Öffentliches Register
Software-GesundheitsberichtSchema 0.30.0 · Metriken 2.5.0 · 2026-08-04 00:55 UTC

depalmar / ai_for_the_win

Build AI-powered security tools. 50+ hands-on labs covering ML, LLMs, RAG, threat detection, DFIR, and red teaming. Includes Colab notebooks, Docker environment, and CTF challenges.

Python · Jupyter NotebookEigene Lizenz★ 157 Sterne⑂ 24 Forksseit Dez. 2025Auf GitHub ansehen ↗

depalmar/ai_for_the_win erreicht einen Gesundheitsindex von 81 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Engineering Quality (95/100) ab, am schwächsten bei Sustainability & Governance (50/100). Zuletzt vor 2 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

81
gesamt / 100
Exzellent

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

81
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende 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.

Der gewichtete Gesamtwert 69 wird auf der veröffentlichten Indexskala auf 81 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

Raymond DePalmaPersönliches Konto
24 Follower4 öffentliche Reposseit Okt. 2019

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Metriken nach Kategorie

Vitalität

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

73Gut · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 2 Tagen
8.3/36Commit-Rhythmus — 12/52 Wochen mit Commits
18/18Commit-Volumen — 268 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — keine Daten
Verwendete Eingangsdaten
commits_last_year268
human_commit_share0,85
days_since_last_push2
active_weeks_last_year12
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 11 Releases veröffentlicht
16.2/36Release-Aktualität — letztes Release vor 205 Tagen
27/27Release-Rhythmus — ein Release etwa alle 0,9 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count11
latest_release_tagv1.9.0
releases_from_tagsnein
days_since_latest_release205
mean_days_between_releases0,9

Community & Verbreitung

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

58Mittel · 17 % des Gesamtindex
Wie die Bewertung erfolgt
35.6/60Stars — 157 Stars
11.3/25Forks — 24 Forks
0/15Watcher — 2 Watcher
Verwendete Eingangsdaten
forks24
stars157
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges60
has_contributingja
has_issue_templatenein
has_code_of_conductnein
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateja

Nachhaltigkeit & Governance

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

50Mittel · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
3.5/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 84 % der Commits
2.7/13.5Breite der Beitragenden — 2 Beitragende
0/10OpenSSF Scorecard: Contributors — keine Daten
Verwendete Eingangsdaten
bus_factor1
contributors_sampled2
top_contributor_share0,844
Wie die Bewertung erfolgt
42/42Issue-Lösungsquote — 100 % der Issues geschlossen
24.8/30PR-Annahme — 225/272 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
0/15OpenSSF Scorecard: Code-Review — keine Daten
Verwendete Eingangsdaten
merged_prs225
open_issues0
closed_issues1
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio1
closed_unmerged_prs47
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
10.1/25Reichweite des Inhabers — 24 Follower von depalmar
17.1/25Kontohistorie — 4 öffentliche Repos, Kontoalter ca. 6 Jahre
Verwendete Eingangsdaten
followers24
owner_typeUser
is_verified
owner_logindepalmar
public_repos4
account_age_days2.473
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

95Außergewöhnlich · 19 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 9 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — ruff.toml
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Außergewöhnlich
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://depalmar.github.io/ai_for_the_win/
10/10Repository-Beschreibung
10/10Topics — 20 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsadversarial-ml, ai, cybersecurity, incident-response, llm, machine-learning, malware-analysis, python, siem, threat-detection, ctf, dfir, docker, threat-intelligence, hands-on-labs, security-training, blue-team, cloud-security, threat-hunting, xdr
has_wikija
homepagehttps://depalmar.github.io/ai_for_the_win/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

72Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
30/30Sicherheitsrichtlinie (SECURITY.md)
25/25Dependabot-Konfiguration
0/25Lockfiles für Abhängigkeiten
20/20CodeQL-Workflow
Verwendete Eingangsdaten
sourcefile_signals
lockfiles
manifestsdocker/requirements.txt, pyproject.toml, requirements-core.txt, requirements-llm.txt, requirements.txt
has_codeql_workflowja
has_security_policyja
has_dependabot_configja
Wie die Bewertung erfolgt
14.5/35Direkte Abhängigkeiten ohne bekannte Advisories — 2 betroffen: python-dotenv 1.0.0 (moderate 6.6), requests 2.32.4 (moderate 5.5)
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
30.7/40Keine offenen Advisories — 2 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 131 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories35
affected_packages9
assessed_packages21
unassessed_packages100
affected_by_severitycritical 2, high 3, moderate 4
direct_affected_packages2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 21 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 100 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? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

70Gut · 4 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — .cursorrules, CLAUDE.md, docs/CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 85 von 85 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_files.cursorrules, CLAUDE.md, docs/CLAUDE.md
agent_instruction_max_bytes14.724
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — ruff.toml
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
10/10Belegte Agentenpraxis — 39 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 15 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,39
toolchain_manifests
dependency_bot_commit_share0,15
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.4/55Handhabbare Dateigrößen — 2/183 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes137.037
source_files_sampled183
oversized_source_files2
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — notebooks
Verwendete Eingangsdaten
example_dirsnotebooks
has_mcp_signalja
api_schema_files

Eckdaten

157GitHub-Sterne
2Mitwirkende
268Commits, letzte 12 Monate
2Tage seit letztem Push
11Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'ai-for-the-win' from its registry
  • OpenSSF Scorecard did not return a usable result (2026/08/04 00:54:53 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 24 ⇿
0Sterne
24Forks
6Releases

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.

048121620242452026-012026-042026-07
Major 0Minor 5Patch 1
Direkte Abhängigkeiten 16
RegistryPaketVersionsvorgabeManifest
PyPIpandas>=2.0.0pyproject.toml
PyPInumpy>=1.24.0pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIlangchain>=1.0.0pyproject.toml
PyPIlangchain-core>=0.3.0pyproject.toml
PyPIlangchain-community>=0.3.0,<1.0.0pyproject.toml
PyPIlanggraph>=0.2.0pyproject.toml
PyPIchromadb>=0.5.0pyproject.toml
PyPIsentence-transformers>=2.2.0pyproject.toml
PyPInltk>=3.8.0pyproject.toml
PyPIpython-dotenv>=1.0.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIplotly>=5.18.0pyproject.toml
PyPImatplotlib>=3.7.0pyproject.toml
Alle Abhängigkeiten 121

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 21 direkte und 100 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIchromadbdirekt
PyPIlangchaindirekt
PyPIlangchain-communitydirekt
PyPIlangchain-coredirekt
PyPIlanggraphdirekt
PyPImatplotlibdirekt
PyPInltkdirekt
PyPInumpydirekt
PyPInumpy1.26.3direkt
PyPIpandasdirekt
PyPIpandas2.2.0direkt
PyPIplotlydirekt
PyPIpydanticdirekt
PyPIpython-dotenvdirekt
PyPIpython-dotenv1.0.0direkt
PyPIrequestsdirekt
PyPIrequests2.32.4direkt
PyPIrichdirekt
PyPIrich13.7.0direkt
PyPIscikit-learndirekt
PyPIsentence-transformersdirekt
npm@types/react^18.2.48indirekt
npmaxios^1.6.5indirekt
npmeslint^8.56.0indirekt
npmlodash^4.17.21indirekt
npmmoment^2.30.1indirekt
npmprettier^3.2.4indirekt
npmreact^18.2.0indirekt
npmreact-dom^18.2.0indirekt
npmreact-router-dom^6.21.2indirekt
npmreact-scripts5.0.1indirekt
npmtypescript^5.3.3indirekt
PyPIaiohttpindirekt
PyPIaltairindirekt
PyPIanthropicindirekt
PyPIbanditindirekt
PyPIbeautifulsoup4indirekt
PyPIblackindirekt
PyPIblack24.3.0indirekt
PyPIboto3indirekt
PyPIcatboostindirekt
PyPIclickindirekt
PyPIclick8.1.7indirekt
PyPIcryptography46.0.5indirekt
PyPIdaskindirekt
PyPIdefusedxmlindirekt
PyPIdocx2txtindirekt
PyPIdpktindirekt
PyPIelasticsearchindirekt
PyPIfastapiindirekt
PyPIflake8indirekt
PyPIflask3.1.3indirekt
PyPIgensimindirekt
PyPIgoogle-generativeaiindirekt
PyPIgradioindirekt
PyPIhttpxindirekt
PyPIhuggingface-hubindirekt
PyPIhypothesisindirekt
PyPIimbalanced-learnindirekt
PyPIinstructorindirekt
PyPIipywidgetsindirekt
PyPIisortindirekt
PyPIisort5.13.2indirekt
PyPIjupyter-dashindirekt
PyPIjupyterlabindirekt
PyPIlangchain-anthropicindirekt
PyPIlangchain-google-genaiindirekt
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PyPIliefindirekt
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PyPIlitellmindirekt
PyPIminioindirekt
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PyPInetworkxindirekt
PyPInotebookindirekt
PyPIopenaiindirekt
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PyPIpolarsindirekt
PyPIprometheus-clientindirekt
PyPIpsycopg2-binaryindirekt
PyPIpsycopg2-binary2.9.9indirekt
PyPIpyarrowindirekt
PyPIpyjwt2.8.0indirekt
PyPIpypdfindirekt
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PyPIpysigmaindirekt
PyPIpytestindirekt
PyPIpytest7.4.4indirekt
PyPIpytest-asyncioindirekt
PyPIpytest-covindirekt
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PyPItextblobindirekt
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PyPIwerkzeugindirekt
PyPIwerkzeug3.1.5indirekt
PyPIxgboostindirekt
PyPIyara-pythonindirekt
Abhängigkeits-Advisories 9

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 21 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 9 tragen bekannte Advisories, davon 2 direkte. 100 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
black24.3.0indirektkritisch326.3.1
cryptography46.0.5indirektkritisch850.0.0
click8.1.7indirekthoch18.3.3
pyjwt2.8.0indirekthoch112.13.0
urllib32.6.3indirekthoch42.7.0
python-dotenv1.0.0direktmittel21.2.2
requests2.32.4direktmittel22.33.0
pytest7.4.4indirektmittel29.0.3
werkzeug3.1.5indirektmittel23.1.6

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.

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          "headline": "feat: make notebooks provider-agnostic with Ollama fallback (#240)",
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          "headline": "docs: add public source disclaimers to threat intel data (#226)",
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          "body": "Updates the requirements on [huggingface-hub](https://github.com/huggingface/huggingface_hub) to permit the latest version.\n- [Release notes](https://github.com/huggingface/huggingface_hub/releases)\n- [Commits](https://github.com/huggingface/huggingface_hub/compare/v0.25.0...v1.3.2)\n\n---\nupdated-dep\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "headline": "deps: update huggingface-hub requirement (#216)",
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          "is_bot": true,
          "headline": "ci: bump lycheeverse/lychee-action from 2.0.2 to 2.7.0 (#215)",
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          "body": "Bumps [actions/dependency-review-action](https://github.com/actions/dependency-review-action) from 4.7.1 to 4.8.2.\n- [Release notes](https://github.com/actions/dependency-review-action/releases)\n- [Commits](https://github.com/actions/dependency-review-action/compare/v4.7.1...3c4e3dcb1aa7874d2c16be7d\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "headline": "ci: bump actions/dependency-review-action from 4.7.1 to 4.8.2 (#214)",
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          "body": "* docs: V2 launch review - add walkthroughs and fixes (Jan 2026)\n\n- Add 9 new walkthrough guides:\n  - Lab 26: Windows Event Log Analysis\n  - Lab 27: Windows Registry Forensics\n  - Lab 28: Live Response Techniques\n  - Lab 40: LLM Security Testing\n  - Lab 41: ML Model Security Monitoring\n  - Lab 43: R\n[…]\nhon requirements\n\nChanged target-version from py311 to py310 to match requires-python >= 3.10 in pyproject.toml. This ensures Ruff flags Python 3.11-only syntax that would break for Python 3.10 users.",
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          "headline": "docs: V2 launch review - add walkthroughs and fixes (Jan 2026) (#224)",
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          "body": "The walkthrough notebook existed in labs/lab03-vibe-coding-with-ai/\nbut was missing from the central notebooks/ directory.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "fix: add missing lab03 vibe coding notebook to notebooks folder (#222)",
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          "headline": "docs: V2 launch review - add walkthroughs and fixes (Jan 2026) (#223)",
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          "body": "Updates the requirements on [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) to permit the latest version.\n- [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases)\n- [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.23.0...v1.3.0)\n\n---\nupdated-dependenci\n[…]\nendency-version: 1.3.0\n  dependency-type: direct:production\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": "deps: update pytest-asyncio requirement (#220)",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n AND API key set\n- Google: langchain_google_genai installed AND API key set\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: selective LLM provider installation and Docker-first setup (#221)",
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          "body": "* fix: move security-events permission to job level in codeql.yml\n\nFixes OpenSSF Scorecard Token-Permissions alert #106.\nWorkflow-level should only have read permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n* chore: clarify licensing - educational and personal use only\n\n- Updat\n[…]\n docs\n\n* chore: complete removal of COMMERCIAL_LICENSING.md\n\nFile has been renamed to .draft (private) and excluded from repository.\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "fix: move security-events permission to job level in codeql.yml (#211)",
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          "body": "Pin all pip install commands to specific versions to improve\nPinned-Dependencies score:\n\n- flake8==7.3.0\n- black==25.12.0\n- isort==7.0.0\n- pytest==9.0.2\n- pytest-cov==7.0.0\n- pytest-html==4.1.1\n- bandit==1.9.2\n- safety==3.7.0\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: pin pip packages in workflows for OpenSSF Scorecard (#210)",
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          "body": "* fix: improve OpenSSF Scorecard compliance\n\n- Pin all GitHub Actions to SHA hashes in curriculum-check.yml\n- Add permissions blocks to all jobs (Token-Permissions check)\n- Enhance SECURITY.md with direct GitHub Security Advisory link\n- Add explicit security contact email\n- Update Contact section wi\n[…]\n21441 (urllib3)\n- CVE-2024-34069, CVE-2024-49766, CVE-2026-21860 (werkzeug)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "…26 updates (#208)\n\n* fix(docs): improve Colab quick start with beginner-friendly progression\n\nUpdate \"Start in 60 Seconds\" section to provide clear learning path:\n- Add beginner labs (Lab 02, 07) for complete beginners\n- Keep intermediate ML lab (Lab 10)\n- Fix mislabeled \"Lab 35\" to correct \"Lab 15\n[…]\n links\n\nResolves Cursor bot review comment about broken YOUR-FORM-ID links.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add threat intel and AI model freshness validation with 2025-20…",
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          "body": "…on (#206)\n\nUpdate \"Start in 60 Seconds\" section to provide clear learning path:\n- Add beginner labs (Lab 02, 07) for complete beginners\n- Keep intermediate ML lab (Lab 10)\n- Fix mislabeled \"Lab 35\" to correct \"Lab 15\" for advanced LLM lab\n\nAdd \"Completely new to AI?\" entry point in \"Pick Your Start\n[…]\n02 → Lab 07 → Lab 10\n\nThis prevents new users from jumping straight to intermediate/advanced\nlabs and provides a gentler onboarding experience.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): improve Colab quick start with beginner-friendly progressi…",
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          "body": "* security: improve OpenSSF Scorecard from 5.3 to target ~7.0\n\nImprovements made:\n- Fix Werkzeug CVE-2026-21860 vulnerability (update to 3.1.5)\n- Add SPDX license identifier for GitHub recognition\n- Add dependency-review workflow to block PRs with vulnerable deps\n- Add SBOM generation to releases (S\n[…]\n Keeping only deny-licenses\nto block copyleft licenses (GPL-3.0, AGPL-3.0).\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "security: improve OpenSSF Scorecard from 5.3 to ~7.0 (#202)",
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          "body": "…(#207)\n\n* fix(docs,tests): reorder installation (Docker first) and rename old test files\n\n1. **README Installation Reordering**:\n   - Moved Docker installation to \"Option 1\" (easiest)\n   - Moved Python installation to \"Option 2\"\n   - Docker is one command vs. multiple steps for Python setup\n\n2. **T\n[…]\nh, docstring now matches\n\nResolves Cursor bot review comments on PR #207.\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Legal: Add employment protection and open-source security tool focus …",
          "author_name": "Raymond DePalma",
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          "oid": "bcc7f7be6dedf2d99bd3bb585fea5cbec9bd9e12",
          "body": "Replace 31 instances of old lab numbering (Lab 09b, 10a, etc.) with\ncorrect lab numbers across documentation.\n\nOld → New mapping:\n- Lab 09b → Lab 24\n- Lab 10a → Lab 25\n- Lab 10b → Lab 26\n- Lab 10c → Lab 27\n- Lab 10d → Lab 28\n- Lab 11a → Lab 30\n- Lab 16b → Lab 37\n- Lab 17a → Lab 38\n- Lab 17b → Lab 40\n[…]\n10 walkthrough files\n- 2 guide files\n- ROADMAP.md, lab-prerequisites.md, documentation-guide.md\n- data/README.md\n- 2 lab READMEs (lab28, lab48)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update all old lab numbering references to new scheme (#205)",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-10T15:08:10Z",
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          "oid": "a9ebf161ef52a15346b29793fbb6894f684599e0",
          "body": "The docs/index.md Lab Navigator was showing old display numbers (09, 09b,\n10, 10a, etc.) instead of actual lab folder numbers (23, 24, 25, 26, etc.).\n\nChanges:\n- Fix all lab card display numbers in docs/index.md to match folder numbers\n- Add test_index_md_lab_card_display_numbers_match_folder test\n-\n[…]\nest: pytest tests/test_lab_data_integrity.py::TestLabCategoryConsistency -v\nAll 11 tests pass including the new display number validation test.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct Lab Navigator display numbers in GitHub Pages (#204)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T14:54:47Z",
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          "oid": "e55f67c1fde59e89e84341fd5bbb8a1b16a6bb67",
          "body": "… (#203)\n\nThe Lab Navigator on the GitHub Pages site (docs/index.md) was showing:\n- Scrambled lab order (00, 01, 04, 02, 05...)\n- Old display numbers (01, 02, 03 instead of 10, 11, 12)\n- Old category names (Expert DFIR, Expert AI)\n\nFixed to show:\n- Sequential lab order within each category\n- Actual \n[…]\n- Correct category names and ranges (Foundation 00-09, ML 10-13, etc.)\n\nNote: Some lab cards in the grid still need updating in a follow-up PR.\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages Lab Navigator with correct lab numbers…",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-10T14:40:42Z",
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          "oid": "1316a73011664f17084228a84a3e80adab19aebb",
          "body": "…legend (#201)\n\n* fix(readme): reorganize Lab Navigator to sequential order and update legend\n\nThe Lab Navigator table was displaying labs in confusing non-sequential order\n(00, 01, 04, 02, 05...) instead of proper sequential order (00, 01, 02, 03...).\nAlso updated the legend to use correct category\n[…]\npattern for \"Intro (Free)\"\nneeds escaped parentheses to match literal text.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(readme): reorganize Lab Navigator to sequential order and update …",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T14:27:39Z",
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          "oid": "cd7314e0e601360d164f45773db5df07caec01ed",
          "body": "…(#200)\n\n- Fix outdated lab references in docs/index.md FAQ section\n- Labs 01-03 -> Labs 00-13 (Foundation + ML, no API needed)\n- Add test_index_md_lab_numbering to catch future regressions\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update GitHub Pages (index.md) lab numbering and add test …",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T13:47:00Z",
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          "oid": "dbee32b548c007fa9c119b88f6c5d4e6d65ed2e3",
          "body": "…n (#199)\n\nUpdate lab number references to match actual directory structure:\n- Old numbering: Labs 01-03 (ML), Labs 04-07 (LLM), Labs 08-10 (Advanced)\n- New numbering: Labs 10-13 (ML), Labs 14-18 (LLM), Labs 19-24 (Detection)\n\nFiles updated:\n- docs/learning-guide.md, CLAUDE.md - Lab quick reference\n\n[…]\n - Lab progression\n- 13 lab README.md files - Prerequisites sections\n- docs/walkthroughs/lab13-ml-vs-llm-walkthrough.md - Bridge lab references\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): comprehensive lab numbering update across all documentatio…",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T16:10:04Z",
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          "oid": "2f7ff2d85cd5f698fb78a0b0f965803d675de11c",
          "body": "…g (#198)\n\n- Update ctf/README.md prerequisite lab numbers to match actual labs\n- Fix docs/ARCHITECTURE.md diagram with correct lab ranges (00-50)\n- Update directory structure to show 50+ labs\n- Update version history to reflect current state\n- Add test_ctf_prerequisite_labs_exist to verify CTF lab references\n- Add test_architecture_doc_lab_count to catch outdated lab counts\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update CTF prerequisites and architecture doc lab numberin…",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-01-09T15:45:41Z",
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          "oid": "47b2e6730ffe4083b9f69f76f8c9f2fde8702d50",
          "body": "- Update Lab Navigator badges to use actual lab numbers (00-50)\n- Fix Detailed Lab Descriptions table entries to match lab directories\n- Update section headers with correct ranges (00-09, 10-13, 14-18, etc.)\n- Remove emojis from code blocks for better cross-platform display\n- Add test_readme_lab_numbers_match_actual_labs to catch future mismatches\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): update README lab numbering and add consistency test (#197)",
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          "is_bot": false,
          "headline": "chore: clean up gitignore (#196)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T13:39:06Z",
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          "oid": "96e3e5c7166f0c02bbbfe6f0c97430f9def37fd2",
          "body": "….0 (#192)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-python) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-python/releases)\n- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/ope\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update openai requirement from <2.0.0,>=1.50.0 to >=1.50.0,<3.0…",
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          "committed_at": "2026-01-09T13:15:12Z",
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          "body": "….0 (#190)\n\nUpdates the requirements on [plotly](https://github.com/plotly/plotly.py) to permit the latest version.\n- [Release notes](https://github.com/plotly/plotly.py/releases)\n- [Changelog](https://github.com/plotly/plotly.py/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/plotly/plotly.p\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update plotly requirement from <6.0.0,>=5.20.0 to >=5.20.0,<7.0…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T13:09:36Z",
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        {
          "oid": "8e644bad1d901c8535cd326f626b1c731a9bd443",
          "body": "Updates the requirements on [pytest-cov](https://github.com/pytest-dev/pytest-cov) to permit the latest version.\n- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)\n- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.1.0...v7.0.0)\n\n---\nupdated-dependencies:\n\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "deps: update pytest-cov requirement (#189)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:55:36Z",
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        {
          "oid": "290da74eb821cf66d0175ab642304e4c9abb0c8c",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4.6.2 to 6.0.0.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/ea165f8d65b6e75b540449e92b4886f43607fa02...b7c566a772e6b6bfb58ed0dc25\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump actions/upload-artifact from 4.6.2 to 6.0.0 (#187)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:48:58Z",
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        {
          "oid": "26c7d6cc36c20f53ef89de80323187f2710b3da0",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4.3.1 to 6.0.1.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4.3.1...8e8c483db84b4b\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump actions/checkout from 4.3.1 to 6.0.1 (#186)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:31:11Z",
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        {
          "oid": "6513915192244864997f1c57395bb25f7e803230",
          "body": "Bumps [peter-evans/create-issue-from-file](https://github.com/peter-evans/create-issue-from-file) from 5.0.1 to 6.0.0.\n- [Release notes](https://github.com/peter-evans/create-issue-from-file/releases)\n- [Commits](https://github.com/peter-evans/create-issue-from-file/compare/e8ef132d6df98ed982188e460\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "ci: bump peter-evans/create-issue-from-file from 5.0.1 to 6.0.0 (#185)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T12:23:26Z",
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        {
          "oid": "86ba9d44fa4891c638c47898ccc875263f92682a",
          "body": "* docs: update lab count from 45+ to 50+ and add missing labs\n\n- Update README.md and docs/index.md to reflect 50+ labs\n- Add lab10b (Windows Event Log Analysis), lab10c (Registry Forensics),\n  lab10d (Live Response), lab21 (XQL Threat Hunting) to navigator\n- Fix duplicate START HERE section in READ\n[…]\n-24)\n- Add TestLabCategoryConsistency test class to catch future mismatches\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(docs): correct lab category ranges and add consistency tests (#194)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T03:30:44Z",
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          "body": "Bumps the pip group with 5 updates in the /ctf-challenges/advanced/challenge-06/challenge directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [werkzeug](https://github.com/pallets/werkzeug) | `3.0.1` | `3.1.4` |\n| [requests](https://github.com/psf/requests) | `2.31.0` | `2.32.4` |\n| [urllib3](\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Raymond DePalma <57051011+depalmar@users.noreply.github.com>",
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          "body": "v1.5.0 already exists - bump to v1.6.0 for this release.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "- Lab 00i: CTF Fundamentals\n- 3 new CTF challenges (Intermediate-06, Advanced-05, Advanced-06)\n- Enhanced vibe coding guidance\n- OpenSSF Scorecard improvements\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "* feat: expand CTF challenges and enhance learning materials\n\nAdd 3 new CTF challenges (18 total, 5100 points):\n- beginner-06: Linux Persistence Hunter (cron, systemd, SSH keys, bash)\n- intermediate-06: Web Shell Detective (Apache logs, base64 decoding)\n- advanced-06: Supply Chain Detective (typosqu\n[…]\nccordingly)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "body": "* feat: improve OpenSSF scorecard and documentation quality\n\n## OpenSSF Scorecard Improvements\n- Add workflow-level permissions (contents: read) to CI workflows\n- Pin all GitHub Actions to SHA hashes for supply chain security\n- Actions pinned: checkout, setup-python, cache, codecov, stale,\n  upload-\n[…]\ns intended.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
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          "headline": "feat: improve OpenSSF scorecard and documentation quality (#167)",
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          "body": "- Move Scorecard permissions to job level (required for publish_results)\n- Add SECURITY_DOCUMENTS, create_tfidf_embeddings, calculate_similarity_matrix to lab06a",
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                "key": "openssf_scorecard_maintained",
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                "key": "release_recency",
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        ],
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      {
        "key": "community",
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        "weight": 0.17,
        "metrics": [
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            "key": "popularity",
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            "note": null,
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                "key": "stars",
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              {
                "key": "forks",
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          },
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            "note": null,
            "notes": [],
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            "inputs": {
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              "readme_badges": 60,
              "has_contributing": true,
              "has_issue_template": false,
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              "readme_badge_services": [
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              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
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              {
                "key": "license",
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                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
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                    "code": "license_custom",
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              {
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              {
                "key": "pr_template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "weight": 0.23,
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            "key": "maintainer_resilience",
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                "key": "bus_factor",
                "name": "Bus factor",
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                "status": "partial",
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                    "code": "bus_factor",
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 93,
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              "merged_prs": 225,
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            "components": [
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                "key": "issue_resolution",
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                "points": 42,
                "status": "met",
                "details": [
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                    "code": "issues_closed_share",
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                ],
                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "225/272 decided PRs merged",
                "points": 24.8,
                "status": "partial",
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
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                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "weak",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            "value": 47,
            "inputs": {
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              "owner_type": "User",
              "is_verified": null,
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              "account_age_days": 2473
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            "components": [
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                "key": "ownership_backing",
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                "status": "partial",
                "details": [
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                    "code": "owner_personal",
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                ],
                "max_points": 30
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_applicable_to_user_accounts",
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                ],
                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "24 followers of depalmar",
                "points": 10.1,
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                "details": [
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                    "code": "owner_followers",
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                  }
                ],
                "max_points": 25
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              {
                "key": "track_record",
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                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                  },
                  {
                    "code": "account_age_years",
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                ],
                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
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                    "code": "ci_workflows",
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              {
                "key": "tests_present",
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              },
              {
                "key": "linter_config",
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              {
                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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                "points": 0,
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                "details": [
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                ],
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            ]
          },
          {
            "key": "documentation",
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            "inputs": {
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            "components": [
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                "key": "readme",
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              },
              {
                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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              {
                "key": "repository_description",
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                "points": 10,
                "status": "met",
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              },
              {
                "key": "topics",
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                "status": "met",
                "details": [
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                "max_points": 10
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              {
                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "metrics": [
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            "key": "security_posture",
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            "notes": [],
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            "inputs": {
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              "has_dependabot_config": true
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            "components": [
              {
                "key": "security_policy_security_md",
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                "points": 30,
                "status": "met",
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              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
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                "points": 25,
                "status": "met",
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              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
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                "points": 0,
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              },
              {
                "key": "codeql_workflow",
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            ]
          },
          {
            "key": "dependency_advisories",
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            "name": "Dependency advisories",
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_repository",
                "params": {
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              {
                "code": "advisories_unassessed",
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              },
              {
                "code": "advisories_repo_graph_caveat",
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              {
                "code": "advisories_reachability",
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            "value": 60,
            "inputs": {
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              "affected_by_severity": "critical 2, high 3, moderate 4",
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
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                "status": "partial",
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                    "code": "advisories_affected",
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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",
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                ],
                "max_points": 25
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              {
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                "key": "machine_readable_docs_llms_txt",
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            "name": "Verify loop (build / test / typecheck)",
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            "inputs": {
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                "status": "met",
                "details": [],
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                "details": [],
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              {
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                "key": "automated_maintenance",
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                "status": "met",
                "details": [
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                "max_points": 8
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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                "points": 0,
                "status": "excluded",
                "details": [
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                "max_points": 10
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            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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                "key": "type_checkable_code",
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                "detail": "Python without a type-check config",
                "points": 0,
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                "details": [
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                    "code": "no_typecheck_config_language",
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                ],
                "max_points": 45
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              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/183 source files over 60KB",
                "points": 54.4,
                "status": "partial",
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            "key": "ai_interfaces",
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            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
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            "inputs": {
              "example_dirs": [
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              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
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                "max_points": 40
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
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          "weight": 3
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        {
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          "source": "tree.compose",
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    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'ai-for-the-win' from its registry",
    "OpenSSF Scorecard did not return a usable result (2026/08/04 00:54:53 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T00:55:28.686707Z",
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  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/depalmar/ai_for_the_win.svg",
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}

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