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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 15:32 UTC
Azure / GPT-RAG
Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
Azure/GPT-RAG erreicht einen Gesundheitsindex von 76 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (95/100) ab, am schwächsten bei AI Readiness (59/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
76
gesamt / 100Software-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.
76
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)
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
Microsoft AzureOrganisation
15.084 Follower2.726 öffentliche Reposseit März 2014
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
95
Entwicklungsaktivität
92Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 27.7/36 | Commit-Rhythmus — 40/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 338 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 338 |
| human_commit_share | 0,97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 90 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 5 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 2,2 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 90 |
| latest_release_tag | v3.7.0 |
| releases_from_tags | nein |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2,2 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
85
Wie die Bewertung erfolgt
| 49.7/60 | Stars — 1.165 Stars |
| 20.8/25 | Forks — 313 Forks |
| 7/15 | Watcher — 19 Watcher |
Verwendete Eingangsdaten
| forks | 313 |
| stars | 1.165 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | ja |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
65
Maintainer-Resilienz (Bus-Faktor)
39Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 6.8/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 70 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 22 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 22 |
| top_contributor_share | 0,699 |
Wie die Bewertung erfolgt
| 46.5/46.8 | Issue-Lösungsquote — 99 % der Issues geschlossen |
| 34.7/38.3 | PR-Annahme — 321/354 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 321 |
| open_issues | 1 |
| closed_issues | 180 |
| issue_closed_ratio | 0,994 |
| closed_unmerged_prs | 33 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 15.084 Follower von Azure |
| 25/25 | Kontohistorie — 2.726 öffentliche Repos, Kontoalter ca. 12 Jahre |
Verwendete Eingangsdaten
| followers | 15.084 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Azure |
| public_repos | 2.726 |
| account_age_days | 4.527 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
66
Engineering-Praktiken
50Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 2/20 | OpenSSF Scorecard: CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://aka.ms/gpt-rag |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 5 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | azure, gpt-3, gpt-4, openai, azd-templates |
| has_wiki | nein |
| homepage | https://aka.ms/gpt-rag |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
67
Sicherheitslage
59Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0.2/2.5 | CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,9 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 0/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 11 |
| unassessed_packages | 1 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 11 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 1 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
59
AI-Agentenkontext & Leitlinien
85Exzellent
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 82 von 97 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,845 |
| agent_instruction_files | .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| agent_instruction_max_bytes | 7.839 |
AI-Verify-Loop (Build / Test / Typprüfung)
42Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 0/10 | Reproduzierbare Umgebung |
| 10/10 | Belegte Agentenpraxis — 69 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben |
| 8/8 | Automatisierte Wartung — 3 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0,69 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,03 |
AI-Code-Lesbarkeit für Modelle
52Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 51.9/55 | Handhabbare Dateigrößen — 1/18 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 87.828 |
| source_files_sampled | 18 |
| oversized_source_files | 1 |
Eckdaten
1.165GitHub-Sterne
22Mitwirkende
338Commits, letzte 12 Monate
0Tage seit letztem Push
90Releases
1Bus-Faktor
1offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 313 ⇿
0Sterne
313Forks
90Releases
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.
Major 3Minor 16Patch 71
Jeder Punkt umfasst 3 Tage.
