Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 20:27 UTC

andreyruby / serega

RubyMIT★ 8 stars⑂ 0 forkssince Mar 2022View on GitHub ↗

andreyruby/serega holds a health index of 55 out of 100, placing it in the Moderate band. It scores highest on Vitality (77/100) and lowest on Community & Adoption (31/100). It was last updated today. A single contributor accounts for most of its recent work.

55
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

55
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

AndreyPersonal account
0 followers23 public repossince Feb 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
RubyGemsseregapoints to another repo — not scored0.40.0-490 days ago

Metrics by category

Vitality

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

77Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
7.6/36Commit cadence — 11/52 weeks with commits
15.3/18Commit volume — 50 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year50
human_commit_share1
days_since_last_push0
active_weeks_last_year11
How it's scored
16.2/27Ships releases — 48 version tags (no GitHub releases)
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~12.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count48
latest_release_tagv0.40.0
releases_from_tagsyes
days_since_latest_release0
mean_days_between_releases12.7
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

31At risk · 18% of overall
How it's scored
13.7/60Stars — 8 stars
0/25Forks — 0 forks
0/15Watchers — 2 watchers
Inputs used
forks0
stars8
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

42At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
36.9/38.3PR acceptance — 138/143 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0
Inputs used
merged_prs138
open_issues0
closed_issues74
issue_closed_ratio1
closed_unmerged_prs5
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
0/25Owner reach — 0 followers of andreyruby
22.1/25Track record — 23 public repos, account ~13 yr old
Inputs used
followers0
owner_typeUser
is_verified
owner_loginandreyruby
public_repos23
account_age_days4,921
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

66Moderate · 20% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — .rubocop.yml
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

40At risk
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionno

Security

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

55Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/25 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.4
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages71
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 71 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

38At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
22.9/40Legible commit history — 43 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.43
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .rubocop.yml
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesGemfile.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Ruby without a type-check config
55/55Manageable file sizes — 0/164 source files over 60KB
Inputs used
primary_languageRuby
largest_source_bytes41,486
source_files_sampled164
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

8GitHub stars
1contributors
50commits, last 12 months
0days since last push
48releases
1bus factor
0open issues
RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • rubygems package 'serega' points at a different repository (https://github.com/aglushkov/serega); excluded from ecosystem scoring

More detail

OpenSSF Scorecard 4.4 / 10
4.4aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-28 20:26 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/25 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 17
RegistryPackageVersion constraintManifest
RubyGemsrake~> 13.0Gemfile
RubyGemsostruct~> 0.6.3Gemfile
RubyGemsrspec~> 3.0Gemfile
RubyGemsstandard~> 1.42Gemfile
RubyGemssimplecov~> 0.21Gemfile
RubyGemsrubocop-rake~> 0.6Gemfile
RubyGemsrubocop-rspec~> 3.2Gemfile
RubyGemsrubocop-performance~> 1.22Gemfile
RubyGemsredcarpet~> 3.5Gemfile
RubyGemsallocation_statsGemfile
RubyGemsyardGemfile
RubyGemsmdl~> 0.13Gemfile
RubyGemsdebug>= 1.0Gemfile
RubyGemspry-byebug~> 3.9Gemfile
RubyGemsactiverecord~> 8.0Gemfile
RubyGemssqlite3Gemfile
RubyGemsactiverecord-jdbcsqlite3-adapterGemfile
All dependencies 71

Full resolved dependency set from the GitHub dependency graph: 15 direct and 56 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
RubyGemsactiverecord8.1.3direct
RubyGemsallocation_stats0.1.5direct
RubyGemsdebug1.11.1direct
RubyGemsmdl0.17.0direct
RubyGemsostruct0.6.3direct
RubyGemsrake13.4.2direct
RubyGemsredcarpet3.6.1direct
RubyGemsrspec3.13.2direct
RubyGemsrubocop-performance1.26.1direct
RubyGemsrubocop-rake0.7.1direct
RubyGemsrubocop-rspec3.10.2direct
RubyGemssimplecov0.22.0direct
RubyGemssqlite32.9.5direct
RubyGemsstandard1.55.0direct
RubyGemsyard0.9.44direct
RubyGemsactivemodel8.1.3indirect
RubyGemsactivesupport8.1.3indirect
RubyGemsast2.4.3indirect
RubyGemsbase640.3.0indirect
RubyGemsbigdecimal4.1.2indirect
RubyGemschef-utils19.3.15indirect
RubyGemsconcurrent-ruby1.3.7indirect
RubyGemsconnection_pool3.0.2indirect
RubyGemsdiff-lcs1.6.2indirect
RubyGemsdocile1.4.1indirect
RubyGemsdrb2.2.3indirect
RubyGemserb6.0.4indirect
RubyGemsi18n1.15.2indirect
RubyGemsio-console0.8.2indirect
RubyGemsirb1.18.0indirect
RubyGemsjson2.20.0indirect
RubyGemskramdown2.5.2indirect
RubyGemskramdown-parser-gfm1.1.0indirect
RubyGemslanguage_server-protocol3.17.0.6indirect
RubyGemslint_roller1.1.0indirect
RubyGemslogger1.7.0indirect
RubyGemsminitest6.0.6indirect
RubyGemsmixlib-cli2.1.8indirect
RubyGemsmixlib-config3.0.27indirect
RubyGemsmixlib-shellout3.4.10indirect
RubyGemsparallel2.1.0indirect
RubyGemsparser3.3.11.1indirect
RubyGemspp0.6.4indirect
RubyGemsprettyprint0.2.0indirect
RubyGemsprism1.9.0indirect
RubyGemsracc1.8.1indirect
RubyGemsrainbow3.1.1indirect
RubyGemsrbs4.0.3indirect
RubyGemsrdoc8.0.0indirect
RubyGemsregexp_parser2.12.0indirect
RubyGemsreline0.6.3indirect
RubyGemsrexml3.4.4indirect
RubyGemsrspec-core3.13.6indirect
RubyGemsrspec-expectations3.13.5indirect
RubyGemsrspec-mocks3.13.8indirect
RubyGemsrspec-support3.13.7indirect
RubyGemsrubocop1.87.0indirect
RubyGemsrubocop-ast1.50.0indirect
RubyGemsruby-progressbar1.13.0indirect
RubyGemssecurerandom0.4.1indirect
RubyGemssimplecov-html0.13.2indirect
RubyGemssimplecov_json_formatter0.1.4indirect
RubyGemsstandard-custom1.0.2indirect
RubyGemsstandard-performance1.9.0indirect
RubyGemstimeout0.6.1indirect
RubyGemstomlrb2.0.4indirect
RubyGemstsort0.2.0indirect
RubyGemstzinfo2.0.6indirect
RubyGemsunicode-display_width3.2.0indirect
RubyGemsunicode-emoji4.2.0indirect
RubyGemsuri1.1.1indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 71 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

No known advisories affect the assessed dependencies.

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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          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-28T20:08:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a060de2782a615b99eb1f1a74257c67c3470fd5",
          "body": "The YARD coverage check needs `yard`; `redcarpet` silences its\nMarkdown-formatting warning. Pinned to their current major (~> 0.9 /\n~> 3.6), matching the other gems in this file.",
          "is_bot": false,
          "headline": "Add yard/redcarpet to the lint job's gemfile",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-28T10:02:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20d7ba4a24dd0cac55be32a54ff09a3ff9da0a9f",
          "body": "Fails the lint job when any class/method lacks a YARD doc comment.\nAlso documents the two Presenter.include/.prepend overrides that were\nthe only gap (100.00% documented now).",
          "is_bot": false,
          "headline": "Add YARD documentation coverage check to CI",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-28T10:02:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed336378df0dc2b475cf3e4c4ab9763a14476b04",
          "body": "Reads attribute values from Hash records instead of calling a method.\nSee README's \"Serializing Hash records\" for modes, `config.hash_access`\ndefaults, `allow_missing_key:`, and delegate support.\n\n```ruby\nclass UserSerializer < Serega\n  config.hash_access.default_mode = :symbol # the default\n\n  attr\n[…]\ncord[\"name\"]\nend\n```\n\n```ruby\n# delegate: configures hash access per step\nattribute :city, delegate: { to: :address, to_hash_access: :symbol, hash_access: :symbol } # reads record[:address][:city]\n```",
          "is_bot": false,
          "headline": "Add `hash_access:` attribute option — serialize Hash records",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-28T09:29:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "813328bc2ea85b21727635f231eeb2742c85ec58",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.39.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T21:34:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9fb725de43c00afd6a68f82c8a86ceb0f6d0691",
          "body": "The Symbol/String short form raised a TypeError in the default batch value\nresolver when the attribute had no explicit :value option (validation\naccepted the form, but BatchResolver assumed a Hash). Handle Symbol/String\nloader names in the resolver and make the short form the primary spelling\nin REA\n[…]\nE and CHEATSHEET, keeping the hash form for sub-options.\n\nAlso fix README batch examples that used a `batch:` keyword in value\nprocs — the actual keyword is `batches:`; the examples raised as written.",
          "is_bot": false,
          "headline": "Fix and document `batch: <loader_name>` short form",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T21:24:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aa0f2505a145d03f720443983db8250cd201f543",
          "body": null,
          "is_bot": false,
          "headline": "Add `presenter do ... end` DSL to define presenter methods",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T21:12:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8873a37e4464bab7929421f5dd09056997799e6",
          "body": "BREAKING: an attribute block now defines a nested serializer instead of\nthe attribute value. The block is executed in the context of a new\nserializer class inherited from the base_serializer: attribute option or\nconfig.base_serializer (one of them is required). The attribute value\n(found by name or \n[…]\nes with a block are treated as relations by the :many option:\nmany: can be set on them, and the explicit_many_option plugin requires\nmany: for them, same as for attributes with the :serializer option.",
          "is_bot": false,
          "headline": "feat!: attribute block defines a nested serializer",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T20:52:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12d4d5a30d65aa78599f58b05db19b3bbddea05d",
          "body": "Loading plugin :presenter in a base serializer previously wrapped every\nserialized object in a SimpleDelegator even when no presenter methods\nwere ever defined — pure overhead that also broke class checks\n(object.is_a?, Hash === object) in value callables and batch loaders.\n\nTrack user modifications\n[…]\nter after the first\nserialization enables wrapping on the next one — no stale caching.\n\nThe activerecord_preloads plugin unwraps objects via #__getobj__ only\nwhen the presenter is actually customized.",
          "is_bot": false,
          "headline": "Skip Presenter wrapping when Presenter class has no custom methods",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T19:59:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "05c42ad5ad6e5f132442b3a934ea131eac4ed844",
          "body": "Methods listed in this option (default [:itself, :__getobj__]) are\nnever auto-preloaded, as they return the serialized object itself and\nnot an association. Applies to the :method option of attributes with a\nserializer and to the delegate: {to:} option.\n\nPreviously method: :itself with auto_preload enabled generated a bogus\n:itself preload (and made hide_by_default = :auto hide the attribute).",
          "is_bot": false,
          "headline": "Add config.auto_preload_excluded_methods option",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T19:32:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c65c76652e3fe6ec529e958c064b83b590a2d45",
          "body": "Structs and Hashes are Enumerable, so the automatic :many detection\ntreated them as collections: a Struct was exploded into its member\nvalues and a Hash into [key, value] pairs, both failing with\nmisleading errors.\n\nAdd SeregaUtils::CollectionDetector util holding the detection logic\n(Enumerable, ex\n[…]\nalizer#serialize_mode and the root plugin build_root\nfallback.\n\nRemove the \"specify many: false for Structs\" workaround notes from\nREADME and CHEATSHEET and the workaround itself from presenter specs.",
          "is_bot": false,
          "headline": "Serialize Struct and Hash as single objects",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T19:10:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf0537d33dfe5f103866a919b230dff2a1578192",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.38.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-09T14:39:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2253e00b402aa889135f5a25fd8293b569608dc",
          "body": "Replace the recursive per-object walk with a level-by-level engine. Instead of descending into each object and deferring batch attributes\nthrough attach-closures, serialization now proceeds one level at a time: all\nobjects that share a plan (e.g. every post's comments, gathered from every post)\nare \n[…]\n, so a presenter that overrides the batch id method no\n  longer produces a key mismatch that silently dropped the loaded value. Loaders\n  that relied on the raw objects should unwrap with #__getobj__.",
          "is_bot": false,
          "headline": "Rewrite the serializer as a level-by-level engine",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-09T14:37:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "68a2101a760e35e114a5259945af0856c4c9bf6d",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.37.2",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T16:53:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24a67ca1c896a64af945599868a13ed8b1a3484e",
          "body": "Relations and preloads are routed through the batch phase only so their\nobjects are gathered per level and preloads run — the value itself comes\nfrom the attribute's own resolver. Previously each such attribute\nregistered a distinct `__auto_batch_<name>__` identity loader that built a\n`{obj => obj}`\n[…]\n— so the named predicate makes the\nintended, narrower criterion explicit.\n\nNo behavior change; existing hide/serialization specs pass, plus a test\nasserting auto-batched attributes register no loader.",
          "is_bot": false,
          "headline": "Make auto-batch a no-op marker; clarify the :auto-hide rule",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T16:07:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f15dd161b73d84ce7871e99076e3c3d9159e0925",
          "body": "Values of batch-loaded attributes (relations, :preload, explicit :batch)\nare resolved during the batch attach phase, not the synchronous walk, so\nerrors raised there escaped the \"(when serializing '<name>' attribute in\n<Serializer>)\" annotation that inline attributes get — a relation whose\nvalue rai\n[…]\ne annotate-and-reraise logic (previously duplicated in the object\nserializer and the batch loader, which is how the two paths drifted) into\na single SeregaUtils::SerializedAttributeError used by both.",
          "is_bot": false,
          "headline": "Annotate batch attribute errors with attribute and serializer",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T14:05:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c9bbb1e1af34d80997a283767643dc35cf2987ad",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.37.1",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T13:07:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58b2172cecaad4a27685b490d43214a7de900d0a",
          "body": "Clarify that preload_with runs once per preloaded attribute (the same\n:preload on several attributes calls it once each, so a custom handler\nshould skip already-loaded data), and that the :preload value is a\ndiscriminator the user controls — distinct values let the handler branch\nwithout the value being a real association name. Add owner/author\nexamples to README and CHEATSHEET.",
          "is_bot": false,
          "headline": "Document :preload value as a per-attribute discriminator",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T12:42:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d23fbb04163f4d0b2060937e71a77526be2194d",
          "body": "Batch attributes reserve their slot in the result hash with a nil\nplaceholder before the loaded value is known, then backfill it after\nthe batch loads. When an :if_value/:unless_value condition hid such an\nattribute, `attach_final_value` returned early without setting a value\nbut left the reserved k\n[…]\nppeared in the\noutput with a nil value instead of being omitted.\n\nDelete the reserved key when a value condition hides the attribute\n(a no-op for inline attributes, which never reserve a placeholder).",
          "is_bot": false,
          "headline": "Fix :if_value/:unless_value hiding batch attributes",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T12:41:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c98e9ecbf928726383c05062703685f09bd1bbec",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.37.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T09:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0886760e5264d0c834ff8bbca0e06ea0b090f47d",
          "body": "Fix batch loading so a named loader reused by several attributes runs once\nfor the whole set of objects instead of once per attribute.\n\nIntroduce SeregaBatch::Level: one per plan level, holding the objects\nserialized at that level and a results cache keyed by loader identity. A\nnamed batch loader re\n[…]\nper named loader\n- freeze a level's objects on the first load, sealing the read-only set a\n  loader and the preload_with handler receive and turning a stray later\n  add_objects into a loud FrozenError",
          "is_bot": false,
          "headline": "Batch load once per plan level",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T09:37:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "daa7b02d87240fd993ea3553af6200e5ef8fba8b",
          "body": "### The `preload_with` handler\n\nRegister a preload handler on a serializer with the `preload_with` class\nmethod, given either a **block** or a **single callable**. The handler:\n\n- accepts two positional arguments — `(objects, preloads)`\n- is the generic seam for performing eager loading: with anothe\n[…]\nic preload seam — usable with any ORM or with plain non-ORM\nobjects — with a minimal `MyORM.preload(objects, preloads)` example; the\n`:preload` passthrough and the `preload: true` rejection are noted.",
          "is_bot": false,
          "headline": "Add custom `preload_with` block — preload data by your own rules",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T07:51:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "531768c6afd7896ea087665fcda65006a85a349d",
          "body": "Make serialization use one execution model: every attribute with `:serializer`\nor `:preload` (and no explicit `:batch`) is auto-batched in core. Each batched\nattribute preloads its own associations onto the records gathered during\nserialization, so per-attribute preloading replaces the merged-hash a\n[…]\nss\nnon-ActiveRecord boundaries while keeping pure-ActiveRecord query counts.\n\nRemove the now-unused `:preload_path` option, the PreloadPaths util and its\nvalidator, and the ActiveRecordObjects helper.",
          "is_bot": false,
          "headline": "Route every relation through the batch mechanism",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e833a07939b511c8260ed9754fe12475e266c8a",
          "body": "`config.hide_by_default` no longer accepts an Array of symbols\n(`[:preload]`, `[:batch]`, `[:preload, :batch]`). Use the single `:auto`\nsymbol instead, which hides any attribute declared with `:preload` or `:batch`.\n`true` and `false` are unchanged.",
          "is_bot": false,
          "headline": "feat!: replace hide_by_default Array with :auto symbol",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "333cd79fead33bfda90991ec113016b627c50b26",
          "body": "… explicit",
          "is_bot": false,
          "headline": "Refactor: use while-loop in load_all to make dynamic iteration intent…",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1979dd5f34e8423fa7aca4520c57b84ffb1b4e6d",
          "body": null,
          "is_bot": false,
          "headline": "Add initial CHEETSHEET",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-18T13:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4437c5d992f1479c10feb23f0663e513f9d65ccd",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.36.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:56:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bc1cfd319f484bae053277e6a7c2f2cc7454cdb",
          "body": "- Split linting (rubocop, mdl, codespell) into a dedicated job that runs\n  in parallel with the test matrix instead of conditionally inside it\n- Bump actions/checkout v4 → v6\n- Add Ruby 3.3 + ActiveRecord 8.0 to the test matrix\n- Re-enable ruby head with continue-on-error: true\n- Switch codespell install from pip to pipx with venv caching",
          "is_bot": false,
          "headline": "Modernize CI workflow",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f34221e183a3a637327b1937c3b7b6e8bc11c71",
          "body": "Remove Ruby 2.6 and 2.7 from CI matrix, replace Ruby 3.1 with 3.2\nagainst ActiveRecord 7.2. Delete the 5.2 and 6.1 gemfiles that were\nonly needed for those older Rubies. Bump required_ruby_version to\n>= 3.2.0 in gemspec and remove the rubocop UseAnonymousForwarding\nworkaround that existed for Ruby 2.7 compatibility.",
          "is_bot": false,
          "headline": "Drop Ruby < 3.2 support",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "284386123e2d796683735c0a16edd8152f72b517",
          "body": "Introduces SeregaDataBuilder which converts serialized Hash/Array output\ninto a tree of Ruby Data immutable value objects (Ruby 3.2+). Nested\nserialized relations are recursively converted using the serialization\nplan structure. Data classes are cached per unique field set.\n\nPlugin :root overrides to_data to wrap the result in an outer Data\nobject covering the root key and any metadata keys, with arbitrary\nmetadata hashes/arrays recursively converted via deep_hash_to_data.",
          "is_bot": false,
          "headline": "Add .to_data / #to_data — serialize to Ruby Data objects",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a44c4d5d697f5e3b20426a7b4d45e4efe0b79741",
          "body": "Add \"2_ctx\" as a valid signature for :if, :unless, :if_value and\n:unless_value options. Flexible procs (non-lambda) with no declared\nparameters are classified as \"2_ctx\" by MethodSignature, so rejecting\nthis signature was incorrectly preventing bare procs like `proc { false }`\nfrom being used as conditions.\n\nAlso add DataBuilderClassMethods to handle plans where some attributes\nwere skipped by conditions, building the Data class from the\nactually-present keys.",
          "is_bot": false,
          "headline": "Plugin :if — accept (object, context, :ctx) proc signature",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50f2e4a971d72c373301fb6dab5324d76833273e",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.35.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-30T11:06:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c771199a467a809f5df9154f00a2c15cf3c1d68",
          "body": "- Presenter#initialize now accepts context and exposes it via private __ctx__\n- serialize_object passes context when constructing the Presenter\n- Update README and plugin docs with before/after example and full explanation\n- Add CHANGELOG entry",
          "is_bot": false,
          "headline": "Add context access inside Presenter via __ctx__",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-30T09:52:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "613af9d3ae09e5ae74d0c6406e81472ac04d4608",
          "body": null,
          "is_bot": false,
          "headline": "Fix manual release steps",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-29T14:50:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a78a8405b47b3d2c526e19686a8c20d53c191cc2",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.34.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-29T14:04:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acfacd27d77cd344262543aaacb148e49fc5cecb",
          "body": "Accepts false (default), true (hide all), or an array of symbols\n(:preload, :batch) to hide only attributes that use those options.\nAttribute-level hide: true/false always takes precedence over the config.",
          "is_bot": false,
          "headline": "Replace config.auto_hide with config.hide_by_default",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-29T13:39:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "328ba2a36cbef2f7a0fcc3aaccef36ef4a5e64b4",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.33.2",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-05T12:54:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dea6bcf5fcf9882daac3328d546ed196e17fbd1d",
          "body": null,
          "is_bot": false,
          "headline": "Allow TrueClass as a modifier value in ToHash",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-05T12:54:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84261961398a16aad07cdab171e8e3002907260f",
          "body": "https://github.com/andreyruby/serega/issues/193\n\nIt should fix a bug when user provides optional argument with some type and\nthinks we will provide it",
          "is_bot": false,
          "headline": "Make signatures more strict",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-10-19T10:55:36Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "headline": "Remove `to_json` and `as_json` methods and config options",
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          "headline": "Validate plugin options keys",
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          "headline": "Add extra methods to Serega::AttributeNotExist error",
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          "headline": "Add extra metadata methods to Serega::AttributeNotExist error",
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          "headline": "Add :default attribute option",
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          "headline": "Fix README line length 80 chars",
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          "headline": "Fix grammar",
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          "is_bot": false,
          "headline": "Require to define batch loaders before assigning to attributes",
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          "headline": "Release v0.17.0",
          "author_name": "Andrey Glushkov",
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          "committed_at": "2023-11-03T08:57:08Z",
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          "oid": "109e8ddc598b8c298b77fc8c2613472e15e807ec",
          "body": "`:odd?.to_proc` was not a `lambda`, so we should check NO_NAMED_REST_PARAM\nbefore we check proc is not lambda",
          "is_bot": false,
          "headline": "Fix parameters count for old rubies (2.6 and 2.7)",
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          "headline": "Skip anonymous forwading rubocop",
          "author_name": "Andrey Glushkov",
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          "is_bot": false,
          "headline": "Allow to provide context to formatter",
          "author_name": "Andrey Glushkov",
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          "body": "…tadata` plugin\n\nhttps://github.com/aglushkov/serega/issues/134",
          "is_bot": false,
          "headline": "Allow to provide :const and :value options to meta_attributes of `:me…",
          "author_name": "Andrey Glushkov",
          "author_login": null,
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          "is_bot": false,
          "headline": "Allow to provide callable values without parameters",
          "author_name": "Andrey Glushkov",
          "author_login": null,
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          "body_truncated": false,
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          "body": "Procs can accept any count of arguments, so just return max_count if it's not a lambda",
          "is_bot": false,
          "headline": "Better count procs parameters",
          "author_name": "Andrey Glushkov",
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          "is_bot": false,
          "headline": "Add codespell to CI",
          "author_name": "Andrey Glushkov",
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          "headline": "Start coverage only on ruby 3.2. versions",
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          "body": "… arguments\n\nhttps://github.com/aglushkov/serega/issues/102\n\n- Allow to provide callable/lambdas objects with 1-2 args as attribute\n  :value object\n- Allow to provide callable/lambdas with 1 arg as formatters\n- Allow to provide callable/lambdas with 0-2 args as :if plugin options\n- Allow to provide \n[…]\nst 1 argument\n- Attribute batch :loader option now requires to have at least 1 argument\n- Attribute :format option and associated configurated formatter\n  (from formatters plugin) must have 1 argument",
          "is_bot": false,
          "headline": "Allow all options to accept callable values with differrent number of…",
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          "is_bot": false,
          "headline": "Fix depth_limit plugin link in README",
          "author_name": "Andrey Glushkov",
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        "closed_unmerged_prs": 5
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "andreyruby",
          "commits": 17,
          "avatar_url": "https://avatars.githubusercontent.com/u/3481507?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "main.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [
        ".rubocop.yml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "Gemfile.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/25 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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        ],
        "commit": "d61f860a348d8dab9ed6be9dccda4d54f356a662",
        "ran_at": "2026-07-28T20:26:55Z",
        "aggregate_score": 4.4,
        "scorecard_version": "v5.5.0"
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      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-28T20:19:20Z",
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      "last_merged_pr_at": "2026-07-28T20:08:27Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
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  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/andreyruby/serega",
    "host": "github.com",
    "name": "serega",
    "owner": "andreyruby"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 55,
      "inputs": {
        "security": 55,
        "vitality": 77,
        "community": 31,
        "governance": 42,
        "engineering": 66
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      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 77,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "commits_last_year": 50,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 11
            },
            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
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                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
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                    "code": "commit_cadence_weeks",
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                      "weeks": 11
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "50 commits in the last year",
                "points": 15.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 50
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                "max_points": 18
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              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 88,
            "inputs": {
              "releases_count": 48,
              "latest_release_tag": "v0.40.0",
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              "days_since_latest_release": 0,
              "mean_days_between_releases": 12.7
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "48 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
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                    "code": "version_tags_no_releases",
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                ],
                "max_points": 27
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              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
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                    "code": "release_recency",
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~12.7 days",
                "points": 27,
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                    "code": "release_cadence",
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                      "gap": 12.7
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "no releases found",
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                "status": "excluded",
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                    "code": "no_data",
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                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "guards": [],
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              "multiplier_pct": 100,
              "declared_reason": null,
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                "key": "project_is_still_maintained",
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                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                "max_points": 100
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            ]
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        ],
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      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 31,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
            "band": "critical",
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            "note": null,
            "notes": [],
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              "stars": 8,
              "watchers": 2,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "8 stars",
                "points": 13.7,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 8
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 42,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 138,
              "open_issues": 0,
              "closed_issues": 74,
              "issue_closed_ratio": 1,
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            },
            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "138/143 decided PRs merged",
                "points": 36.9,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                      "decided": 143
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 40,
            "inputs": {
              "followers": 0,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "andreyruby",
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              "account_age_days": 4921
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "0 followers of andreyruby",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 0,
                      "login": "andreyruby"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "23 public repos, account ~13 yr old",
                "points": 22.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 23
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.2,
        "metrics": [
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                ],
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              },
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                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".rubocop.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".rubocop.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 71 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 71
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 71,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 71,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 38,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 23,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.43,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "43 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 43,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Gemfile.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".rubocop.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".rubocop.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Ruby",
              "largest_source_bytes": 41486,
              "source_files_sampled": 164,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Ruby without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Ruby"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/164 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 164,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "rubygems package 'serega' points at a different repository (https://github.com/aglushkov/serega); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T20:27:10.883704Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/andreyruby/serega.svg",
  "full_name": "andreyruby/serega",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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