Public record
Software health reportschema 0.30.0 · metrics 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 NotebookCustom license★ 157 stars⑂ 24 forkssince Dec 2025View on GitHub ↗
#adversarial-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

depalmar/ai_for_the_win holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (95/100) and lowest on Sustainability & Governance (50/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.

81
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

81
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Raymond DePalmaPersonal account
24 followers4 public repossince Oct 2019

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

73Good · 21% of overall

Development activity

69Good
How it's scored
36/36Push recency — last push 2 days ago
8.3/36Commit cadence — 12/52 weeks with commits
18/18Commit volume — 268 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year268
human_commit_share0.85
days_since_last_push2
active_weeks_last_year12

Release discipline

78Good
How it's scored
27/27Ships releases — 11 releases published
16.2/36Release recency — latest release 205 days ago
27/27Release cadence — a release every ~0.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count11
latest_release_tagv1.9.0
releases_from_tagsno
days_since_latest_release205
mean_days_between_releases0.9

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

58Moderate · 17% of overall

Popularity & adoption

47Weak
How it's scored
35.6/60Stars — 157 stars
11.3/25Forks — 24 forks
0/15Watchers — 2 watchers
Inputs used
forks24
stars157
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

71Good
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges60
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

50Moderate · 23% of overall

Maintainer resilience (bus factor)

17Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.5/22.5Commit distribution — top contributor authored 84% of commits
2.7/13.5Contributor breadth — 2 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.844

Issue & PR responsiveness

93Exceptional
How it's scored
42/42Issue resolution — 100% of issues closed
24.8/30PR acceptance — 225/272 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
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
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.

Ownership & stewardship

47Weak
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
10.1/25Owner reach — 24 followers of depalmar
17.1/25Track record — 4 public repos, account ~6 yr old
Inputs used
followers24
owner_typeUser
is_verified—
owner_logindepalmar
public_repos4
account_age_days2,473
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

95Exceptional · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — ruff.toml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://depalmar.github.io/ai_for_the_win/
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
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_wikiyes
homepagehttps://depalmar.github.io/ai_for_the_win/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

72Good · 16% of overall

Security posture

75Good
How it's scored
30/30Security policy (SECURITY.md)
25/25Dependabot config
0/25Dependency lockfiles
20/20CodeQL workflow
Inputs used
sourcefile_signals
lockfiles—
manifestsdocker/requirements.txt, pyproject.toml, requirements-core.txt, requirements-llm.txt, requirements.txt
has_codeql_workflowyes
has_security_policyyes
has_dependabot_configyes

Dependency advisories

60Moderate
How it's scored
14.5/35Direct dependencies free of known advisories — 2 affected: python-dotenv 1.0.0 (moderate 6.6), requests 2.32.4 (moderate 5.5)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
30.7/40No advisories left outstanding — 2 advisory-carrying package(s) unaddressed past 90 days; oldest published 131 days ago
Inputs used
sourceosv
advisories35
affected_packages9
assessed_packages21
unassessed_packages100
affected_by_severitycritical 2, high 3, moderate 4
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 21 resolved dependencies against OSV. 100 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.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

70Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — .cursorrules, CLAUDE.md, docs/CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 85 of 85 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files.cursorrules, CLAUDE.md, docs/CLAUDE.md
agent_instruction_max_bytes14,724

Verify loop (build / test / typecheck)

68Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — ruff.toml
0/11Static type checking
10/10Reproducible environment — Dockerfile
10/10Demonstrated agent practice — 39 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 15 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.39
toolchain_manifests—
dependency_bot_commit_share0.15

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.4/55Manageable file sizes — 2/183 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes137,037
source_files_sampled183
oversized_source_files2

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalyes
api_schema_files—

Key facts

157GitHub stars
2contributors
268commits, last 12 months
2days since last push
11releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • 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

More detail

Star and fork history 0 ★ / 24 ⇿
0Stars
24Forks
6Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

048121620242452026-012026-042026-07
Major 0Minor 5Patch 1
Direct dependencies 16
RegistryPackageVersion constraintManifest
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
All dependencies 121

Full resolved dependency set from the GitHub dependency graph: 21 direct and 100 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIchromadb—direct
PyPIlangchain—direct
PyPIlangchain-community—direct
PyPIlangchain-core—direct
PyPIlanggraph—direct
PyPImatplotlib—direct
PyPInltk—direct
PyPInumpy—direct
PyPInumpy1.26.3direct
PyPIpandas—direct
PyPIpandas2.2.0direct
PyPIplotly—direct
PyPIpydantic—direct
PyPIpython-dotenv—direct
PyPIpython-dotenv1.0.0direct
PyPIrequests—direct
PyPIrequests2.32.4direct
PyPIrich—direct
PyPIrich13.7.0direct
PyPIscikit-learn—direct
PyPIsentence-transformers—direct
npm@types/react^18.2.48indirect
npmaxios^1.6.5indirect
npmeslint^8.56.0indirect
npmlodash^4.17.21indirect
npmmoment^2.30.1indirect
npmprettier^3.2.4indirect
npmreact^18.2.0indirect
npmreact-dom^18.2.0indirect
npmreact-router-dom^6.21.2indirect
npmreact-scripts5.0.1indirect
npmtypescript^5.3.3indirect
PyPIaiohttp—indirect
PyPIaltair—indirect
PyPIanthropic—indirect
PyPIbandit—indirect
PyPIbeautifulsoup4—indirect
PyPIblack—indirect
PyPIblack24.3.0indirect
PyPIboto3—indirect
PyPIcatboost—indirect
PyPIclick—indirect
PyPIclick8.1.7indirect
PyPIcryptography46.0.5indirect
PyPIdask—indirect
PyPIdefusedxml—indirect
PyPIdocx2txt—indirect
PyPIdpkt—indirect
PyPIelasticsearch—indirect
PyPIfastapi—indirect
PyPIflake8—indirect
PyPIflask3.1.3indirect
PyPIgensim—indirect
PyPIgoogle-generativeai—indirect
PyPIgradio—indirect
PyPIhttpx—indirect
PyPIhuggingface-hub—indirect
PyPIhypothesis—indirect
PyPIimbalanced-learn—indirect
PyPIinstructor—indirect
PyPIipywidgets—indirect
PyPIisort—indirect
PyPIisort5.13.2indirect
PyPIjupyter-dash—indirect
PyPIjupyterlab—indirect
PyPIlangchain-anthropic—indirect
PyPIlangchain-google-genai—indirect
PyPIlangchain-openai—indirect
PyPIlief—indirect
PyPIlightgbm—indirect
PyPIlitellm—indirect
PyPIminio—indirect
PyPImypy—indirect
PyPImypy1.8.0indirect
PyPInetworkx—indirect
PyPInotebook—indirect
PyPIopenai—indirect
PyPIpefile—indirect
PyPIpolars—indirect
PyPIprometheus-client—indirect
PyPIpsycopg2-binary—indirect
PyPIpsycopg2-binary2.9.9indirect
PyPIpyarrow—indirect
PyPIpyjwt2.8.0indirect
PyPIpypdf—indirect
PyPIpyshark—indirect
PyPIpysigma—indirect
PyPIpytest—indirect
PyPIpytest7.4.4indirect
PyPIpytest-asyncio—indirect
PyPIpytest-cov—indirect
PyPIpytest-cov4.1.0indirect
PyPIpython-magic—indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.1indirect
PyPIredis—indirect
PyPIreqeusts1.0.0indirect
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PyPIscipy—indirect
PyPIseaborn—indirect
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PyPIsqlalchemy2.0.25indirect
PyPIstatsmodels—indirect
PyPIstreamlit—indirect
PyPItextblob—indirect
PyPItiktoken—indirect
PyPItorch—indirect
PyPItqdm—indirect
PyPItransformers—indirect
PyPItyper—indirect
PyPItyping-extensions—indirect
PyPIurllib3—indirect
PyPIurllib32.6.3indirect
PyPIuvicorn—indirect
PyPIvalidators—indirect
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PyPIwerkzeug3.1.5indirect
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PyPIyara-python—indirect
Dependency advisories 9

This repository publishes no package the index resolves, so its own dependency graph was assessed — 21 packages, which also include development and test pins that never ship: 9 carry known advisories, of which 2 are direct. 100 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
black24.3.0indirectcritical326.3.1
cryptography46.0.5indirectcritical850.0.0
click8.1.7indirecthigh18.3.3
pyjwt2.8.0indirecthigh112.13.0
urllib32.6.3indirecthigh42.7.0
python-dotenv1.0.0directmoderate21.2.2
requests2.32.4directmoderate22.33.0
pytest7.4.4indirectmoderate29.0.3
werkzeug3.1.5indirectmoderate23.1.6

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "headline": "chore: remove XQL traces, add 9 slash command stubs, document them in…",
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          "body": "Replace 13 instances of datetime.utcnow() with timezone-aware\ndatetime.now(timezone.utc) to fix Python 3.12+ deprecation warnings.\nCompanion cleanup to PR #250 which fixes the same issue in the\nthreat-intel MCP server template.\n\nMade-with: Cursor",
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          "headline": "fix: replace deprecated datetime.utcnow() in lab48 tests (#252)",
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          "is_bot": false,
          "headline": "docs: update AI learning guide with current tools and research (2026)…",
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          "is_bot": false,
          "headline": "fix: restore copyleft enforcement in dependency review (#245)",
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          "headline": "fix: resolve lab12 timeline anomaly variable flow (#244)",
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          "body": "* feat: make notebooks provider-agnostic with Ollama fallback\n\nStandardize notebook LLM setup across supported labs so they work with Anthropic, OpenAI, Google, or local Ollama instead of assuming Claude-only flows.\n\nMade-with: Cursor\n\n* fix: standardize Anthropic model id in notebooks\n\nUse claude-s\n[…]\n with angr requirements, and temporarily remove ssdeep to prevent reproducible build-time packaging failures.\n\nMade-with: Cursor\n\n* fix: remove dangling Dockerfile line continuation\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Fix/docker build stability 20260307 (#241)",
          "author_name": "Raymond DePalma",
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          "committed_at": "2026-03-07T23:47:49Z",
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          "is_bot": false,
          "headline": "feat: make notebooks provider-agnostic with Ollama fallback (#240)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-03-06T17:23:38Z",
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          "body": "- Add .env.example with LLM and threat intel API key placeholders\n  (quickstart guide and README reference it but it didn't exist)\n- Fix lab number mismatches in docs/ai-security-training-program.md\n  (Lab 29->10, Lab 31->11, Lab 32->12, Lab 35->15, Lab 36->16, Lab 42->18)\n- Fix lab numbers in docs/walkthroughs/README.md to match actual lab\n  directories instead of old sequential numbering\n- Update stale lab count badge from 24 to 50+\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "docs: add .env.example, fix lab numbering in curriculum docs (#239)",
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          "headline": "Fix/security docker python314 (#237)",
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          "is_bot": false,
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          "headline": "fix: Security alerts + Jekyll build fix (#227)",
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          "headline": "docs: add public source disclaimers to threat intel data (#226)",
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          "headline": "deps: update black requirement from <25.0.0,>=24.0.0 to >=24.0.0,<26.…",
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          "body": "* chore: add .cursorignore for AI indexing exclusions\n\nExcludes sensitive directories (secrets, malware samples, forensic images), large ML artifacts, and build/cache files from Cursor's AI indexing.\n\n* fix: broaden security-sensitive directory patterns in .cursorignore\n\nSplit samples/malware/ into separate samples/ and malware/ patterns to ensure all security analysis files are excluded from AI indexing.",
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          "headline": "chore: add .cursorignore for AI indexing exclusions (#225)",
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          "headline": "deps: update isort requirement from <6.0.0,>=5.13.0 to >=5.13.0,<8.0.…",
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          "body": "….0 (#217)\n\nUpdates the requirements on [rich](https://github.com/Textualize/rich) to permit the latest version.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/co\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 rich requirement from <14.0.0,>=13.7.0 to >=13.7.0,<15.0…",
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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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          "committed_at": "2026-01-20T12:47:55Z",
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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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        {
          "oid": "d72b10d2666354288bfb8d46a62c83df09f765cd",
          "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>",
          "is_bot": false,
          "headline": "fix: add missing lab03 vibe coding notebook to notebooks folder (#222)",
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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[…]\nadd missing last_run timestamp parsing in UserAssist decoder\n\nThe docstring promised last_run but implementation never set it, causing\n\nbuild_registry_timeline to silently drop all UserAssist entries.",
          "is_bot": false,
          "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>",
          "is_bot": true,
          "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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        {
          "oid": "42b1e2cab56007849144ad5607294ed2fd5ebd4b",
          "body": "Bumps [actions/github-script](https://github.com/actions/github-script) from 7.0.1 to 8.0.0.\n- [Release notes](https://github.com/actions/github-script/releases)\n- [Commits](https://github.com/actions/github-script/compare/60a0d83039c74a4aee543508d2ffcb1c3799cdea...ed597411d8f924073f98dfc5c65a23a232\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>",
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          "headline": "ci: bump actions/github-script from 7.0.1 to 8.0.0 (#213)",
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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>",
          "is_bot": false,
          "headline": "chore: Remove commercial licensing and add security validations (#212)",
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          "headline": "fix: move security-events permission to job level in codeql.yml (#211)",
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          "author_login": "depalmar",
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          "oid": "a05591bb1ad7eccd13721ea20f72c0d245518589",
          "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)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-12T11:28:41Z",
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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>",
          "is_bot": false,
          "headline": "fix: improve OpenSSF Scorecard compliance (#209)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-11T20:46:24Z",
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          "oid": "ec56d86e4300ba3e9ad53a4e22c3831d9b696efa",
          "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…",
          "author_name": "Raymond DePalma",
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          "oid": "dba72243e31b6f482ecd6e5cd507ab7d1d4cbfdd",
          "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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          "oid": "69867b76f017ff24b33182ced2d7834f4f6d3da9",
          "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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          "committed_at": "2026-01-10T17:03:29Z",
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          "oid": "2129dcb6668e1a025088de31aaeb5c9222e26e5b",
          "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",
          "author_login": "depalmar",
          "committed_at": "2026-01-10T16:54:17Z",
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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",
          "author_login": "depalmar",
          "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",
          "author_login": "depalmar",
          "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)",
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          "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>",
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          "headline": "deps: update openai requirement from <2.0.0,>=1.50.0 to >=1.50.0,<3.0…",
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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>",
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          "headline": "deps: update plotly requirement from <6.0.0,>=5.20.0 to >=5.20.0,<7.0…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T13:09:36Z",
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          "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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        {
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          "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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          "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>",
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          "headline": "ci: bump peter-evans/create-issue-from-file from 5.0.1 to 6.0.0 (#185)",
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          "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": "* 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[…]\nopic.com>\n\n* fix(tests): update lab49 test data path and fix linting issues\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": "refactor: reorder labs for progressive difficulty (#193)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-09T03:14:30Z",
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          "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 labs remain as they are general\neducational content, not Lab 21 promotion.\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": "chore: remove XQL/Lab 21 references from public docs (#184)",
          "author_name": "Raymond DePalma",
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          "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[…]\nle was still being tracked which caused the CI\ndocumentation check to fail.\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": "docs: update lab count, add integrity tests, and hide XQL content (#183)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-08T22:20:13Z",
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          "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[…]\nculum. Users can follow the\npath without consulting external documentation.\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": "docs(notebooks): add Next Lab navigation to all notebooks (#182)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-08T20:17:35Z",
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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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          "headline": "chore(deps): bump the pip group across 1 directory with 5 updates (#171)",
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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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          "headline": "docs: fix changelog version to v1.6.0 (#173)",
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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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          "headline": "feat: expand CTF challenges and enhance learning materials (#170)",
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          "body": "* fix(ctf): correct flags and hints for CTF challenges\n\n- beginner-02: Fix hints to match actual challenge (no base64 encoding)\n  - Updated Hint 2 to reference SPF/DKIM header checks\n  - Updated Hint 3 to indicate flag is in plaintext in email body\n- beginner-02: Update flag hash to match emails.jso\n[…]\nansom note.\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": "* security: update pypdf to fix 8 CVEs (RAM exhaustion, infinite loops)\n\nUpdates pypdf from >=4.0.0,<5.0.0 to >=5.1.0,<7.0.0 to fix:\n- CVE: pypdf's LZWDecode streams can be manipulated to exhaust RAM\n- CVE: pypdf can exhaust RAM via manipulated LZWDecode streams\n- CVE: pypdf possibly loops infinitel\n[…]\n CVE fixes.\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": "security: update pypdf to fix 8 CVEs (#168)",
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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": "Python 3.14 is too new - many packages (PyTorch, numpy, etc.) don't have\npre-built wheels yet, causing installation failures.",
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          "headline": "docs: clarify Python version support (3.10-3.12, not 3.14+) (#166)",
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          "body": "* feat: switch to dual license model (MIT + CC BY-NC-SA 4.0)\n\n* fix: resolve recursive dependency errors in requirements files\n\n- Update all package version bounds to January 2026 stable releases\n- Remove tf-keras (TensorFlow/PyTorch conflict)\n- Remove unstructured (100+ transitive deps causing reso\n[…]\n<1.0.0 (transformers 4.x doesn't support 1.x yet)\n\ntransformers 4.57.3 (latest as of Jan 2026) still requires huggingface-hub<1.0.\nThe HuggingFace ecosystem hasn't updated for huggingface-hub 1.x yet.",
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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",
          "is_bot": false,
          "headline": "fix(ci): Scorecard permissions and lab06a test fixes (#160)",
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          "body": "* ci: comprehensive CI/CD and security improvements\n\n- Add CodeQL analysis workflow for security scanning\n- Add OpenSSF Scorecard workflow for supply chain security\n- Add reusable free-disk-space action to reduce duplication\n- Add codecov.yml for coverage configuration\n- Add dependency-review-action\n[…]\n dependency for Keras 3 compatibility\n\nFixes lab06a_embeddings tests failing due to sentence-transformers/transformers\nrequiring tf-keras when Keras 3 is installed.\n\n* style: fix isort import ordering",
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          "headline": "ci: comprehensive CI/CD and security improvements (#157)",
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          "headline": "fix: remove stray characters from bash code block in README (#155)",
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          "headline": "docs: comprehensive update to index.md and README - update lab count …",
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          "headline": "docs: update lab count from 30+ to 40 (#153)",
          "author_name": "Raymond DePalma",
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          "body": "* feat: switch to red/blue brain logo and rename SOC path to AI Blue Team\n\n* fix: align CTF beginner-01 flag with challenge data\n\n- Update verify_flag.py to expect FLAG{backup_admin_156_02}\n- Clarify flag derivation hint in auth_logs.json\n- Flag now derivable: username_IPoctet_hour = backup_admin_15\n[…]\nx: update Google model to gemini-3-flash in lab04_llm_log_analysis\n\n- Was still using gemini-2.5-pro while all other notebooks use gemini-3-flash\n\n* style: fix black formatting in siem_integrations.py",
          "is_bot": false,
          "headline": "docs: legal compliance fixes and responsible use policy (#150)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
          "committed_at": "2026-01-04T02:38:41Z",
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          "is_bot": false,
          "headline": "docs: add Colab badge to public page, fix license (#147)",
          "author_name": "Raymond DePalma",
          "author_login": "depalmar",
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          "body": "* docs: confirm logo update to high-res hexagon design\n\n- Ensure docs/assets/images/logo.svg is the improved 512x512 version\n\n- Clean up formatting in README.md\n\n* style(logo): refine logo with regular hexagon and clearer contrast\n\n* style(branding): replace SVG logo with new PNG design\n\n- Updated logo.png with the new provided design\n\n- Removed old logo.svg\n\n- Updated references in README.md and docs/index.md",
          "is_bot": false,
          "headline": "docs: add logo to README and update branding (#149)",
          "author_name": "Raymond DePalma",
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                "max_points": 100
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            ]
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        ],
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      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
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            "note": null,
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              {
                "key": "forks",
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          },
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            "notes": [],
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            "inputs": {
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              "readme_badges": 60,
              "has_contributing": true,
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              "readme_badge_services": [
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              "has_pull_request_template": true
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                "key": "readme",
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              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
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                "details": [
                  {
                    "code": "license_custom",
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              {
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              {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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            "key": "maintainer_resilience",
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                "name": "Bus factor",
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                "key": "commit_distribution",
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              {
                "key": "contributor_breadth",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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          {
            "key": "responsiveness",
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            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            "value": 93,
            "inputs": {
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                "key": "issue_resolution",
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                "points": 42,
                "status": "met",
                "details": [
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                "max_points": 42
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "points": 24.8,
                "status": "partial",
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                    "code": "decided_prs_merged",
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                      "merged": 225,
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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": [
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                    "code": "no_data",
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 47,
            "inputs": {
              "followers": 24,
              "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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                "detail": "personal (user) account",
                "points": 10,
                "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,
                "status": "partial",
                "details": [
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                    "code": "owner_followers",
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                      "login": "depalmar"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
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                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
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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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      {
        "key": "engineering",
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        "name": "Engineering Quality",
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                "key": "ci_workflows",
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              {
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                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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                "status": "missed",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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                "details": [
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                ],
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          },
          {
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            "inputs": {
              "topics": [
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                "dfir",
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              "has_wiki": true,
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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",
                "name": "Documentation / homepage site",
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              {
                "key": "repository_description",
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              },
              {
                "key": "topics",
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                "details": [
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                    "code": "topics_count",
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                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
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        "metrics": [
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            "key": "security_posture",
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              "source": "file_signals",
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            "components": [
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                "key": "security_policy_security_md",
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              },
              {
                "key": "dependabot_config",
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              },
              {
                "key": "dependency_lockfiles",
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              {
                "key": "codeql_workflow",
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            ]
          },
          {
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              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_repository",
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              {
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              {
                "code": "advisories_reachability",
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            ],
            "value": 60,
            "inputs": {
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            "components": [
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                "key": "direct_dependencies_free_of_known_advisories",
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                "name": "Indirect dependencies free of known advisories",
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                "status": "excluded",
                "details": [
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                ],
                "max_points": 25
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              {
                "key": "no_advisories_left_outstanding",
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                "status": "partial",
                "details": [
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                "max_points": 40
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            ]
          },
          {
            "key": "malicious_dependencies",
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            "components": [
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                "key": "no_dependency_reported_as_a_malicious_package",
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                "details": [
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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        "weight": 0.04,
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            "inputs": {
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              "agent_instruction_max_bytes": 14724
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            "components": [
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                "key": "agent_instructions",
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                "details": [
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "details": [
                  {
                    "code": "legible_history",
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
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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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  "warnings": [
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    "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",
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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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  "license_spdx": null
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.30.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.