OpenSSF Scorecard 5.9 / 10
5.9Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 1 | CI-Tests | 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Alle Abhängigkeiten 12
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 12 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | azure-appconfiguration | 1.9.0 | indirekt |
| PyPI | azure-identity | 1.25.3 | indirekt |
| PyPI | azure-keyvault-secrets | 4.11.0 | indirekt |
| PyPI | azure-mgmt-appcontainers | 5.0.0 | indirekt |
| PyPI | azure-mgmt-cognitiveservices | 13.6.0 | indirekt |
| PyPI | azure-mgmt-cosmosdb | 9.8.0 | indirekt |
| PyPI | azure-mgmt-resource | 24.0.0 | indirekt |
| PyPI | click | 8.2.1 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | requests | 2.34.2 | indirekt |
| PyPI | tabulate | — | indirekt |
Abhängigkeits-Advisories 1
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 11 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 1 tragen bekannte Advisories, davon 0 direkte. 1 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| click | 8.2.1 | indirekt | hoch | 1 | 8.3.3 |
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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"published_at": "2026-06-26T10:20:53Z"
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{
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"kind": "patch",
"published_at": "2026-06-26T03:50:02Z"
},
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"kind": "major",
"published_at": "2026-06-26T03:25:21Z"
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"kind": "patch",
"published_at": "2026-06-19T23:02:48Z"
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"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:52:58Z",
"body_truncated": true,
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{
"oid": "10554d1593bdcda68904bfae85d5b6a6eb669512",
"body": "Adds parallel Fabric Data Agent (fabricDataAgent) knowledge source\nsupport alongside Work IQ and Fabric ontology. Feature is opt-in via\nFABRIC_DATA_AGENT_ENABLED and defaults off.\n\n- search.j2: emit fabricDataAgent KS + KB reference when enabled.\n- search.settings.j2: expose four FABRIC_DATA_AGENT_*\n[…]\nsts, all 25 pass.\n- manifest.json: bump orchestrator pin to v3.4.0 for paired retrieve support.\n- CHANGELOG: Unreleased entry.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: fabric data agent knowledge source support (#554)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:51:59Z",
"body_truncated": true,
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{
"oid": "8b0f361d4a74a96286a266257bf4b81fd2284238",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main into develop after v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:48:27Z",
"body_truncated": false,
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{
"oid": "f63c929415ba4442685fcecd0f17669163fd4d8d",
"body": "release: v3.4.1",
"is_bot": false,
"headline": "Merge pull request #553 from Azure/release/3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:41Z",
"body_truncated": false,
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{
"oid": "a94c1a02f3102a895aa7c091365da689629d4138",
"body": "Fixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:17Z",
"body_truncated": false,
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{
"oid": "3b9f0e3e4198cb2fdafb775725654ff6eb19531a",
"body": "…#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of config/search/setup.py rendering search.settings.j2.\n\nThat meant opera\n[…]\na fresh\nprovision registers the keys with their defaults and operators can flip\nthem from the App Configuration blade.\n\nFixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:12:29Z",
"body_truncated": true,
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{
"oid": "397940a394869b89cca80d46daa41a53c76a3e07",
"body": "release: v3.4.0",
"is_bot": false,
"headline": "Merge pull request #550 from Azure/release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T19:56:16Z",
"body_truncated": false,
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},
{
"oid": "8b7d712efa5c4d31fe8963d9862d4bb12676bfe3",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:58:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f589f40e23f2c37a4d8fffe01d2815ed3cc4009d",
"body": "Cut v3.4.0 release notes from Unreleased and bump manifest pins:\ntop-level tag v3.3.0 -> v3.4.0 and gpt-rag-orchestrator pin\nv3.2.0 -> v3.3.0.\n\nv3.4.0 adds Fabric IQ (Microsoft Fabric ontology) as an optional\nFoundry IQ knowledge source, gated by FABRIC_IQ_ENABLED and default\noff. Landing zone is a no-op for this release. Live Fabric query\nvalidation is deferred to a Fabric-capable tenant.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:26:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "4aff249f28353b605be9d849ef2fedc4ef7573f9",
"body": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"is_bot": false,
"headline": "Merge pull request #549 from Azure/feature/fabric-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:22:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a164f12944f2bb466fc24b46896b7abe7b952e0",
