16T08:58:49Z"
        },
        {
          "tag": "v0.0.21",
          "kind": "patch",
          "published_at": "2026-01-21T14:27:08Z"
        },
        {
          "tag": "v0.0.20",
          "kind": "patch",
          "published_at": "2026-01-21T14:18:48Z"
        },
        {
          "tag": "v0.0.19",
          "kind": "patch",
          "published_at": "2026-01-21T13:32:28Z"
        },
        {
          "tag": "v0.0.18",
          "kind": "patch",
          "published_at": "2026-01-21T13:27:31Z"
        },
        {
          "tag": "v0.0.17",
          "kind": "patch",
          "published_at": "2026-01-21T12:09:37Z"
        },
        {
          "tag": "v0.0.16",
          "kind": "patch",
          "published_at": "2026-01-15T09:14:36Z"
        },
        {
          "tag": "v0.0.15",
          "kind": "patch",
          "published_at": "2026-01-08T14:48:09Z"
        },
        {
          "tag": "v0.0.14",
          "kind": "patch",
          "published_at": "2026-01-08T07:59:19Z"
        },
        {
          "tag": "v0.0.13",
          "kind": "patch",
          "published_at": "2026-01-07T14:34:12Z"
        },
        {
          "tag": "v0.0.12",
          "kind": "patch",
          "published_at": "2026-01-07T12:23:04Z"
        },
        {
          "tag": "v0.0.11",
          "kind": "patch",
          "published_at": "2025-12-11T07:44:04Z"
        },
        {
          "tag": "v0.0.10",
          "kind": "patch",
          "published_at": "2025-11-26T12:27:53Z"
        },
        {
          "tag": "v0.0.9",
          "kind": "patch",
          "published_at": "2025-11-26T09:12:05Z"
        },
        {
          "tag": "v0.0.8",
          "kind": "patch",
          "published_at": "2025-11-26T08:52:22Z"
        },
        {
          "tag": "v0.0.7",
          "kind": "patch",
          "published_at": "2025-11-26T07:42:03Z"
        },
        {
          "tag": "v0.0.6",
          "kind": "patch",
          "published_at": "2025-11-25T10:17:38Z"
        },
        {
          "tag": "v0.0.5",
          "kind": "patch",
          "published_at": "2025-11-25T09:15:35Z"
        },
        {
          "tag": "v0.0.4",
          "kind": "patch",
          "published_at": "2025-11-22T09:19:58Z"
        },
        {
          "tag": "v0.0.3",
          "kind": "patch",
          "published_at": "2025-11-22T08:05:31Z"
        },
        {
          "tag": "v0.0.2",
          "kind": "patch",
          "published_at": "2025-11-22T07:26:48Z"
        },
        {
          "tag": "v0.0.1",
          "kind": "patch",
          "published_at": "2025-11-10T14:45:20Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "9bc8ba2290868ff1a8135d62eb334055d602883f",
          "body": "…先 (#68)\n\n* feat(mcpserver): return Slack URL fetches directly without document search\n\nWhen a Slack permalink resolves, skip hybrid document search and return\nreferenced_slack_urls with thread replies first so MCP clients prioritize\nthe referenced conversation over unrelated document hits.\n\n* docs: add PR description for Slack URL direct fetch\n\n* fix(mcpserver): address Slack direct fetch review feedback\n\n* fix(mcpserver): preserve direct fetch enrichments",
          "is_bot": false,
          "headline": "feat(mcpserver): Slack URL 取得成功時は文書検索をスキップして referenced_slack_urls を優…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-07-15T15:02:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96d087be823682eda90d5b91d47d66b7f7c18194",
          "body": "…nning (#67)\n\n* fix(mcp): enable Slack URL fetch without search and tighten retry planning\n\nAllow MCP hybrid search to resolve Slack message URLs with only a bot token,\nstop falling back after successful MCP tool planning, and ignore URL fragments\nwhen extracting BM25 critical phrases.\n\n* fix: anonymize Slack test data\n\n* fix(mcpclient): retry failed planned calls\n\n* fix(mcp): harden Slack URL handling\n\n* fix: harden URL and plan result handling",
          "is_bot": false,
          "headline": "fix(mcp): enable Slack URL fetch without search and tighten retry pla…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-07-15T12:44:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc032c00b88da3c324294001184ca838a4bcc481",
          "body": "* fix(slackbot): enforce Slack Block Kit text and block limits\n\nSplit long section text, truncate context text, and cap message blocks so Slack API rejects fewer oversized replies.\n\n* refactor(slackbot): split newContextTextBlock line to meet 140-char limit",
          "is_bot": false,
          "headline": "fix(slackbot): enforce Slack Block Kit text and block limits (#66)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-07-15T09:18:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4072314b1082c1e0fc018f5a260e056f1326bd71",
          "body": "* feat(mcpclient): add safe MCP retry planning\n\n* fix(mcpclient): satisfy nilaway retry guards\n\n* fix(mcpclient): respect maxTools during initial planning\n\n* fix(mcpclient): carry maxTools budget into fallback",
          "is_bot": false,
          "headline": "feat(mcpclient): add safe MCP retry planning (#65)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-06-24T10:20:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76c6bfb5df454fe5d29e2a9e15c0c53c02e74e62",
          "body": "* feat: add MCP client config support\n\n* style(config): lowercase secrets manager in errors\n\n* style(config): lowercase secret string error terms\n\n* fix(mcpclient): guard selected tool lookup",
          "is_bot": false,
          "headline": "feat: add MCP client config support (#64)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-06-19T11:31:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ca4e3bd8b2353615516dd7b271695b50ebdcf5e",
          "body": "* feat(slacksearch): support assistant search action tokens\n\n* fix(slacksearch): address assistant search review feedback\n\n* fix(slackbot): require user token or socket mode for slack search\n\n* fix(slacksearch): filter bot-authored assistant results and redact event logs\n\n* ci: align golangci-lint-action version comment with pinned sha",
          "is_bot": false,
          "headline": "feat(slacksearch): support assistant search action tokens (#63)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-06-11T11:28:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfb84f9592818c169841fba32c20469017b8b383",
          "body": "…tering (#62)\n\nSlackbot was responding repeatedly to the same user message in two cases:\n- Slack redelivered the same Events API event (Ack timeout, ws reconnect)\n- The bot's own reply, including a stray mention, retriggered processing\n  through thread history reseeding\n\nDefenses added:\n- eventDedup\n[…]\nauthored history entirely instead of\n  truncating; tests updated to assert the new semantics\n- SocketBot only forces thread TS when threading is enabled, matching the\n  documented enable_thread option",
          "is_bot": false,
          "headline": "fix(slackbot): prevent reply loops via event dedup and bot-origin fil…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-30T08:53:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8039a5e3e51f372fb5fb0293202809284e01e19b",
          "body": "…f aborting the cycle (#61)\n\nA single CSV file in the scan set that does not match any pattern in\ncsv-config.yaml used to abort the entire vectorization cycle, preventing\nall other files (including brand new / modified markdown) from being\nindexed. In follow mode on production this meant every 5-min\n[…]\nhe existing csv reader test to assert on ErrNoCSVConfig via\n  errors.Is, and add expand_csv_test.go covering skip behaviour, error\n  propagation for non-config errors, and the all-unmatched edge case.",
          "is_bot": false,
          "headline": "fix(vectorizer): skip CSV files without matching csv-config instead o…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-21T07:25:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2504e511a4776f414b114040392e8fb14677703c",
          "body": "* fix(opensearch): exclude embeddings from bm25 and vector sources\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* fix(opensearch): exclude embeddings from term query sources\n\nUltraworked with [Sisyphus](https://\n[…]\na\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "fix: strip embedding fields from search responses (#60)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-17T11:01:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa2a83afbd77da83ffd0d0cf18bc67e475617881",
          "body": null,
          "is_bot": false,
          "headline": "feat(release): add MCPB quick-start guide to release notes header",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-15T13:48:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97048866a20cd065b00986b5d0a242d1db500932",
          "body": null,
          "is_bot": false,
          "headline": "fix(mcpb): switch transport from SSE to Streamable HTTP",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-15T13:37:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f902ee1c7070e415f271fce20d29fc7e931ec976",
          "body": null,
          "is_bot": false,
          "headline": "fix(mcpb): remove --sse-url flag from mcp-proxy invocation",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-15T13:29:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4095632666060f734031014e58007ba7a37cbbc3",
          "body": null,
          "is_bot": false,
          "headline": "feat: add MCPB bundle build and release upload to CI",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-15T13:19:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d5d45ad677ba62cfb1650f635e5b82d992ae110",
          "body": null,
          "is_bot": false,
          "headline": "feat(slackbot): enhance search result context formatting",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-14T10:24:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18aefdf06dbf27fa68c269f113dc63a3c5e67522",
          "body": "…(#59)\n\n- Add author field to CSV config metadata mapping\n- Add author to BM25 and hybrid search default fields\n- Include author in MCP hybrid search response\n- Skip generic metadata extraction for CSV files (same as PDF)\n- Move CSV expansion from VectorizeMarkdownFiles to VectorizeFiles\n  to suppor\n[…]\nmethod for in-memory CSV content processing\n- Default CreatedAt/UpdatedAt timestamps when empty\n- Build context text with title/author/category headers for richer\n  search results in chat/query output",
          "is_bot": false,
          "headline": "feat: add author metadata support and improve CSV/vectorize pipeline …",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-14T09:17:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ce300e4ae464ceb7785449bdc3211134a48b59ea",
          "body": null,
          "is_bot": false,
          "headline": "[ci skip] .DS_Store",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-06T06:54:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4688020f0d06fbdf6bcfcbbdde6771bda66a49dd",
          "body": null,
          "is_bot": false,
          "headline": "[ci skip] openapi.yaml",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-04-06T06:54:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d6098ce0d9571a5fe9c933786dc895d2f4b8b16",
          "body": "* feat(pdf): add OCR prompt composition and file loading helpers with tests\n\n* docs: add ocr-prompt-template.md and gitignore ocr-prompt.md\n\n* feat(pdf): wire custom prompt into Bedrock and Gemini OCR clients\n\n* feat(vectorize): add --ocr-prompt-file flag for custom OCR prompt\n\n* feat(ingestion): ad\n[…]\ndisplay metadata alongside vector keys\n- Add unit tests for secret field parsing, propagation, and reader output\n\n* docs: document --ocr-prompt-file usage, secret field, and custom OCR prompt examples",
          "is_bot": false,
          "headline": "feat: add custom OCR prompt support and secret metadata field (#58)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-03T10:23:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ea7317d742646840df2ea3bf9aa31193fb785490",
          "body": "* fix(ingestion): preserve PDF bytes for S3 vectorization\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* fix(terraform): install kuromoji plugin during ragent init\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "Fix S3 PDF ingestion and install kuromoji during ragent init (#57)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-04-02T10:59:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a5413b2eeedc5954416af39a469d7bb55c47f895",
          "body": null,
          "is_bot": false,
          "headline": "refactor(ragent): use correct shell variable expansion in init script",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-31T13:06:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e951e4ad2eef983188c21236bc28a4b80c263613",
          "body": null,
          "is_bot": false,
          "headline": "fix(terraform): exclude minimal AMI from AL2023 AMI filter",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-31T12:42:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "63708c8b915d808cfcf233edfb5b2c5d652c8a6e",
          "body": null,
          "is_bot": false,
          "headline": "build(terraform): add create_before_destroy to security groups",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-31T10:39:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1ff0caace893ec3017a1ad2b26b88ebd40f55e7",
          "body": "…ort (#56)",
          "is_bot": false,
          "headline": "refactor(terraform): add name_prefix variable for multi-instance supp…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-31T08:33:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afc95c1cdd5b2b7605ac3a1b433181340ed9a651",
          "body": "…nit customization (#55)\n\nAllow consumers to override systemd service units via standard drop-in\nfiles without forking the module. Overrides are written to\n/etc/systemd/system/<service>.service.d/override.conf during cloud-init.\n\nAlso fix pre-existing test failures caused by missing required\ncertificate_arn variable in all test files.",
          "is_bot": false,
          "headline": "feat(terraform): add systemd_service_overrides variable for drop-in u…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-25T09:14:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbd4edf2355b52a4768bff4d707b597bcea16f92",
          "body": null,
          "is_bot": false,
          "headline": "refactor(aws/ragent): improve EC2 instance configuration",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-24T17:06:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0fa012e78f7517ad98a3caf90762e1ecbf348bf",
          "body": "Add Terraform example for deploying RAGent on EC2 with full configuration including VPC, security groups, and instance setup. Update .gitignore to exclude .terraform directories and binary artifacts.",
          "is_bot": false,
          "headline": "feat(terraform): add RAGent EC2 complete example",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-24T16:58:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed8bcd920ad9c33d2890448d599052ee0261d315",
          "body": "The .gitignore rule 'ragent*' was too broad, causing ragent-init.sh.tpl\nand ragent-init.service.tpl to be excluded from the repository while\nec2.tf references them via templatefile(). Changed the rule to '/ragent'\nto only ignore the binary at the project root.",
          "is_bot": false,
          "headline": "fix(terraform): add missing ragent-init templates excluded by gitignore",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-24T16:18:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f768c127756e0e930cae07eb220fbc72b8b7c2f3",
          "body": "…iggers (#54)",
          "is_bot": false,
          "headline": "feat(slacksearch): add EscapeSlackMentions to prevent notification tr…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-19T07:09:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7da374a62ef37cf48b1286d0fc1f84b58e3b3167",
          "body": "Add Terraform module and examples deploying RAGent on AWS:\n- EC2 + S3 Vectors deployment example\n- EC2 + SQLite deployment example\n- Fargate + S3 Vectors deployment example\n- Module supports ALB, IAM, OpenSearch, S3 Vectors, Secrets Manager\n- Include Terraform tests for validation\n\nAlso update AGENTS.md with terraform instructions and add\nsecret-template.json for environment variable management.",
          "is_bot": false,
          "headline": "feat(terraform): add AWS deployment module for RAGent (#53)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-18T14:10:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d61eb4567c39dc8035881639669221f74537045",
          "body": null,
          "is_bot": false,
          "headline": "feat(webui): inject 'secret: true' into markdown front matter",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T16:59:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2275c9c4f0b688a129cf8c6c7425d8d924e207f7",
          "body": "…#52)\n\n* feat(slacksearch): add explicit control directives for Slack search\n\nAdd support for explicit Slack search control via natural language directives\nin user queries. Users can now specify 'Slack検索を利用せず' / 'without slack search'\nto disable Slack search, or 'Slack検索を利用して' / 'with slack search' \n[…]\nm YAML frontmatter\n(bool and string values) and include it in reserved fields list.\nAlso increase E2E matrix index creation retries (5→10, 3s→5s) to\nreduce flaky failures from slow OpenSearch startup.",
          "is_bot": false,
          "headline": "feat(slacksearch): add explicit control directives for Slack search (…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T15:27:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e6ecfc8be7fad1d47deaf96564ee57aa03184cf9",
          "body": null,
          "is_bot": false,
          "headline": "fix(oidc_auth): clarify transport option in add command",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T14:25:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1717b9b9f20edab0030bff1f0bc437594ab72e8c",
          "body": null,
          "is_bot": false,
          "headline": "feat(webui): add static asset cache-busting with content hash (#51)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T11:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7c4072bbca4c0b58c709f884917af8d58a0f146",
          "body": null,
          "is_bot": false,
          "headline": "feat(auth): enrich bypass requests with OIDC token info",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T09:15:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44d40e25998365caaaaf3833cc5987412641f329",
          "body": "…#50)\n\n* feat(webui): add upload secret metadata and refactor dashboard deps\n\n- Add Secret field to DocumentMetadata for marking sensitive uploads\n- Implement applyUploadSecretMetadata helper for upload source type\n- Add secret checkbox to WebUI upload form with CSRF protection\n- Propagate secret me\n[…]\nmically\nmaps it as text type. Term queries require exact match on keyword fields,\ncausing zero results. Category is explicitly mapped as keyword in the\nindex, ensuring the term filter works correctly.",
          "is_bot": false,
          "headline": "feat(webui): add upload secret metadata and refactor dashboard deps (…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-17T08:42:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1edf4117b319fe230272b75f8ed23c6abd0f581",
          "body": "* feat(webui): add dashboard file upload feature\n\n- Add UploadResult, UploadResponse types and upload constants to types.go\n- Implement POST /api/upload handler with multipart processing\n- Add sanitizeFilename, isAllowedExtension helpers\n- Add vectorizeUploadedFiles for targeted vectorization (no Sc\n[…]\ngo\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "refactor: vertical slice architecture (#49)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-16T15:28:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8ef32ff97cd594516d700d1ec247b7f310e1e50",
          "body": "GITHUB_TOKEN (github-actions[bot]) cannot approve environment\ndeployments because it is not a required reviewer on the e2e-test\nenvironment. Use PAT_TOKEN which authenticates as a reviewer.",
          "is_bot": false,
          "headline": "fix(ci): use PAT_TOKEN for auto-approve environment deployments",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-16T15:21:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cbf18b047f146541eb78a1a6b02abf2c1c74743",
          "body": "GITHUB_TOKEN authenticates as github-actions[bot] which is not\na listed reviewer on the e2e-test environment, so\ncurrent_user_can_approve is always false. Remove the filter and\napprove all pending environment IDs directly.\n\nAlso add early exit when the target E2E run is already\ncompleted/cancelled to avoid 3-min timeout.",
          "is_bot": false,
          "headline": "fix(ci): remove current_user_can_approve filter from auto-approve",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-16T15:14:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9287977e68469748ae977ef3cce1d04b3c0ceb96",
          "body": "…-server (#48)\n\n- Extract domain interfaces (FileScanner, Vectorizer) into internal/pkg/domain/\n- Move rate_limit.go and slack_result.go from slackbot to slacksearch package\n- Remove standalone webui command and integrate dashboard into mcp-server\n- Add --enable-dashboard and --dashboard-directory flags to mcp-server\n- Add SearchOptions struct to slacksearch types\n- Consolidate shared types across ingestion, query, and slacksearch packages",
          "is_bot": false,
          "headline": "refactor: extract domain types and integrate webui dashboard into mcp…",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-16T07:35:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6a9d3e481ef9aefbd9344e0dd50ef4b6e7c322e",
          "body": "* feat(slackbot): add progress notification for user actions\n\n* fix: add missing SetAssistantThreadsStatusContext to fakeClient mock\n\n- Add SetAssistantThreadsStatusContext method to fakeClient in contract tests\n- Fixes test compilation error after SlackClient interface was updated\n- Also includes g\n[…]\nved).\n\n* fix(ci): retry approval POST until success or 3 min timeout\n\nMerge GET polling and POST into a single retry loop (36 × 5 s).\nHandles both pending-not-yet-created and POST-422 race conditions.",
          "is_bot": false,
          "headline": "feat(slackbot): add progress notification for user actions (#47)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-12T11:07:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3b5fe8db036d0cce4c892e9d76d313f20e91cff",
          "body": "* feat(cmd): add --export-eval flags to mcp-server and slack-bot commands\n\n* feat(mcpserver): add eval export to hybrid and slack search handlers\n\n* feat(slackbot): add eval export to search adapters\n\n* feat(ci): add auto-approve workflow for E2E tests\n\n* chore(ci): use ubuntu-slim runner for auto-approve workflow",
          "is_bot": false,
          "headline": "feat: add --export-eval flags to mcp-server and slack-bot commands (#46)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-11T14:41:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4a1493ebc9bec4bf70882bedcd9036491f22e34",
          "body": "* feat(evalexport): add JSONL eval export to chat and query commands\n\n- Add internal/pkg/evalexport package with EvalRecord types and append-only JSONL writer\n- Add --export-eval / --export-eval-path flags to chat and query commands\n- Integrate export logic into query_command.go runHybridSearch/runO\n[…]\nck to model default\n- Update README.md and README_ja.md with documentation\n\n* fix: resolve lint errors (errcheck, staticcheck, unused)\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "feat(embedding): add EMBEDDING_DIMENSION config option (#45)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-11T12:28:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4212394b4400ae0e3a32503f80a3c4b58690c03b",
          "body": "* feat(evalexport): add JSONL eval export to chat and query commands\n\n- Add internal/pkg/evalexport package with EvalRecord types and append-only JSONL writer\n- Add --export-eval / --export-eval-path flags to chat and query commands\n- Integrate export logic into query_command.go runHybridSearch/runO\n[…]\ner\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "feat(evalexport): add JSONL eval export to chat and query commands (#44)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-11T08:14:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "088732d231e285a367d536a13250adfecdac562b",
          "body": "* feat(ocr): add Vertex AI support for Gemini OCR client\n\nAdd Application Default Credentials (ADC) support for Gemini OCR,\nenabling use of Vertex AI backend alongside existing API key auth.\n\nChanges:\n- Support both API key and ADC authentication methods\n- Add GEMINI_GCP_PROJECT and GEMINI_GCP_LOCAT\n[…]\ngestion): remove unused gemini model test\n\n* feat(lint): add nilaway to CI and linting configuration\n\n* chore: remove nilaway configuration and script\n\n* chore(ci): integrate zizmor into lint workflow",
          "is_bot": false,
          "headline": "feat(ocr): add Vertex AI support for Gemini OCR client (#43)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-10T12:40:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8165bf3b0d19aada84aa9792c0cce87b797094c5",
          "body": null,
          "is_bot": false,
          "headline": "docs: add AWS Secrets Manager integration guide to README",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-09T10:46:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b622b2f67405095ce665915c6e3a5d1490ac54b",
          "body": "…(#42)\n\n* feat(config): add Secrets Manager fallback for env vars\n\n- Add SecretsManagerClient interface and LoadSecretsIntoEnv helper\n- Use sync.Once to ensure SM is fetched at most once per process\n- Existing env vars take priority over SM values (never overwritten)\n- Integrate into Load() and Load\n[…]\nnvironment requirement to allow tests without approval\n\n* fix(config): disable Secrets Manager in config tests to prevent CI failures\n\n* fix(ingestion): add minimum interval validation for follow mode",
          "is_bot": false,
          "headline": "feat(config): add Secrets Manager fallback for environment variables …",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-09T10:40:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a3c2a84bcd3ff68bb34740c6446f78895d8a6347",
          "body": "* test: add PDF fixture for OCR E2E tests\n\n* test: add 12-pattern E2E backend matrix tests\n\n* ci: add matrix strategy for E2E backend patterns\n\n* test: fix silent error handling in cleanup helpers\n\n* test: add E2E backend matrix tests for comprehensive coverage\n\n- Add 12-pattern E2E test matrix cove\n[…]\n from struct tag\n\n* refactor(ingestion): update default OCR model ID\n\n* refactor(ingestion/pdf): update default model ID prefix\n\n* fix(ci): add retry to matrix index creation to prevent flaky failures",
          "is_bot": false,
          "headline": "test: add E2E backend matrix tests for comprehensive coverage (#41)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T16:52:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "155927d0c91c1658c3b101f38932cbbc3a0baa01",
          "body": "* chore(deps): add godotenv for config test helpers\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* feat(bedrock): add bearer token AWS config builder\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/o\n[…]\nig\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "feat(bedrock): add shared auth config for region and bearer token (#40)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T11:28:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "589ab2735118ab42414d8873a71e510bfc67260b",
          "body": "* refactor(vectorizer): rename S3VectorClient to VectorStore interface\n\n- Rename S3VectorClient -> VectorStore in interfaces.go\n- Rename GetBucketInfo -> GetBackendInfo\n- Add DeleteAllVectors(ctx) (int, error) to VectorStore interface\n- Update all consumers to use VectorStore\n- Add static assertion \n[…]\nhuslabs.ai>\n\n* fix: resolve golangci-lint errors across sqlitevec and pdf packages\n\n* fix: check store.Close error in integration test\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "feat: add sqlite-vec as alternative vector storage backend (#39)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T08:38:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb99fe4330e3a49e754f714bec16623d054161f0",
          "body": null,
          "is_bot": false,
          "headline": "fix: resolve golangci-lint errors across sqlitevec and pdf packages",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T08:26:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "365d9cc1e9498c585b7f23f46bdc1db48dd8fcfb",
          "body": "- Use modernc.org/sqlite (CGO-free) instead of ncruces WASM\n  (ncruces WASM fails with i32.atomic.store incompatibility)\n- Regular TABLE with BLOB embedding storage (no vec0 extension needed)\n  vec0 requires C extension which conflicts with CGO-free goal\n- Implement all VectorStore methods:\n  StoreVector (float64→float32→BLOB), ValidateAccess,\n  ListVectors (with LIKE prefix escaping),\n  DeleteVector, DeleteAllVectors, GetBackendInfo\n- 15 tests all passing (TDD)",
          "is_bot": false,
          "headline": "feat(sqlitevec): implement VectorStore interface for sqlite-vec",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T07:16:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1ec79c3c52d77eff109e9b5549a110efc340fb1",
          "body": "- Add github.com/ncruces/go-sqlite3 v0.30.5 (WASM SQLite driver)\n- Add github.com/asg017/sqlite-vec-go-bindings v0.1.6\n- Add tools.go to keep deps in go.mod before active imports\n- modernc.org/sqlite remains for hashstore",
          "is_bot": false,
          "headline": "chore(deps): add ncruces/go-sqlite3 and sqlite-vec-go-bindings",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T06:54:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c299b2b23bd933d4203a5a819ca4d04893e78765",
          "body": "- Add VectorDBBackend field (default=s3)\n- Add SqliteVecDBPath field (default=~/.ragent/vectors.db)\n- Remove required=true from AWS_S3_VECTOR_BUCKET, AWS_S3_VECTOR_INDEX\n- Add runtime validation: s3 backend requires bucket/index\n- Add config tests for new validation logic",
          "is_bot": false,
          "headline": "feat(config): add VECTOR_DB_BACKEND and SQLITE_VEC_DB_PATH settings",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T06:54:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27668a2001ed7df3aee4d1d0381b29107a4404aa",
          "body": "- Rename S3VectorClient -> VectorStore in interfaces.go\n- Rename GetBucketInfo -> GetBackendInfo\n- Add DeleteAllVectors(ctx) (int, error) to VectorStore interface\n- Update all consumers to use VectorStore\n- Add static assertion in S3VectorService",
          "is_bot": false,
          "headline": "refactor(vectorizer): rename S3VectorClient to VectorStore interface",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-07T06:54:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25085891c89ed86596961a087ec2561c4e050cce",
          "body": "* ci: add zizmor GHA security scanner\n\n- Add pre-commit hook with zizmor-pre-commit (v1.22.0)\n\n- Add GitHub Actions workflow to run zizmor on non-main branch pushes\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* \n[…]\nd.\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "ci: add zizmor GHA security scanner (#37)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-06T19:34:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "034e3210c66b5c636822318d5570580ea522da19",
          "body": "* feat(ingestion): add PDF domain types, config fields, and scanner detection\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-Claude)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* feat(pdf): implement Bedrock OCR client and PDF page reader\n\nUltraworked with [Sisyphus](\n[…]\ns)\n- Add configurable OCR_MAX_TOKENS, OCR_CONCURRENCY, GEMINI_API_KEY settings\n- Update README/README_ja with Gemini OCR documentation\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
          "is_bot": false,
          "headline": "feat(pdf): add Gemini OCR provider and improve batch processing (#36)",
          "author_name": "Hasegawa Takuya",
          "author_login": "rluisr",
          "committed_at": "2026-03-06T19:19:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "41f566aeeae408aaaf16197845596cf48f0f1429",
          "body": null,
          "is_bot": false,
          "headline": "Initial commit: RAGent - RAG system CLI tool",
          "author_name": "rluisr",
          "author_login": "rluisr",
          "committed_at": "2026-03-03T09:16:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 77,
      "commits_last_year": 57,
      "latest_release_at": "2026-07-15T15:08:45Z",
      "latest_release_tag": "v0.2.3",
      "releases_from_tags": false,
      "days_since_last_push": 7,
      "active_weeks_last_year": 13,
      "days_since_latest_release": 7,
      "mean_days_between_releases": 10.1
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "github.com/ca-srg/ragent",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "go",
          "matches_repo": true,
          "registry_url": "https://pkg.go.dev/github.com/ca-srg/ragent",
          "is_deprecated": false,
          "latest_version": "v0.2.3",
          "repository_url": "https://github.com/ca-srg/ragent",
          "versions_count": 77,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": null,
          "latest_published_at": "2026-07-15T15:02:03Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        }
      ]
    },
    "popularity": {
      "forks": 2,
      "stars": 12,
      "watchers": 0,
      "fork_history": {
        "days": [
          {
            "date": "2026-01-15",
            "count": 1
          },
          {
            "date": "2026-02-27",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 2,
        "total_forks": 2
      },
      "star_history": null,
      "open_issues_and_prs": 1
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [
        "openapi.yaml"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [
        "go.mod"
      ],
      "largest_source_bytes": 50917,
      "source_files_sampled": 305,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 7884
    },
    "dependencies": {
      "manifests": [
        "go.mod"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "golang.org/x/crypto",
            "direct": false,
            "version": "v0.47.0",
            "severity": "critical",
            "ecosystem": "go",
            "cvss_score": 10,
            "advisory_ids": [
              "GHSA-45gg-vh54-h5m9",
              "GHSA-5cgq-3rg8-m6cv",
              "GHSA-78mq-xcr3-xm33",
              "GHSA-89gr-r52h-f8rx",
              "GHSA-9m57-25v3-79x9",
              "GHSA-f5wc-c3c7-36mc",
              "GHSA-jppx-rxg9-jmrx",
              "GHSA-q4h4-gmj2-qvw2",
              "GHSA-qpw4-5x99-6vjp",
              "GHSA-rm3j-f69w-wqmq"
            ],
            "fixed_version": "0.52.0",
            "advisory_count": 27,
            "oldest_advisory_days": 61
          },
          {
            "name": "google.golang.org/grpc",
            "direct": false,
            "version": "v1.77.0",
            "severity": "critical",
            "ecosystem": "go",
            "cvss_score": 9.1,
            "advisory_ids": [
              "GHSA-hrxh-6v49-42gf",
              "GHSA-p77j-4mvh-x3m3",
              "GO-2026-4762"
            ],
            "fixed_version": "1.82.1",
            "advisory_count": 3,
            "oldest_advisory_days": 125
          },
          {
            "name": "github.com/modelcontextprotocol/go-sdk",
            "direct": true,
            "version": "v0.4.0",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 8.1,
            "advisory_ids": [
              "GHSA-89xv-2j6f-qhc8",
              "GHSA-q382-vc8q-7jhj",
              "GHSA-wvj2-96wp-fq3f",
              "GHSA-xw59-hvm2-8pj6",
              "GO-2026-4569",
              "GO-2026-4770",
              "GO-2026-4773",
              "GO-2026-5771"
            ],
            "fixed_version": "1.4.1",
            "advisory_count": 8,
            "oldest_advisory_days": 145
          },
          {
            "name": "go.opentelemetry.io/otel",
            "direct": true,
            "version": "v1.38.0",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-mh2q-q3fh-2475"
            ],
            "fixed_version": "1.41.0",
            "advisory_count": 1,
            "oldest_advisory_days": 105
          },
          {
            "name": "go.opentelemetry.io/otel/sdk",
            "direct": true,
            "version": "v1.38.0",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 7,
            "advisory_ids": [
              "GHSA-9h8m-3fm2-qjrq",
              "GHSA-hfvc-g4fc-pqhx",
              "GO-2026-4394"
            ],
            "fixed_version": "1.43.0",
            "advisory_count": 3,
            "oldest_advisory_days": 169
          },
          {
            "name": "github.com/go-git/go-billy/v5",
            "direct": false,
            "version": "v5.6.2",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 8.1,
            "advisory_ids": [
              "GHSA-m3xc-h892-ggx6",
              "GHSA-qw64-3x98-g7q2"
            ],
            "fixed_version": "6.0.0-alpha.1",
            "advisory_count": 2,
            "oldest_advisory_days": 70
          },
          {
            "name": "github.com/go-jose/go-jose/v4",
            "direct": false,
            "version": "v4.1.3",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-78h2-9frx-2jm8",
              "GO-2026-4945"
            ],
            "fixed_version": "4.1.4",
            "advisory_count": 2,
            "oldest_advisory_days": 110
          },
          {
            "name": "golang.org/x/image",
            "direct": false,
            "version": "v0.32.0",
            "severity": "high",
            "ecosystem": "go",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-44p7-9xx4-hf2g",
              "GHSA-q675-qj96-32m9",
              "GO-2026-4815",
              "GO-2026-4961",
              "GO-2026-4962",
              "GO-2026-5031",
              "GO-2026-5032",
              "GO-2026-5061",
              "GO-2026-5062",
              "GO-2026-5066"
            ],
            "fixed_version": "0.43.0",
            "advisory_count": 10,
            "oldest_advisory_days": 119
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/bedrockruntime",
            "direct": true,
            "version": "v1.37.2",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.9,
            "advisory_ids": [
              "GHSA-xmrv-pmrh-hhx2",
              "GO-2026-5764"
            ],
            "fixed_version": "1.97.3",
            "advisory_count": 2,
            "oldest_advisory_days": 105
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/s3",
            "direct": true,
            "version": "v1.95.0",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.9,
            "advisory_ids": [
              "GHSA-xmrv-pmrh-hhx2",
              "GO-2026-5764"
            ],
            "fixed_version": "1.97.3",
            "advisory_count": 2,
            "oldest_advisory_days": 105
          },
          {
            "name": "github.com/go-git/go-git/v5",
            "direct": true,
            "version": "v5.16.5",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 6.5,
            "advisory_ids": [
              "GHSA-389r-gv7p-r3rp",
              "GHSA-3xc5-wrhm-f963",
              "GHSA-crhj-59gh-8x96",
              "GHSA-gm2x-2g9h-ccm8",
              "GHSA-jhf3-xxhw-2wpp",
              "GHSA-m7cr-m3pv-hgrp",
              "GHSA-w5pp-99ch-qj29",
              "GO-2026-4909",
              "GO-2026-4910",
              "GO-2026-5496"
            ],
            "fixed_version": "6.0.0-alpha.4",
            "advisory_count": 10,
            "oldest_advisory_days": 114
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp",
            "direct": true,
            "version": "v1.38.0",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.3,
            "advisory_ids": [
              "GHSA-w8rr-5gcm-pp58",
              "GO-2026-4985"
            ],
            "fixed_version": "1.43.0",
            "advisory_count": 2,
            "oldest_advisory_days": 105
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp",
            "direct": true,
            "version": "v1.38.0",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.3,
            "advisory_ids": [
              "GHSA-w8rr-5gcm-pp58",
              "GO-2026-4985"
            ],
            "fixed_version": "1.43.0",
            "advisory_count": 2,
            "oldest_advisory_days": 105
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream",
            "direct": false,
            "version": "v1.7.4",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.9,
            "advisory_ids": [
              "GHSA-xmrv-pmrh-hhx2",
              "GO-2026-5764"
            ],
            "fixed_version": "1.97.3",
            "advisory_count": 2,
            "oldest_advisory_days": 105
          },
          {
            "name": "github.com/cloudflare/circl",
            "direct": false,
            "version": "v1.6.1",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 5.6,
            "advisory_ids": [
              "GHSA-q9hv-hpm4-hj6x",
              "GO-2026-4550"
            ],
            "fixed_version": "1.6.3",
            "advisory_count": 2,
            "oldest_advisory_days": 147
          },
          {
            "name": "golang.org/x/net",
            "direct": false,
            "version": "v0.48.0",
            "severity": "moderate",
            "ecosystem": "go",
            "cvss_score": 6.5,
            "advisory_ids": [
              "GHSA-5cv4-jp36-h3mw",
              "GO-2026-4918",
              "GO-2026-5025",
              "GO-2026-5026",
              "GO-2026-5027",
              "GO-2026-5028",
              "GO-2026-5029",
              "GO-2026-5030",
              "GO-2026-5942"
            ],
            "fixed_version": "1.26.3",
            "advisory_count": 9,
            "oldest_advisory_days": 76
          },
          {
            "name": "golang.org/x/text",
            "direct": true,
            "version": "v0.33.0",
            "severity": "unknown",
            "ecosystem": "go",
            "cvss_score": null,
            "advisory_ids": [
              "GO-2026-5970"
            ],
            "fixed_version": "0.39.0",
            "advisory_count": 1,
            "oldest_advisory_days": 8
          },
          {
            "name": "golang.org/x/sys",
            "direct": false,
            "version": "v0.40.0",
            "severity": "unknown",
            "ecosystem": "go",
            "cvss_score": null,
            "advisory_ids": [
              "GO-2026-5024"
            ],
            "fixed_version": "0.44.0",
            "advisory_count": 1,
            "oldest_advisory_days": 61
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 6,
          "unknown": 2,
          "critical": 2,
          "moderate": 8
        },
        "advisory_count": 89,
        "affected_count": 18,
        "assessed_count": 123,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 9
      },
      "ecosystems": [
        "go"
      ],
      "dependencies": [
        {
          "name": "github.com/asg017/sqlite-vec-go-bindings",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.1.2"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.41.3"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/config",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.31.4"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/credentials",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.18.8"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/service/bedrockruntime",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.37.2"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/service/s3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.95.0"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/service/s3vectors",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.4.3"
        },
        {
          "name": "github.com/aws/aws-sdk-go-v2/service/secretsmanager",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.41.3"
        },
        {
          "name": "github.com/aws/smithy-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.24.2"
        },
        {
          "name": "github.com/coreos/go-oidc/v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.15.0"
        },
        {
          "name": "github.com/go-git/go-git/v5",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v5.16.5"
        },
        {
          "name": "github.com/golang-jwt/jwt/v5",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v5.3.0"
        },
        {
          "name": "github.com/google/jsonschema-go",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.2.1-0.20250825175020-748c325cec76"
        },
        {
          "name": "github.com/google/uuid",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.6.0"
        },
        {
          "name": "github.com/johannesboyne/gofakes3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.0.0-20250916175020-ebf3e50324d3"
        },
        {
          "name": "github.com/joho/godotenv",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.5.1"
        },
        {
          "name": "github.com/modelcontextprotocol/go-sdk",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.4.0"
        },
        {
          "name": "github.com/netflix/go-env",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.0.0-20220526054621-78278af1949d"
        },
        {
          "name": "github.com/opensearch-project/opensearch-go/v4",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v4.5.0"
        },
        {
          "name": "github.com/pdfcpu/pdfcpu",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.11.1"
        },
        {
          "name": "github.com/slack-go/slack",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.23.1"
        },
        {
          "name": "github.com/spf13/cobra",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.9.1"
        },
        {
          "name": "github.com/spf13/pflag",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.0.7"
        },
        {
          "name": "github.com/stretchr/testify",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.11.1"
        },
        {
          "name": "go.opentelemetry.io/otel",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/metric",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/sdk",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/sdk/metric",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "go.opentelemetry.io/otel/trace",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.38.0"
        },
        {
          "name": "golang.org/x/oauth2",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.34.0"
        },
        {
          "name": "golang.org/x/sync",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.19.0"
        },
        {
          "name": "golang.org/x/text",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.33.0"
        },
        {
          "name": "golang.org/x/time",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.14.0"
        },
        {
          "name": "google.golang.org/api",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v0.258.0"
        },
        {
          "name": "google.golang.org/genai",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.49.0"
        },
        {
          "name": "gopkg.in/yaml.v3",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v3.0.1"
        },
        {
          "name": "modernc.org/sqlite",
          "manifest": "go.mod",
          "ecosystem": "go",
          "version_constraint": "v1.42.2"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "github.com/asg017/sqlite-vec-go-bindings",
            "direct": true,
            "version": "v0.1.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2",
            "direct": true,
            "version": "v1.41.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/config",
            "direct": true,
            "version": "v1.31.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/credentials",
            "direct": true,
            "version": "v1.18.8",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/bedrockruntime",
            "direct": true,
            "version": "v1.37.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/s3",
            "direct": true,
            "version": "v1.95.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/s3vectors",
            "direct": true,
            "version": "v1.4.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/secretsmanager",
            "direct": true,
            "version": "v1.41.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/smithy-go",
            "direct": true,
            "version": "v1.24.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/coreos/go-oidc/v3",
            "direct": true,
            "version": "v3.15.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-git/go-git/v5",
            "direct": true,
            "version": "v5.16.5",
            "ecosystem": "go"
          },
          {
            "name": "github.com/golang-jwt/jwt/v5",
            "direct": true,
            "version": "v5.3.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/jsonschema-go",
            "direct": true,
            "version": "v0.2.1-0.20250825175020-748c325cec76",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/uuid",
            "direct": true,
            "version": "v1.6.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/johannesboyne/gofakes3",
            "direct": true,
            "version": "v0.0.0-20250916175020-ebf3e50324d3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/joho/godotenv",
            "direct": true,
            "version": "v1.5.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/modelcontextprotocol/go-sdk",
            "direct": true,
            "version": "v0.4.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/netflix/go-env",
            "direct": true,
            "version": "v0.0.0-20220526054621-78278af1949d",
            "ecosystem": "go"
          },
          {
            "name": "github.com/opensearch-project/opensearch-go/v4",
            "direct": true,
            "version": "v4.5.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pdfcpu/pdfcpu",
            "direct": true,
            "version": "v0.11.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/slack-go/slack",
            "direct": true,
            "version": "v0.23.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/spf13/cobra",
            "direct": true,
            "version": "v1.9.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/spf13/pflag",
            "direct": true,
            "version": "v1.0.7",
            "ecosystem": "go"
          },
          {
            "name": "github.com/stretchr/testify",
            "direct": true,
            "version": "v1.11.1",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/metric",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/sdk",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/sdk/metric",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/trace",
            "direct": true,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/oauth2",
            "direct": true,
            "version": "v0.34.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/sync",
            "direct": true,
            "version": "v0.19.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/text",
            "direct": true,
            "version": "v0.33.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/time",
            "direct": true,
            "version": "v0.14.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/api",
            "direct": true,
            "version": "v0.258.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/genai",
            "direct": true,
            "version": "v1.49.0",
            "ecosystem": "go"
          },
          {
            "name": "gopkg.in/yaml.v3",
            "direct": true,
            "version": "v3.0.1",
            "ecosystem": "go"
          },
          {
            "name": "modernc.org/sqlite",
            "direct": true,
            "version": "v1.42.2",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go",
            "direct": false,
            "version": "v0.116.0",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/auth",
            "direct": false,
            "version": "v0.17.0",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/auth/oauth2adapt",
            "direct": false,
            "version": "v0.2.8",
            "ecosystem": "go"
          },
          {
            "name": "cloud.google.com/go/compute/metadata",
            "direct": false,
            "version": "v0.9.0",
            "ecosystem": "go"
          },
          {
            "name": "dario.cat/mergo",
            "direct": false,
            "version": "v1.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream",
            "direct": false,
            "version": "v1.7.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/feature/ec2/imds",
            "direct": false,
            "version": "v1.18.5",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/configsources",
            "direct": false,
            "version": "v1.4.19",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/endpoints/v2",
            "direct": false,
            "version": "v2.7.19",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/ini",
            "direct": false,
            "version": "v1.8.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/internal/v4a",
            "direct": false,
            "version": "v1.4.16",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding",
            "direct": false,
            "version": "v1.13.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/internal/checksum",
            "direct": false,
            "version": "v1.9.7",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/internal/presigned-url",
            "direct": false,
            "version": "v1.13.16",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/internal/s3shared",
            "direct": false,
            "version": "v1.19.16",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/sso",
            "direct": false,
            "version": "v1.28.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/ssooidc",
            "direct": false,
            "version": "v1.34.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/aws/aws-sdk-go-v2/service/sts",
            "direct": false,
            "version": "v1.38.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/cenkalti/backoff/v5",
            "direct": false,
            "version": "v5.0.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/clipperhouse/uax29/v2",
            "direct": false,
            "version": "v2.2.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/cloudflare/circl",
            "direct": false,
            "version": "v1.6.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/cyphar/filepath-securejoin",
            "direct": false,
            "version": "v0.4.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/davecgh/go-spew",
            "direct": false,
            "version": "v1.1.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/dustin/go-humanize",
            "direct": false,
            "version": "v1.0.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/emirpasic/gods",
            "direct": false,
            "version": "v1.18.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/felixge/httpsnoop",
            "direct": false,
            "version": "v1.0.4",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-git/gcfg",
            "direct": false,
            "version": "v1.5.1-0.20230307220236-3a3c6141e376",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-git/go-billy/v5",
            "direct": false,
            "version": "v5.6.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-jose/go-jose/v4",
            "direct": false,
            "version": "v4.1.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-logr/logr",
            "direct": false,
            "version": "v1.4.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/go-logr/stdr",
            "direct": false,
            "version": "v1.2.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/golang/groupcache",
            "direct": false,
            "version": "v0.0.0-20241129210726-2c02b8208cf8",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/go-cmp",
            "direct": false,
            "version": "v0.7.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/google/s2a-go",
            "direct": false,
            "version": "v0.1.9",
            "ecosystem": "go"
          },
          {
            "name": "github.com/googleapis/enterprise-certificate-proxy",
            "direct": false,
            "version": "v0.3.7",
            "ecosystem": "go"
          },
          {
            "name": "github.com/googleapis/gax-go/v2",
            "direct": false,
            "version": "v2.15.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/gorilla/websocket",
            "direct": false,
            "version": "v1.5.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/grpc-ecosystem/grpc-gateway/v2",
            "direct": false,
            "version": "v2.27.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/hhrutter/lzw",
            "direct": false,
            "version": "v1.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/hhrutter/pkcs7",
            "direct": false,
            "version": "v0.2.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/hhrutter/tiff",
            "direct": false,
            "version": "v1.0.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/inconshreveable/mousetrap",
            "direct": false,
            "version": "v1.1.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/jbenet/go-context",
            "direct": false,
            "version": "v0.0.0-20150711004518-d14ea06fba99",
            "ecosystem": "go"
          },
          {
            "name": "github.com/kevinburke/ssh_config",
            "direct": false,
            "version": "v1.2.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/mattn/go-isatty",
            "direct": false,
            "version": "v0.0.20",
            "ecosystem": "go"
          },
          {
            "name": "github.com/mattn/go-runewidth",
            "direct": false,
            "version": "v0.0.19",
            "ecosystem": "go"
          },
          {
            "name": "github.com/microsoft/go-winio",
            "direct": false,
            "version": "v0.6.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/ncruces/go-sqlite3",
            "direct": false,
            "version": "v0.17.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/ncruces/go-strftime",
            "direct": false,
            "version": "v0.1.9",
            "ecosystem": "go"
          },
          {
            "name": "github.com/ncruces/julianday",
            "direct": false,
            "version": "v1.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pjbgf/sha1cd",
            "direct": false,
            "version": "v0.3.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pkg/errors",
            "direct": false,
            "version": "v0.9.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/pmezard/go-difflib",
            "direct": false,
            "version": "v1.0.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/protonmail/go-crypto",
            "direct": false,
            "version": "v1.1.6",
            "ecosystem": "go"
          },
          {
            "name": "github.com/remyoudompheng/bigfft",
            "direct": false,
            "version": "v0.0.0-20230129092748-24d4a6f8daec",
            "ecosystem": "go"
          },
          {
            "name": "github.com/ryszard/goskiplist",
            "direct": false,
            "version": "v0.0.0-20150312221310-2dfbae5fcf46",
            "ecosystem": "go"
          },
          {
            "name": "github.com/sergi/go-diff",
            "direct": false,
            "version": "v1.3.2-0.20230802210424-5b0b94c5c0d3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/skeema/knownhosts",
            "direct": false,
            "version": "v1.3.1",
            "ecosystem": "go"
          },
          {
            "name": "github.com/stretchr/objx",
            "direct": false,
            "version": "v0.5.2",
            "ecosystem": "go"
          },
          {
            "name": "github.com/tetratelabs/wazero",
            "direct": false,
            "version": "v1.11.0",
            "ecosystem": "go"
          },
          {
            "name": "github.com/xanzy/ssh-agent",
            "direct": false,
            "version": "v0.3.3",
            "ecosystem": "go"
          },
          {
            "name": "github.com/yosida95/uritemplate/v3",
            "direct": false,
            "version": "v3.0.2",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/auto/sdk",
            "direct": false,
            "version": "v1.2.1",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp",
            "direct": false,
            "version": "v0.61.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/otel/exporters/otlp/otlptrace",
            "direct": false,
            "version": "v1.38.0",
            "ecosystem": "go"
          },
          {
            "name": "go.opentelemetry.io/proto/otlp",
            "direct": false,
            "version": "v1.7.1",
            "ecosystem": "go"
          },
          {
            "name": "go.shabbyrobe.org/gocovmerge",
            "direct": false,
            "version": "v0.0.0-20230507111327-fa4f82cfbf4d",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/crypto",
            "direct": false,
            "version": "v0.47.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/exp",
            "direct": false,
            "version": "v0.0.0-20250620022241-b7579e27df2b",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/image",
            "direct": false,
            "version": "v0.32.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/net",
            "direct": false,
            "version": "v0.48.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/sys",
            "direct": false,
            "version": "v0.40.0",
            "ecosystem": "go"
          },
          {
            "name": "golang.org/x/tools",
            "direct": false,
            "version": "v0.40.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/genproto/googleapis/api",
            "direct": false,
            "version": "v0.0.0-20251022142026-3a174f9686a8",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/genproto/googleapis/rpc",
            "direct": false,
            "version": "v0.0.0-20251213004720-97cd9d5aeac2",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/grpc",
            "direct": false,
            "version": "v1.77.0",
            "ecosystem": "go"
          },
          {
            "name": "google.golang.org/protobuf",
            "direct": false,
            "version": "v1.36.11",
            "ecosystem": "go"
          },
          {
            "name": "gopkg.in/warnings.v0",
            "direct": false,
            "version": "v0.1.2",
            "ecosystem": "go"
          },
          {
            "name": "gopkg.in/yaml.v2",
            "direct": false,
            "version": "v2.4.0",
            "ecosystem": "go"
          },
          {
            "name": "modernc.org/libc",
            "direct": false,
            "version": "v1.66.10",
            "ecosystem": "go"
          },
          {
            "name": "modernc.org/mathutil",
            "direct": false,
            "version": "v1.7.1",
            "ecosystem": "go"
          },
          {
            "name": "modernc.org/memory",
            "direct": false,
            "version": "v1.11.0",
            "ecosystem": "go"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 123,
        "direct_count": 41,
        "indirect_count": 82
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 1,
        "merged_prs": 65,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 1,
        "closed_unmerged_prs": 1
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "rluisr",
          "commits": 57,
          "avatar_url": "https://avatars.githubusercontent.com/u/7776462?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "auto-approve-e2e.yml",
        "e2e-tests.yml",
        "lint.yml",
        "release.yml",
        "tag.yml",
        "test.yml",
        "vsa.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "go.sum"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "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": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 5,
            "reason": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
            "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": 7,
            "reason": "dependency not pinned by hash detected -- score normalized to 7",
            "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": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "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": 0,
            "reason": "54 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "9bc8ba2290868ff1a8135d62eb334055d602883f",
        "ran_at": "2026-07-22T19:37:31Z",
        "aggregate_score": 3.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-15T15:08:57Z",
      "oldest_open_prs": [
        {
          "number": 38,
          "created_at": "2026-03-06T19:37:38Z",
          "last_comment_at": "2026-03-11T13:15:38Z",
          "last_comment_author": "rluisr"
        }
      ],
      "last_merged_pr_at": "2026-07-15T15:02:03Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ca-srg/ragent",
    "host": "github.com",
    "name": "ragent",
    "owner": "ca-srg"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
        "security": 33,
        "vitality": 76,
        "community": 33,
        "governance": 57,
        "engineering": 96
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 76,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "commits_last_year": 57,
              "human_commit_share": 1,
              "days_since_last_push": 7,
              "active_weeks_last_year": 13
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "13/52 weeks with commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 13
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "57 commits in the last year",
                "points": 15.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 57
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 77,
              "latest_release_tag": "v0.2.3",
              "releases_from_tags": false,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 10.1
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "77 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 77
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~10.1 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 10.1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 7,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 7 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "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": 33,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 17,
            "inputs": {
              "forks": 2,
              "stars": 12,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "12 stars",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "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 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 65,
              "open_issues": 0,
              "closed_issues": 1,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 1
            },
            "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": "65/66 decided PRs merged",
                "points": 37.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 65,
                      "decided": 66
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "followers": 1,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ca-srg",
              "public_repos": 3,
              "account_age_days": 2066
            },
            "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": "1 followers of ca-srg",
                "points": 2.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1,
                      "login": "ca-srg"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "3 public repos, account ~5 yr old",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 3
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/ca-srg/ragent"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "77 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 77
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "7 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "rag",
                "vector",
                "aws",
                "bedrock",
                "markdown",
                "opensearch",
                "s3-vectors",
                "cli",
                "csv",
                "gemini",
                "golang",
                "hybrid-search",
                "mcp-server",
                "oidc",
                "opentelemetry",
                "pdf",
                "slack-bot",
                "sqlite-vec",
                "webui"
              ],
              "has_wiki": true,
              "homepage": "https://ca-srg.dev",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ca-srg.dev",
                "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": "19 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 33,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "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 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "54 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 123 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 123
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 31,
            "inputs": {
              "source": "osv",
              "advisories": 89,
              "affected_packages": 18,
              "assessed_packages": 123,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 6, moderate 8, unknown 2",
              "direct_affected_packages": 9
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "9 affected: github.com/modelcontextprotocol/go-sdk v0.4.0 (high 8.1), go.opentelemetry.io/otel v1.38.0 (high 7.5), go.opentelemetry.io/otel/sdk v1.38.0 (high 7.0), +6 more",
                "points": 5.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 9,
                      "packages": "github.com/modelcontextprotocol/go-sdk v0.4.0 (high 8.1), go.opentelemetry.io/otel v1.38.0 (high 7.5), go.opentelemetry.io/otel/sdk v1.38.0 (high 7.0)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": "8 advisory-carrying package(s) unaddressed past 90 days; oldest published 169 days ago",
                "points": 17.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 8,
                      "oldest": 169
                    }
                  }
                ],
                "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": 123,
              "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": 1
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 87,
        "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": 0.947,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 7884
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.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": "54 of 57 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 54,
                      "sampled": 57
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 57",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 57
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 7",
                "points": 7,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 50917,
              "source_files_sampled": 305,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/305 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 305,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "openapi.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "openapi.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "openapi.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T19:37:43.883692Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/ca-srg/ragent.svg",
  "full_name": "ca-srg/ragent",
  "license_state": "custom",
  "license_spdx": null
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.26.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenGo.