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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-27 20:49 UTC

github / gh-aw-mcpg

Github Agentic Workflows MCP Gateway

Go · RustMIT★ 152 Sterne⑂ 33 Forksseit Dez. 2025Auf GitHub ansehen ↗

github/gh-aw-mcpg erreicht einen Gesundheitsindex von 74 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (88/100) ab, am schwächsten bei Community & Adoption (65/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

74
gesamt / 100
Gut

Software-Gesundheitsindex

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

74
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

GitHubOrganisation
80.903 Follower556 öffentliche Reposseit Mai 2008

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
Gogithub.com/github/gh-aw-mcpgv0.4.6-214vor 0 Tagen

Metriken nach Kategorie

Vitalität

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

88Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
22.8/36Commit-Rhythmus — 33/52 Wochen mit Commits
18/18Commit-Volumen — 6.653 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year6.653
human_commit_share0,4
days_since_last_push0
active_weeks_last_year33
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 3,2 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count100
latest_release_tagv0.4.6
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases3,2

Community & Verbreitung

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

65Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
35.3/60Stars — 152 Stars
12.5/25Forks — 33 Forks
0/15Watcher — 2 Watcher
Verwendete Eingangsdaten
forks33
stars152
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

69Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 97 % der Commits
10.8/13.5Breite der Beitragenden — 8 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled8
top_contributor_share0,969
Wie die Bewertung erfolgt
46.7/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
31.9/38.3PR-Annahme — 1.958/2.348 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs1.958
open_issues9
closed_issues7.611
issue_closed_ratio0,999
closed_unmerged_prs390
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 80.903 Follower von github
25/25Kontohistorie — 556 öffentliche Repos, Kontoalter ca. 18 Jahre
Verwendete Eingangsdaten
followers80.903
owner_typeOrganization
is_verified
owner_logingithub
public_repos556
account_age_days6.651

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf go
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 214 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgithub.com/github/gh-aw-mcpg
ecosystemsgo
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 45 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .golangci.yml
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
0/10Wiki
Verwendete Eingangsdaten
topics
has_wikinein
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

69Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 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 0/1 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file 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
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6,5
Wie die Bewertung erfolgt
26.6/35Direkte Abhängigkeiten ohne bekannte Advisories — 1 betroffen: golang.org/x/text v0.37.0 (unknown)
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
40/40Keine offenen Advisories — kein Advisory ist länger als 90 Tage öffentlich
Verwendete Eingangsdaten
sourceosv
advisories2
affected_packages2
assessed_packages51
unassessed_packages0
affected_by_severityunknown 2
direct_affected_packages1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 51 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.

86Exzellent · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 36 von 40 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,9
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes30.309
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile, guards/github-guard/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .golangci.yml
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — devcontainer, Dockerfile, lockfile
10/10Belegte Agentenpraxis — 19 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesCargo.lock, go.sum
has_dockerfileja
typed_languageja
bootstrap_filesMakefile, guards/github-guard/Makefile
has_devcontainerja
has_linter_configja
typecheck_configs
agent_commit_share0,19
toolchain_manifestsgo.mod, guards/github-guard/rust-guard/Cargo.toml, test/serena-mcp-tests/samples/go_project/go.mod
dependency_bot_commit_share0
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
54.3/55Handhabbare Dateigrößen — 6/473 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes223.744
source_files_sampled473
oversized_source_files6
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — samples
Verwendete Eingangsdaten
example_dirssamples
has_mcp_signalja
api_schema_files

Eckdaten

152GitHub-Sterne
8Mitwirkende
6.653Commits, letzte 12 Monate
0Tage seit letztem Push
100Releases
1Bus-Faktor
9offene 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 ★ / 33 ⇿
0Sterne
33Forks
100Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

01325383322026-012026-042026-07
Major 0Minor 4Patch 96
OpenSSF Scorecard 6.5 / 10
6.5Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-27 20:49 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 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 0/1 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Direkte Abhängigkeiten 13
RegistryPaketVersionsvorgabeManifest
Gogithub.com/BurntSushi/tomlv1.6.0go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogolang.org/x/termv0.43.0go.mod
Gogithub.com/itchyny/gojqv0.12.19go.mod
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/tetratelabs/wazerov1.12.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0go.mod
Gogolang.org/x/textv0.37.0go.mod
Alle Abhängigkeiten 51

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 13 direkte und 38 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
Gogithub.com/burntsushi/tomlv1.6.0direkt
Gogithub.com/itchyny/gojqv0.12.19direkt
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1direkt
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2direkt
Gogithub.com/spf13/cobrav1.10.2direkt
Gogithub.com/stretchr/testifyv1.11.1direkt
Gogithub.com/tetratelabs/wazerov1.12.0direkt
Gogo.opentelemetry.io/otelv1.44.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0direkt
Gogo.opentelemetry.io/otel/sdkv1.44.0direkt
Gogo.opentelemetry.io/otel/tracev1.44.0direkt
Gogolang.org/x/termv0.43.0direkt
Gogolang.org/x/textv0.37.0direkt
crates.ioitoa1.0.17indirekt
crates.iomemchr2.7.6indirekt
crates.ioproc-macro21.0.106indirekt
crates.ioquote1.0.44indirekt
crates.ioserde1.0.228indirekt
crates.ioserde_core1.0.228indirekt
crates.ioserde_derive1.0.228indirekt
crates.ioserde_json1.0.149indirekt
crates.iosyn2.0.114indirekt
crates.iounicode-ident1.0.22indirekt
crates.iozmij1.0.17indirekt
Gogithub.com/cenkalti/backoff/v5v5.0.3indirekt
Gogithub.com/cespare/xxhash/v2v2.3.0indirekt
Gogithub.com/davecgh/go-spewv1.1.1indirekt
Gogithub.com/go-logr/logrv1.4.3indirekt
Gogithub.com/go-logr/stdrv1.2.2indirekt
Gogithub.com/google/jsonschema-gov0.4.3indirekt
Gogithub.com/google/uuidv1.6.0indirekt
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0indirekt
Gogithub.com/inconshreveable/mousetrapv1.1.0indirekt
Gogithub.com/itchyny/timefmt-gov0.1.8indirekt
Gogithub.com/pmezard/go-difflibv1.0.0indirekt
Gogithub.com/segmentio/asmv1.1.3indirekt
Gogithub.com/segmentio/encodingv0.5.4indirekt
Gogithub.com/spf13/pflagv1.0.9indirekt
Gogithub.com/yosida95/uritemplate/v3v3.0.2indirekt
Gogo.opentelemetry.io/auto/sdkv1.2.1indirekt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0indirekt
Gogo.opentelemetry.io/otel/metricv1.44.0indirekt
Gogo.opentelemetry.io/proto/otlpv1.10.0indirekt
Gogolang.org/x/netv0.55.0indirekt
Gogolang.org/x/oauth2v0.36.0indirekt
Gogolang.org/x/sysv0.45.0indirekt
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260526163538-3dc84a4a5aaaindirekt
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaaindirekt
Gogoogle.golang.org/grpcv1.82.1indirekt
Gogoogle.golang.org/protobufv1.36.11indirekt
Gogopkg.in/yaml.v3v3.0.1indirekt
Abhängigkeits-Advisories 2

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 51 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 2 tragen bekannte Advisories, davon 1 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
golang.org/x/textv0.37.0direktunbekannt10.39.0
golang.org/x/netv0.55.0indirektunbekannt10.56.0

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

JSON-Rohbericht maschinenlesbar
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          "kind": "patch",
          "published_at": "2026-07-03T03:45:54Z"
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        {
          "tag": "v0.3.32",
          "kind": "patch",
          "published_at": "2026-06-28T20:09:10Z"
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        {
          "tag": "v0.3.31",
          "kind": "patch",
          "published_at": "2026-06-27T19:24:23Z"
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          "tag": "v0.3.30",
          "kind": "patch",
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          "kind": "patch",
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          "kind": "patch",
          "published_at": "2026-06-22T21:26:52Z"
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        {
          "tag": "v0.3.27",
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          "headline": "fix(proxy): fix gofmt formatting in handler_difc_test.go",
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          "headline": "Potential fix for pull request finding",
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          "body": "…d rate limit\n\nAdd two tests to handler_difc_test.go that use the recording tracer\n(newRecordingProxyHandler) to verify the difcSpan.IsRecording() branches:\n\n- TestHandleWithDIFC_AccessDenied_RecordsSpanEvent: verifies that a DIFC\n  coarse-check block emits a 'difc.access_denied' span event with a r\n[…]\nin handleWithDIFC. Coverage for\nhandleWithDIFC improved from 90.0% to 95.0%, and total proxy package\ncoverage from 94.4% to 95.0%.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(proxy): add span event recording tests for DIFC access denied an…",
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          "oid": "7e7f4c561e40dd74b230e999f949fe537dfa4725",
          "body": "## Test Coverage Improvement: logger fallback init helpers\n\n### Functions Analyzed\n\n- **Package**: `internal/logger`\n- **Functions**:\n  - `logFallbackWarnings`\n  - `fallbackLoggerOnInitError`\n  - `silentFallbackLoggerOnInitError`\n  - `strictLoggerOnInitError`\n- **Previous Coverage**: 0% (no direct t\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30210904844 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
          "is_bot": false,
          "headline": "[test] Add tests for logger fallback init helper functions (#10122)",
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          "committed_at": "2026-07-26T23:27:40Z",
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          "headline": "ci: upgrade GitHub Actions to latest versions (#10127)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T22:57:25Z",
          "body_truncated": false,
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          "oid": "8e02e9ae061d4840193cceff648064a1c5d4d19f",
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          "is_bot": true,
          "headline": "fix: correct indentation on assert.Same line in fallback_init_helpers…",
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          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:30:30Z",
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        },
        {
          "oid": "7806cbbdaca5323993d8869e70dd877b0f2b1176",
          "body": "- actions/checkout: v5 (93cb6ef) → v7.0.1 (3d3c42e5aac5ba805825da76410c181273ba90b1)\n- actions/setup-go: v6 (4dc6199) → v7.0.0 (b7ad1dad31e06c5925ef5d2fc7ad053ef454303e)\n- actions/upload-artifact: v4 (ea165f8) → v7.0.1 (043fb46d1a93c77aae656e7c1c64a875d1fc6a0a)\n- actions-rust-lang/setup-rust-toolchain: v1.15.3 (a0b538f) → v1.17.0 (166cdcfd11aee3cb47222f9ddb555ce30ddb9659)\n\nCloses #10112",
          "is_bot": true,
          "headline": "ci: upgrade GitHub Actions to latest versions",
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          "headline": "Initial plan",
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          "committed_at": "2026-07-26T21:16:41Z",
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          "oid": "653c850ab42d860e1530dabef8585006f4115702",
          "body": "…tics (#10086)\n\nSemantic clustering flagged low-effort cleanup opportunities: thin\npersistence wrappers in logger internals and potential confusion between\ntwo env-expansion paths with different failure semantics. This PR\napplies those targeted refactors without changing behavior.\n\n- **Logger intern\n[…]\nSON(...)` directly after\nremoving `writeToFile()`.\n\n```go\n// Before\nreturn tl.writeToFile()\n\n// After\nreturn tl.writeJSON(tl.data, 0644)\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10083",
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          "headline": "Refactor logger persistence wrappers and document env expansion seman…",
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          "headline": "Potential fix for pull request finding",
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          "oid": "58e9557e16ff38e652cb81ed27b1468ded4b93fa",
          "body": "## Summary\n\nImproved test coverage for `internal/launcher` package from **96.8% →\n97.3%**.\n\n## File Analyzed\n\n`internal/launcher/getorlaunchforsession_test.go` and\n`internal/launcher/launcher_runtime_test.go`\n\n## Improvements Made\n\n### New tests in `getorlaunchforsession_test.go`\n\n- **`TestGetOrLaun\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30180448413 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
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          "headline": "[test-improver] Improve tests for launcher package (#10089)",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-26T21:14:23Z",
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          "oid": "1863c403c28da848871ed0cf8474fdee3c9914e3",
          "body": "Add direct unit tests for four package-private helpers in\ninternal/logger/global_helpers.go that had no direct test coverage:\n\n- logFallbackWarnings: verify two WARNING lines are printed with the\n  expected error message and fallback description\n- fallbackLoggerOnInitError: verify warnings are emitt\n[…]\nenario-based, use captureStdLog for\nstderr capture, and follow the testify patterns established by the\nrest of the logger package.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for logger fallback init helper functions",
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          "body": null,
          "is_bot": true,
          "headline": "test(launcher): remove invalid double-check lock pool test",
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          "committed_at": "2026-07-26T16:39:02Z",
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          "body": null,
          "is_bot": true,
          "headline": "Align logger docs and test names with writeJSON refactor",
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          "oid": "2d8ba00b9e1e7069e96d2f8d31e6277e0b857597",
          "body": "…NTS.md (#10085)",
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          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
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          "oid": "4b7bcc8c484702dc611503aa84ce096e76a2306a",
          "body": "…ctStdioCommand\n\n- Add TestGetOrLaunchForSession_ServerNotFound to cover ErrServerNotFound path\n- Add TestGetOrLaunchForSession_HTTPBackendRecordsStart to cover HTTP backend\n  recordStart path and verify server state tracking\n- Add TestGetOrLaunchForSession_DoubleCheckLockPoolHit to exercise pool ca\n[…]\ntable\n- Add TestNew_RunningInContainer to cover container detection log branch in New()\n\nCoverage: internal/launcher 96.8% → 97.3%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(launcher): improve coverage for GetOrLaunchForSession and isDire…",
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          "body": null,
          "is_bot": true,
          "headline": "refactor(logger): inline thin file-write wrappers",
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          "headline": "Initial plan",
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          "headline": "Initial plan",
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          "oid": "e53395eac55c939fee47bc2fc214a503eb7c320e",
          "body": "…ch (#10081)",
          "is_bot": false,
          "headline": "[test] Add tests for util.RandomBigInt zero-result normalization bran…",
          "author_name": "Landon Cox",
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        {
          "oid": "e224e89ca90d061ffa5466c9d2ea0873d87e37e8",
          "body": "Extract randomBigIntFromRandFunc internal helper to make the\nastronomically-rare zero-result defensive branch testable via\ndependency injection. Add TestRandomBigIntFromRandFunc covering:\n- zero bits error path\n- rand function error wrapping\n- normal positive result passthrough\n- zero result normalized to 1 (previously untestable branch)\n\nCoverage improvement: internal/util 97.8% → 99.3%\nRandomBigInt: 77.8% → 100%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for util.RandomBigInt zero-result normalization branch",
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          "committed_at": "2026-07-25T16:47:54Z",
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        },
        {
          "oid": "880f8dc35533084ff71daded793413ce142af294",
          "body": "…eport (#10062)\n\nSix doc/code mismatches identified by the nightly reconciliation\nworkflow — operators could misconfigure or misread guarantees based on\nthe existing text.\n\n## README.md\n\n- **`--otlp-sample-rate` has no env-var fallback** — unlike\n`--otlp-endpoint` (`OTEL_EXPORTER_OTLP_ENDPOINT`) and\n[…]\nid\"},\n\"mcpServers\": {\"github\": {\"type\": \"stdio\", \"container\":\n\"ghcr.io/github/github-mcp-server:latest\"}}\n  }' | ./awmg --config-stdin\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10028",
          "is_bot": false,
          "headline": "docs: fix 6 documentation discrepancies from nightly reconciliation r…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-25T15:04:04Z",
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        {
          "oid": "e81dde58c57a1eaa8eca49de55b8182b2c97f632",
          "body": "… security policy (#10061)\n\nAddresses 9 of the 16 findings from the semantic function clustering\nanalysis: outlier functions in wrong packages, unnecessary thin\nwrappers, and scattered helpers that violate the import/responsibility\nhierarchy.\n\n## Outlier functions relocated\n\n- **A1** `WriteSimpleHea\n[…]\nh-remapping logic; no clean fit in `logger/fileutil.go` |\n| B5 `generateRandomSpanID` | Already uses `util.RandomBytes` — no\naction needed |\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10019",
          "is_bot": false,
          "headline": "refactor: move outlier functions, eliminate thin wrappers, centralize…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:50Z",
          "body_truncated": true,
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        },
        {
          "oid": "4bb58d17ded1b58958b12bfe1eb3280a664e7d03",
          "body": "…uard boilerplate (#10059)\n\nThe config validation code repeated the same\nnil-check-before-dereference pattern ~5 times across\n`validation_gateway.go` and `validation_server.go`, with no shared\nabstraction — increasing bug risk (forgetting the nil guard on new\nfields) and making the validation functi\n[…]\nrn err\n}\n```\n\nAdding a new optional `*int` field now requires a single\n`validateOptionalInt` call rather than a copy-pasted nil-guard block.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10044",
          "is_bot": false,
          "headline": "refactor(config): add validateOptionalInt to eliminate repeated nil-g…",
          "author_name": "Landon Cox",
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        {
          "oid": "a8f617407024337b8025ac57ef864386e8467d3e",
          "body": null,
          "is_bot": true,
          "headline": "docs: clarify otlp sample-rate config support",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:51:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "caa5f16630755faa43fa32fc7b02da6f8aefb8cc",
          "body": "The `/health` endpoint was advertising spec version `1.14.0` despite the\nimplementation already being fully compliant with spec 1.15.0 (which\nadded `forcePublicRepos`, Write-Sink Guard Policy, and Cross-Visibility\nOpt-Out — all already shipped).\n\n## Change\n\n- **`internal/server/unified.go`**: bump t\n[…]\nn = \"1.15.0\"\n```\n\nThe existing `health_test.go` assertion references the constant\ndirectly, so it automatically validates the correct value.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10020",
          "is_bot": false,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0 (#10060)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:48:36Z",
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        {
          "oid": "a3f3d7260869b370007223b01598cc8e037ea82f",
          "body": "…ve duplication",
          "is_bot": true,
          "headline": "refactor: semantic function clustering - move outlier functions, remo…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:43:10Z",
          "body_truncated": false,
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        },
        {
          "oid": "68464af0e1fa8625c9b78a1b9ab16f59ac22da6f",
          "body": "…rd duplication\n\nAdds a generic `validateOptionalInt(ptr *int, logMsg string, validateFn func(int) *ValidationError) error` helper to `internal/config/validation_rules.go` that consolidates the repeated nil-check-before-dereference pattern for optional `*int` fields in config validation.\n\n- Correctl\n[…]\n is handled inline in the closure, preserving existing semantics.\n- Adds `TestValidateOptionalInt` covering nil pointer, valid value, invalid value, and the zero-sentinel guard pattern.\n\nCloses #10044",
          "is_bot": true,
          "headline": "refactor(config): add validateOptionalInt helper to eliminate nil-gua…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:35:32Z",
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        {
          "oid": "eb290f8a30949c69b69b59f57783eebe25fb7ec1",
          "body": "## Summary\n\nAdds a missing test case to `internal/util/truncate_test.go` that covers\nthe stage-2 early-return branch in `TruncateRunes`.\n\n## File Analyzed\n\n`internal/util/truncate_test.go` / `internal/util/truncate.go`\n\n## Improvement Made\n\n`TruncateRunes` has three stages:\n1. **Fast path**: `len(s)\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30135335670 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for util (TruncateRunes) (#10032)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:33:27Z",
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        {
          "oid": "53cf7851fa7a64ba6048b8fb60d847723acbb415",
          "body": "- README.md: clarify `--otlp-sample-rate` has no env-var fallback (#1)\n- README.md: state CLI enforces --config or --config-stdin via MarkFlagsOneRequired (#3)\n- README.md: improve schema-required fields phrasing to be more precise (#4)\n- CONTRIBUTING.md: change 'Go 1.26.4 or later' to 'Go 1.26.4' (#5)\n- CONTRIBUTING.md: qualify container port-mapping validation as conditional (#2)\n- CONTRIBUTING.md: update JSON stdin example to include required gateway fields (#6)\n\nCloses #10028",
          "is_bot": true,
          "headline": "docs: fix 6 documentation discrepancies found in nightly reconciliation",
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          "committed_at": "2026-07-25T14:29:32Z",
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          "body": null,
          "is_bot": true,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0",
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          "committed_at": "2026-07-25T14:27:17Z",
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          "oid": "07c062decde6248a6142fc03643d3cfa140b901e",
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          "is_bot": true,
          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-25T14:26:19Z",
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          "headline": "Initial plan",
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          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-25T14:25:51Z",
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          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
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          "body": "…registry.go (#10029)\n\nAdds 3 targeted debug logging calls to\n`internal/server/tool_registry.go` using the existing `logUnified`\nlogger:\n\n- **`registerSysTool`**: logs the tool name when each sys tool is\nregistered, making startup traces easier to follow when debugging which\nsys tools were added.\n- \n[…]\n4763, workflow_id:\ngo-logger, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30134314763 -->\n\n<!-- gh-aw-workflow-id: go-logger -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/go-logger -->",
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          "headline": "[log] Add debug logging to registerSysTool and callSysServer in tool_…",
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          "oid": "7c23a4d18f18689be5080ae0b88433bcadd24768",
          "body": "Add a table-driven test case that covers the stage-2 early return in\nTruncateRunes: when len(s) > maxRunes (fast-path fails) but\nutf8.RuneCountInString(s) <= maxRunes (actual rune count fits), the\nfunction should return the string unchanged.\n\nExample: \"日本語\" (9 bytes, 3 runes) with maxRunes=4 — byte count\nexceeds the limit so the fast path is skipped, but the rune count (3)\nis within the limit so the string is returned as-is.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
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          "body": "…kage (#9998)\n\n🤖 *This is an automated PR from Repo Assist.*\n\nAddresses the duplication pattern reported in #9966: two callers were\nindependently asserting `m[\"isError\"].(bool)` from raw MCP result maps.\nThis extracts that into a shared `mcpresult.IsErrorResult` helper so the\nkey name `\"isError\"` is\n[…]\nworkflow_id:\nrepo-assist, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30095480391 -->\n\n<!-- gh-aw-workflow-id: repo-assist -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/repo-assist -->",
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          "oid": "2f937bff6e4756cd697aee21fab134efc4fabb68",
          "body": "…ry.go\n\nLog sys tool registration by name and log dispatch of sys tool calls,\nincluding a warning path for unknown tool names. These debug points help\ntrace sys tool lifecycle during startup and request handling.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "body": "main added its own mcpresult.IsErrorResult; remove this branch's\nduplicate function and test file to fix the redeclaration build error.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: fcad8d0a-2218-4fa2-9f67-19f8b2f59dc7",
          "is_bot": false,
          "headline": "Resolve IsErrorResult duplication after merging main",
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          "author_login": "lpcox",
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          "body_truncated": false,
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          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/main' into repo-assist/improve-i…",
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          "committed_at": "2026-07-24T22:40:17Z",
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        {
          "oid": "12eb41cb38931e9f6e14c09f0e47e26d8bf9e7f9",
          "body": "…ases (#9973)\n\nGuard coverage reported unresolved DIFC labeling gaps where newly\nintroduced `*_ff_fields_param` and issue-dependency feature-flag tool\nnames could fall through default labeling instead of inheriting\ncanonical repo/resource-scoped labels. This change aligns those aliases\nwith their ca\n[…]\ndency_write\"\n| \"issue_dependency_write_ff_issue_dependencies\"\n| \"pin_issue\" | \"transfer_issue\" | \"unpin_issue\" => { /* existing body */ }\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9963",
          "is_bot": false,
          "headline": "Close github-guard DIFC labeling gaps for GitHub MCP feature-flag ali…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:35:19Z",
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          "oid": "d11b36bc3782db1cf70b13cae08a4bfe51c01a15",
          "body": "… command overrides (#10003)\n\nThis change removes the hard Docker-daemon assumption for stdio MCP\nserver launches by introducing runtime selection (`docker`/`podman`) and\nruntime-command overrides, while preserving the existing stdio\nparent/child transport model. Default behavior remains Docker-comp\n[…]\n]\n  },\n  \"mcpServers\": {\n    \"github\": {\n      \"type\": \"stdio\",\n      \"container\": \"ghcr.io/github/github-mcp-server:latest\"\n    }\n  }\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10002",
          "is_bot": false,
          "headline": "Add configurable stdio container runtime (Docker/Podman) with runtime…",
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          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:34:29Z",
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          "oid": "b780922eb7ed33076f2f724cec17b55a470c38a7",
          "body": "This updates the CLI’s Cobra integration in a few low-risk places called\nout by the module review: completion registration now handles errors\nconsistently, the proxy listen default is named instead of inlined, and\n`awmg proxy --policy` now provides shell ActiveHelp guidance for JSON\ninput.\n\n- **Comp\n[…]\n}}'\"),\n\t\tcobra.ShellCompDirectiveNoFileComp\n}); err != nil {\n\tlogProxyCmd.Printf(\"Failed to register completion for --policy: %v\", err)\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9980",
          "is_bot": false,
          "headline": "Tighten Cobra completion registration and proxy flag UX (#9985)",
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          "oid": "bb52e6c42504096d098b3b764233bd3467999bc4",
          "body": "…tIntegrityLevel, formatSecrecyLevel (#10004)\n\n## Test Coverage Improvement: `difc/violations.go`\n\n### Function Analyzed\n\n- **Package**: `internal/difc`\n- **File**: `violations.go`\n- **Previous Coverage**: 0% (no test file existed)\n- **Functions covered**: `ViolationError.Error`,\n`ViolationError.Det\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30111060325 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
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          "headline": "Refactor runtime whitespace helper naming",
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          "headline": "Refine runtime command detection and defaulting",
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          "headline": "Fix response-level DIFC alias dispatch parity",
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          "headline": "Fix runtime validation and launcher containerized detection",
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          "committed_at": "2026-07-24T19:32:16Z",
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          "is_bot": true,
          "headline": "refactor: use mcpresult.IsErrorResult in tool result conversion",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:32Z",
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        {
          "oid": "a42172c439e8dc8699be9585de62adf0cc8c9038",
          "body": "… (#9984)\n\nThe Rust guard had no direct unit coverage for three security-sensitive\n`apply_tool_labels` policy arms: private user metadata, public\nGitHub-controlled metadata, and repository security advisories. This\nalso trims an internal backend helper that was exposed more broadly than\nits call sit\n[…]\n], String::new(),\n&ctx);\n\n      assert_eq!(secrecy, private_user_label());\n      assert_eq!(integrity, project_github_label(&ctx));\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9981",
          "is_bot": false,
          "headline": "Add Rust guard coverage for GitHub-controlled/advisory label policies…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:17Z",
          "body_truncated": true,
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        {
          "oid": "fbd2e99d93037d503c6322be9513d9296af063be",
          "body": "Visibility-related code paths were normalizing strings inline in\nmultiple packages using the same trim+lowercase pattern. This refactor\ncentralizes that logic so sink visibility and related policy fields\nnormalize consistently from one helper.\n\n- **What changed**\n  - Added a shared helper:\n    ```go\n[…]\nrmalizeStringCI(configuredVisibility)\n  if actual == RepoVisibilityPublic && configured != \"public\" {\n  \treturn \"public\", true, nil\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9965",
          "is_bot": false,
          "headline": "Extract shared case-insensitive visibility normalizer (#9972)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:24:37Z",
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          "oid": "2283933559fc891dc80d35e4a341464c9c51be2f",
          "body": null,
          "is_bot": true,
          "headline": "test: resolve difc lint failures from duplicate test names",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T18:33:58Z",
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        {
          "oid": "0462d70c7dfe37dc4dec5313cd87bc9a387e83f9",
          "body": "… (#9971)\n\nThe raw MCP tool-result `isError` bool assertion was duplicated in tool\nresult conversion and rate-limit detection. This change centralizes that\ncheck in `internal/mcpresult` so raw-result handling has a single source\nof truth.\n\n- **Shared raw-result helper**\n- Add `mcpresult.IsErrorResul\n[…]\n maps\n\nExample:\n\n```go\nfunc IsErrorResult(result map[string]interface{}) bool {\n\tisError, _ := result[\"isError\"].(bool)\n\treturn isError\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9966",
          "is_bot": false,
          "headline": "Refactor raw MCP tool-result `isError` detection into a shared helper…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-24T18:27:17Z",
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        {
          "oid": "fb1001e2a0fee69cf18ae5d979535347029fe083",
          "body": "## Schema URL Update\n\nUpdates the MCP Gateway JSON schema validation URL from the previous\nversion to `v0.83.1`.\n\n### Files Changed\n\n- `internal/config/validation_errors.go` — `SchemaURL` constant updated\nto `v0.83.1`\n- `internal/config/validation_schema_test.go` — hardcoded schema URL\nupdated to `v\n[…]\npg/actions/runs/30065166553 -->\n\n<!-- gh-aw-expires-type: pull-request -->\n\n<!-- gh-aw-workflow-id: nightly-schema-updater -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/nightly-schema-updater\n-->",
          "is_bot": false,
          "headline": "🔄 chore: update gh-aw schema URL to v0.83.1 (#9967)",
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          "headline": "Refine runtime validation and detection logic",
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          "headline": "Add configurable stdio container runtime support",
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          "oid": "3cde72fb823311001a30fb7bfa4c9a44f0a8d7c6",
          "body": "…formatIntegrityLevel, formatSecrecyLevel)\n\nAdd comprehensive unit tests for violations.go, which had no test coverage:\n\n- TestViolationError_Error_Secrecy: all secrecy violation message paths\n- TestViolationError_Error_Integrity: write/read violation paths with/without missing tags\n- TestViolationE\n[…]\nix, unknown tags\n- TestFormatSecrecyLevel: private:scope, plain private, longest scope wins,\n  empty scope edge case, unknown tags\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for difc.violations (ViolationError, FormatViolationError, …",
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          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-24T17:04:34Z",
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          "oid": "ca7f0b9441e3f68ae141aeab110932192a557451",
          "body": "Addresses the duplication reported in #9966: two callers independently\nasserted m[\"isError\"].(bool) from raw MCP result maps. Extract this\ninto mcpresult.IsErrorResult so the key name 'isError' is defined in\na single location.\n\n- Add mcpresult.IsErrorResult(map[string]interface{}) bool\n- Use it in s\n[…]\nresult.go already uses the\n  typed SDK struct path, so it does not need the helper)\n- Add table-driven unit test for IsErrorResult\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "headline": "refactor: extract IsErrorResult helper to mcpresult package",
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          "headline": "Polish cobra policy completion tests",
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          "headline": "Improve cobra command completions",
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          "headline": "test: add rust guard label policy coverage",
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          "oid": "6a9bbf2165c617ee6796d8ce871cb0791c430aa1",
          "body": "…ort (#9947)",
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          "headline": "docs: fix documentation discrepancies from nightly reconciliation rep…",
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                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 97% of commits",
                "points": 0.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 97
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "8 contributors",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 1958,
              "open_issues": 9,
              "closed_issues": 7611,
              "issue_closed_ratio": 0.999,
              "closed_unmerged_prs": 390
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1958/2348 decided PRs merged",
                "points": 31.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1958,
                      "decided": 2348
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 80903,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "github",
              "public_repos": 556,
              "account_age_days": 6651
            },
            "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": "80,903 followers of github",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 80903,
                      "login": "github"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "556 public repos, account ~18 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 556
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 18
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/github/gh-aw-mcpg"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "214 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 214
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "45 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 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 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 51 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 51
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              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
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              "affected_packages": 2,
              "assessed_packages": 51,
              "unassessed_packages": 0,
              "affected_by_severity": "unknown 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
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                  }
                ],
                "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": 51,
              "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": 10
            },
            "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": 86,
        "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": 0.9,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 30309
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
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                  }
                ],
                "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": "36 of 40 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 40
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "go.sum"
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "guards/github-guard/Makefile"
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [
                "go.mod",
                "guards/github-guard/rust-guard/Cargo.toml",
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              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, guards/github-guard/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, guards/github-guard/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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "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"
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}

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

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

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