"body": "Adds a fabricOntology knowledge source to the Foundry IQ knowledge base\n\nwhen FABRIC_IQ_ENABLED is truthy and all three binding fields\n\n(FABRIC_IQ_KNOWLEDGE_SOURCE_NAME, FABRIC_IQ_WORKSPACE_ID, FABRIC_IQ_ONTOLOGY_ID)\n\nare set. Mirrors the Work IQ integration shape shipped in v3.3.0.\n\n- search.j2: em\n[…]\ntests mirroring the Work IQ suite.\n\nPairs with orchestrator v3.3.0 (retrieve-time Fabric IQ support).\n\nRefs: Azure/GPT-RAG#543\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:15:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5034b56a3b75c73d713542b015574a717561ef4d",
"body": "The docs page for retrieval backends was reorganized in Azure/GPT-RAG-docs\ninto a new Grounding sources subgroup. Point the README at the new\noverview page so first-time operators land on the entry point instead\nof the old dense retrieval backend page.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: update README link to new grounding overview page",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:02:56Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "41cdd0a8ebdf4c5551b08a768fe46144748ad37d",
"body": "Removes the Network-isolated deployments and Retrieval backend configuration\nsections from the README and replaces them with a short Getting started block\npointing to the documentation site. The README is meant to be a landing page,\nnot a manual.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: slim README, defer deployment and retrieval details to docs site",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:41:39Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fdf8f7da7cd69eb7ad70d411a123b0ba82d3c279",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: remove em-dashes from README intro paragraph",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "942db8e5128e626b6003e8529b3f7ce0198cd4c9",
"body": "Break the wall-of-text 'Network-isolated deployments' section into scannable\nsubsections (Preflight checks, Automated and unattended provisioning,\nContainer image builds) with bullets for the bypass flags.\n\nSimplify 'Retrieval backend configuration' to say plainly which backend is\nwhich and how to p\n[…]\ninto the README. The full operator guide (patterns, security modes,\nbilling, rollback, limitations) is linked out to the docs.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: reformat README network-isolated and retrieval sections",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:02Z",
"body_truncated": true,
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{
"oid": "f7f374969163c1f86a520f8e7b74f3ddd8752356",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: reopen changelog after v3.3.0 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:10:06Z",
"body_truncated": false,
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{
"oid": "889a63e343c0b37654c4be44f1ddb1b16608e1d2",
"body": "release: v3.3.0",
"is_bot": false,
"headline": "Merge pull request #548 from Azure/release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "700b98535a8dde2236140973a033383528e9b4d1",
"body": "Keep the release/3.3.0 changes (Work IQ [v3.3.0] section, manifest tag\nv3.3.0 and orch pin v3.2.0). Let the [v3.0.7] retroactive entry from main\nflow through below.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge origin/main into release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:12Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "17b572f8b761081437d3713c4a0db2413b75f9e9",
"body": "Work IQ knowledge source support (opt-in)",
"is_bot": false,
"headline": "Merge pull request #547 from Azure/feature/work-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:07:02Z",
"body_truncated": false,
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{
"oid": "5cfff452ca5f8d3e33aebdea15e55e05c42739ac",
"body": "- manifest.json: gpt-rag tag v3.2.0 -> v3.3.0, orchestrator pin v3.1.1 -> v3.2.0\n- CHANGELOG: [v3.3.0] Unreleased -> [v3.3.0] - 2026-07-10, add Changed section\n documenting the orchestrator pin bump, add Component versions table per\n release convention.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator pin to v3.2.0 and cut v3.3.0 release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:06:44Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2d3ddac10393630af4e3b337fed9d371d7933ec8",
"body": "Adds an optional Microsoft 365 Work IQ knowledge source to Foundry IQ deployments.\n\nRendered when RETRIEVAL_BACKEND=foundry_iq, WORK_IQ_ENABLED=true, and WORK_IQ_KNOWLEDGE_SOURCE_NAME is set. Includes a soft Microsoft Graph preflight for admin consent on the Work IQ service principal (appId fdcc1f02\n[…]\ntrator pin bump is deferred to a follow-up commit once the paired gpt-rag-orchestrator release is tagged.\n\nRefs: Azure/gpt-rag#543\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Work IQ knowledge source support (opt-in, default-off)",
"author_name": "placerda",
"author_login": null,
"committed_at": "2026-07-10T14:54:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "94b4bf39dd98e01be0005e0015ee46f3be8fe104",
"body": "chore: bump orchestrator to v3.1.1",
"is_bot": false,
"headline": "Merge pull request #545 from Azure/feature/bump-orchestrator-3-1-1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:48Z",
"body_truncated": false,
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{
"oid": "be6e9a44693c417e99e19bd8c5e37e0827f885a3",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v3.1.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:10Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "960faa67d9a8f88a85b8f56a67d657681dd7d9e0",
"body": "Add opt-in Foundry IQ conversational knowledge source support for chat-uploaded files in Pattern A deployments.\\n\\nValidated locally with python -m pytest config/search/tests.",
"is_bot": false,
"headline": "feat(foundry-iq): serve UI file uploads in Pattern A (v3.2.0)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-02T23:55:21Z",
"body_truncated": false,
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{
"oid": "8f0b81f3f51d0275d2b1d2b7e1d1bf71ad9403c4",
"body": "* Wire Foundry IQ defaults into deployment parameters\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix Foundry IQ standard extraction setup\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v3.0.7\n\nCo-authored-by: Copilot <223556219+Copilot\n[…]\nelog with postProvision CAF fix + full validation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.1.0 - AI Landing Zone v2.2.0 (CAF naming default) (#541)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-01T10:45:27Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "dc0afd97a3eef64cea0a9a433394b680c6c79574",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-29T17:03:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6ee28d08b8fa6be3a2a3ef26f349ca90f5728e15",
"body": "Release GPT-RAG v3.0.6.",
"is_bot": false,
"headline": "v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:27:06Z",
"body_truncated": false,
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{
"oid": "ec3818761b82a15e18553013d493f9500fae4876",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:25:56Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f4c756f7a28f666f22828a8b3ed0782e73031253",
"body": "Adds a regional preflight gate before long provisioning runs.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Add regional preflight gate",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:22:24Z",
"body_truncated": false,
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},
{
"oid": "7568368fb98cedf316690aff6098e6dd99611eb8",
"body": "v3.0.5",
"is_bot": false,
"headline": "Merge pull request #534 from Azure/release/v3.0.5",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:53Z",
"body_truncated": false,
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},
{
"oid": "c84738cf28f35ab3e7e48127610f2f2343490f52",
"body": "Bumps AI Landing Zone pin to v2.1.4, which fixes capability host subnet\ndelegation casing (Microsoft.app -> Microsoft.App) and unblocks ZT +\nFoundry IQ provisioning. Closes bicep-ptn-aiml-landing-zone#110 from the\nGPT-RAG consumption side.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.5 - unblock Zero Trust + Foundry IQ",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b09b7efd964b127526ce1fd4f48ece7897238256",
"body": "release: v3.0.4 - Foundry IQ pin alignment",
"is_bot": false,
"headline": "Merge pull request #533 from Azure/develop",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:43:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a701a43ae738d96b268b17ed12faba90b85c03bd",
"body": "main was at v2.9.17 and had never received the v3.0.x line that landed\non develop. Merging main forward into develop so the develop -> main PR\nfor v3.0.4 fast-forwards cleanly and preserves the v2.9.16 CHANGELOG\nentry that only existed on main.\n\nConflict resolution:\n- manifest.json: kept develop's v\n[…]\ne auto-merge\n collapsed, and inserted main's v2.9.16 entry between v3.0.1 and\n v2.9.15 so no released changelog history is lost.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge main into develop for v3.0.4 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:41:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "fb78629ec8b25f8aba1b63cfbbdca56e72be25c0",
"body": "Cuts GPT-RAG v3.0.4. Aligns the Foundry IQ release train end to end so\nmanifest.json, the infra submodule, and the runtime defaults all match what\nthe v3.0.x changelog entries and GitHub Release notes have been advertising.\n\n- manifest.json: bump tag to v3.0.4 and gpt-rag-orchestrator pin to v3.0.2\n\n[…]\nce ID used by query-time RBAC\n filtering.\n- CHANGELOG.md: add v3.0.4 entry summarizing the pin alignment and the\n search.j2 fix.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.4 - Foundry IQ pin alignment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:38:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "02d8f9b211d77ef45d975b823ab3b70be89c6887",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Pin AILZ v2.1.3 for Zero Trust deployment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:34:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bc4263853120bf7d084b83fefa02af085ff32bbe",
"body": "Switch the native Foundry IQ Blob Knowledge Source default content extraction mode from minimal to standard so scanned and image-only PDFs are ingested with OCR by default. Under minimal, such PDFs ingested with empty content and were silently unsearchable.\n\nDocument the prereqs, limits, billing, and immutability of the new default in CHANGELOG, and point operators with text-only PDFs at the FOUNDRY_IQ_CONTENT_EXTRACTION_MODE=minimal opt-down.",
"is_bot": false,
"headline": "Default FOUNDRY_IQ_CONTENT_EXTRACTION_MODE to standard (#532)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T17:08:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca365cf162c77259fec2f2338ecff883ffbe3129",
"body": "Fix native Foundry IQ Blob setup",
"is_bot": false,
"headline": "Merge pull request #531 from Azure/fix-foundry-iq-blob-setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:20:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35893512e74e444d87b14b6e77a8c25b5d648e17",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix native Foundry IQ Blob setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:19:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d17b2e149a0e3c9f25f957470165320ec5e37032",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare GPT-RAG v3.0.1 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
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"headline": "Merge pull request #503 from Azure/feature/update-ailz-v2.0.18",
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"body": "* feat(preflight): defer to landing zone v2.0.3 regional checks (#473)\n\nBumps infra submodule and manifest ailz_tag to v2.0.3, which extends\nInvoke-PreflightChecks.ps1 with the regional readiness block (subscription\ndrift, provider/location per resource, AI Search & Cosmos capacity\nwarnings, jumpbox\n[…]\ned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "release: v2.9.2 (#501)",
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"body": "Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.21.0 to 1.25.3.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.21.0...azure-identity_1.25.3)\n\n---\nupdated-depende\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"body": "Bumps [requests](https://github.com/psf/requests) from 2.33.0 to 2.34.2.\n- [Release notes](https://github.com/psf/requests/releases)\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\n- [Commits](https://github.com/psf/requests/compare/v2.33.0...v2.34.2)\n\n---\nupdated-dependencies:\n-\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "chore(deps): bump requests from 2.33.0 to 2.34.2 in /config (#499)",
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{
"oid": "ae6c6124c1468d73b9687dc9f6230321df91956f",
"body": "# Conflicts:\n#\tCHANGELOG.md",
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"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"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": 67,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 0.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/21 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 11 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 11
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 1
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 11,
"unassessed_packages": 1,
"affected_by_severity": "high 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 11,
"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": 11
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 59,
"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": 0.845,
"agent_instruction_files": [
".github/copilot-instructions.md",
".github/instructions/config-python.instructions.md",
".github/instructions/contracts.instructions.md",
".github/instructions/lifecycle-hooks.instructions.md",
".github/instructions/release.instructions.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 7839
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, 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": "82 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 82,
"sampled": 97
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.69,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.03
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "69 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 69,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 87828,
"source_files_sampled": 18,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/18 source files over 60KB",
"points": 51.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 18,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T15:32:08.947843Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/Azure/GPT-RAG.svg",
"full_name": "Azure/GPT-RAG",
"license_state": "standard",
"license_spdx": "MIT"
}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.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken.