Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 21:18 UTC

janeapp / riffer

The all-in-one Ruby framework for building AI-powered applications and agents.

RubyMIT★ 11 stars⑂ 6 forkssince Dec 2025View on GitHub ↗

janeapp/riffer holds a health index of 72 out of 100, placing it in the Good band. It scores highest on Vitality (90/100) and lowest on Community & Adoption (48/100). It was last updated today. A single contributor accounts for most of its recent work.

72
overall / 100
Good

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.

72
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

JaneOrganization
41 followers30 public repossince Feb 2018

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
RubyGemsriffer0.38.0-510 days ago

Metrics by category

Vitality

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

90Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
20.1/36Commit cadence — 29/52 weeks with commits
18/18Commit volume — 330 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year330
human_commit_share0.48
days_since_last_push0
active_weeks_last_year29

Release discipline

100Excellent
How it's scored
27/27Ships releases — 53 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~5.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count53
latest_release_tagriffer/v0.38.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases5.4
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?

48At risk · 18% of overall
How it's scored
16.2/60Stars — 11 stars
5.8/25Forks — 6 forks
0/15Watchers — 1 watchers
Inputs used
forks6
stars11
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
51.1/80Total downloads — 82,499 downloads all-time across rubygems
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesriffer
dependents
ecosystemsrubygems
total_downloads82,499
monthly_downloads
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

69Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.8/22.5Commit distribution — top contributor authored 83% of commits
6.8/13.5Contributor breadth — 5 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.831
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
35.7/38.3PR acceptance — 332/356 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs332
open_issues0
closed_issues11
issue_closed_ratio1
closed_unmerged_prs24
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
11.7/25Owner reach — 41 followers of janeapp
22.9/25Track record — 30 public repos, account ~8 yr old
Inputs used
followers41
owner_typeOrganization
is_verified
owner_loginjaneapp
public_repos30
account_age_days3,072
How it's scored
25/25Published & resolvable — 1 package(s) on rubygems
35/35Publish recency — latest publish 0 days ago
20/20Version history — 51 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesriffer
ecosystemsrubygems
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://docs.riffer.ai/
10/10Repository description
10/10Topics — 4 topics
0/10Wiki
Inputs used
topicsagents, ai, llm, ruby
has_wikino
homepagehttp://docs.riffer.ai/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

74Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.7
Excluded from scoring (no data or not applicable): 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
advisories3
affected_packages1
assessed_packages102
unassessed_packages15
affected_by_severityhigh 1
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 102 resolved dependencies against OSV. 15 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

60Moderate · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 48 of 48 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes1,897
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 42 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 39 of the last 100 commits are automated dependency updates
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_configno
typecheck_configs
agent_commit_share0.42
toolchain_manifests
dependency_bot_commit_share0.39
How it's scored
0/45Type-checkable code — Ruby without a type-check config
54.5/55Manageable file sizes — 2/212 source files over 60KB
Inputs used
primary_languageRuby
largest_source_bytes116,580
source_files_sampled212
oversized_source_files2
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

11GitHub stars
5contributors
330commits, last 12 months
0days since last push
53releases
1bus factor
0open issues
RubyGemspackage ecosystems

More detail

Star and fork history 11 ★ / 6 ⇿
11Stars
6Forks
33Releases

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

024681010612026-022026-042026-07
Major 0Minor 0Patch 0
OpenSSF Scorecard 6.7 / 10
6.7aggregate

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 · 2026-07-21 21:18 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direct dependencies 5
RegistryPackageVersion constraintManifest
RubyGemsirbGemfile
RubyGemsdotenvGemfile
RubyGemsguardGemfile
RubyGemsguard-shellGemfile
RubyGemsopentelemetry-sdk~> 1.12Gemfile
All dependencies 117

Full resolved dependency set from the GitHub dependency graph: 5 direct and 112 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
RubyGemsdotenv3.2.0direct
RubyGemsguard2.20.2direct
RubyGemsguard-shell0.7.2direct
RubyGemsirb1.18.0direct
RubyGemsopentelemetry-sdk1.12.1direct
RubyGemsaddressable2.9.0indirect
RubyGemsanthropicindirect
RubyGemsanthropic1.56.0indirect
RubyGemsast2.4.3indirect
RubyGemsasyncindirect
RubyGemsasync2.42.0indirect
RubyGemsaws-eventstream1.4.0indirect
RubyGemsaws-partitions1.1268.0indirect
RubyGemsaws-sdk-bedrockruntimeindirect
RubyGemsaws-sdk-bedrockruntime1.82.0indirect
RubyGemsaws-sdk-core3.254.0indirect
RubyGemsaws-sigv41.12.1indirect
RubyGemsbase640.3.0indirect
RubyGemsbigdecimal4.1.2indirect
RubyGemscgi0.5.2indirect
RubyGemscoderay1.1.3indirect
RubyGemsconcurrent-ruby1.3.6indirect
RubyGemsconnection_pool3.0.2indirect
RubyGemsconsole1.36.0indirect
RubyGemscrack1.0.1indirect
RubyGemscsv3.3.5indirect
RubyGemsdate3.5.1indirect
RubyGemsdrb2.2.3indirect
RubyGemserb6.0.4indirect
RubyGemsfaradayindirect
RubyGemsfaraday2.14.3indirect
RubyGemsfaraday-net_http3.4.4indirect
RubyGemsffi1.17.4indirect
RubyGemsfiber-annotation0.2.0indirect
RubyGemsfiber-local1.1.0indirect
RubyGemsfiber-storage1.0.1indirect
RubyGemsfileutils1.8.0indirect
RubyGemsformatador1.2.3indirect
RubyGemsguard-compat1.2.1indirect
RubyGemshana1.3.7indirect
RubyGemshashdiff1.2.1indirect
RubyGemsio-console0.8.2indirect
RubyGemsio-eventindirect
RubyGemsio-event1.19.2indirect
RubyGemsjmespath1.6.2indirect
RubyGemsjson2.21.1indirect
RubyGemsjson_schemer2.5.0indirect
RubyGemslanguage_server-protocol3.17.0.6indirect
RubyGemslint_roller1.1.0indirect
RubyGemslisten3.10.0indirect
RubyGemslogger1.7.0indirect
RubyGemslumberjack1.4.2indirect
RubyGemsmcpindirect
RubyGemsmcp0.25.0indirect
RubyGemsmethod_source1.1.0indirect
RubyGemsmetrics0.15.0indirect
RubyGemsminitestindirect
RubyGemsminitest6.0.6indirect
RubyGemsnenv0.3.0indirect
RubyGemsnet-http0.9.1indirect
RubyGemsnotiffany0.1.3indirect
RubyGemsopenaiindirect
RubyGemsopenai0.71.0indirect
RubyGemsopentelemetry-api1.10.1indirect
RubyGemsopentelemetry-common0.25.1indirect
RubyGemsopentelemetry-registry0.6.1indirect
RubyGemsopentelemetry-semantic_conventions1.43.0indirect
RubyGemsparallel2.1.0indirect
RubyGemsparser3.3.12.0indirect
RubyGemspp0.6.3indirect
RubyGemsprettyprint0.2.0indirect
RubyGemsprism1.9.0indirect
RubyGemspry0.16.0indirect
RubyGemspsych5.3.1indirect
RubyGemspublic_suffix7.0.5indirect
RubyGemsracc1.8.1indirect
RubyGemsrainbow3.1.1indirect
RubyGemsrakeindirect
RubyGemsrake13.4.2indirect
RubyGemsrb-fsevent0.11.2indirect
RubyGemsrb-inotify0.11.1indirect
RubyGemsrbs4.0.2indirect
RubyGemsrbs-inlineindirect
RubyGemsrbs-inline0.14.0indirect
RubyGemsrdoc7.2.0indirect
RubyGemsregexp_parser2.12.0indirect
RubyGemsreline0.6.3indirect
RubyGemsrexml3.4.4indirect
RubyGemsrubocop1.88.2indirect
RubyGemsrubocop-ast1.50.0indirect
RubyGemsrubocop-performance1.26.1indirect
RubyGemsruby-progressbar1.13.0indirect
RubyGemssecurerandom0.4.1indirect
RubyGemsshellany0.0.1indirect
RubyGemssimpleidn0.2.3indirect
RubyGemsstandardindirect
RubyGemsstandard1.56.0indirect
RubyGemsstandard-custom1.0.2indirect
RubyGemsstandard-performance1.9.0indirect
RubyGemsstandardwebhooks1.1.0indirect
RubyGemssteepindirect
RubyGemssteep2.0.0indirect
RubyGemsstringio3.2.0indirect
RubyGemsstrscan3.1.8indirect
RubyGemsterminal-table4.0.0indirect
RubyGemsthor1.5.0indirect
RubyGemstraces0.18.2indirect
RubyGemstsort0.2.0indirect
RubyGemsunicode-display_width3.2.0indirect
RubyGemsunicode-emoji4.2.0indirect
RubyGemsuri1.1.1indirect
RubyGemsvcrindirect
RubyGemsvcr6.4.0indirect
RubyGemswebmockindirect
RubyGemswebmock3.26.2indirect
RubyGemszeitwerkindirect
RubyGemszeitwerk2.8.2indirect
Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 102 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct. 15 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
concurrent-ruby1.3.6indirecthigh31.3.7

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
{
  "data": {
    "repo": {
      "topics": [
        "agents",
        "ai",
        "llm",
        "ruby"
      ],
      "is_fork": false,
      "size_kb": 5162,
      "has_wiki": false,
      "homepage": "http://docs.riffer.ai/",
      "languages": {
        "Ruby": 1115577,
        "Shell": 1679
      },
      "pushed_at": "2026-07-21T20:22:40Z",
      "created_at": "2025-12-18T22:39:49Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T20:22:06Z",
      "description": "The all-in-one Ruby framework for building AI-powered applications and agents.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Ruby",
      "significant_languages": [
        "Ruby"
      ]
    },
    "owner": {
      "blog": "www.janeapp.com",
      "name": "Jane",
      "type": "Organization",
      "login": "janeapp",
      "company": null,
      "location": "North Vancouver, BC, Canada",
      "followers": 41,
      "avatar_url": "https://avatars.githubusercontent.com/u/36712936?v=4",
      "created_at": "2018-02-21T20:31:48Z",
      "is_verified": null,
      "public_repos": 30,
      "account_age_days": 3072
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "riffer/v0.38.0",
          "kind": "other",
          "published_at": "2026-07-21T20:22:02Z"
        },
        {
          "tag": "riffer/v0.37.1",
          "kind": "other",
          "published_at": "2026-07-13T21:27:41Z"
        },
        {
          "tag": "riffer/v0.37.0",
          "kind": "other",
          "published_at": "2026-07-10T18:11:23Z"
        },
        {
          "tag": "riffer/v0.36.0",
          "kind": "other",
          "published_at": "2026-07-03T22:32:15Z"
        },
        {
          "tag": "riffer/v0.35.0",
          "kind": "other",
          "published_at": "2026-06-25T23:44:44Z"
        },
        {
          "tag": "riffer/v0.34.0",
          "kind": "other",
          "published_at": "2026-06-22T18:58:15Z"
        },
        {
          "tag": "riffer/v0.33.0",
          "kind": "other",
          "published_at": "2026-06-18T22:19:50Z"
        },
        {
          "tag": "riffer/v0.32.1",
          "kind": "other",
          "published_at": "2026-06-10T19:28:51Z"
        },
        {
          "tag": "riffer/v0.32.0",
          "kind": "other",
          "published_at": "2026-06-08T17:31:44Z"
        },
        {
          "tag": "riffer/v0.31.0",
          "kind": "other",
          "published_at": "2026-06-03T16:07:38Z"
        },
        {
          "tag": "riffer/v0.30.0",
          "kind": "other",
          "published_at": "2026-06-03T05:01:37Z"
        },
        {
          "tag": "riffer/v0.29.1",
          "kind": "other",
          "published_at": "2026-06-01T15:22:36Z"
        },
        {
          "tag": "riffer/v0.29.0",
          "kind": "other",
          "published_at": "2026-05-29T21:15:54Z"
        },
        {
          "tag": "riffer/v0.28.0",
          "kind": "other",
          "published_at": "2026-05-08T21:50:06Z"
        },
        {
          "tag": "riffer/v0.27.2",
          "kind": "other",
          "published_at": "2026-05-04T22:35:16Z"
        },
        {
          "tag": "riffer/v0.27.1",
          "kind": "other",
          "published_at": "2026-05-04T22:10:26Z"
        },
        {
          "tag": "riffer/v0.27.0",
          "kind": "other",
          "published_at": "2026-05-01T17:24:45Z"
        },
        {
          "tag": "riffer/v0.26.0",
          "kind": "other",
          "published_at": "2026-04-29T16:48:29Z"
        },
        {
          "tag": "riffer/v0.25.0",
          "kind": "other",
          "published_at": "2026-04-29T15:59:13Z"
        },
        {
          "tag": "riffer/v0.24.2",
          "kind": "other",
          "published_at": "2026-04-23T23:16:06Z"
        },
        {
          "tag": "riffer/v0.24.1",
          "kind": "other",
          "published_at": "2026-04-23T17:53:59Z"
        },
        {
          "tag": "riffer/v0.24.0",
          "kind": "other",
          "published_at": "2026-04-20T17:55:00Z"
        },
        {
          "tag": "riffer/v0.23.0",
          "kind": "other",
          "published_at": "2026-04-15T17:40:30Z"
        },
        {
          "tag": "riffer/v0.22.0",
          "kind": "other",
          "published_at": "2026-04-09T21:26:44Z"
        },
        {
          "tag": "riffer/v0.21.0",
          "kind": "other",
          "published_at": "2026-04-09T18:47:37Z"
        },
        {
          "tag": "riffer/v0.20.0",
          "kind": "other",
          "published_at": "2026-03-26T17:49:47Z"
        },
        {
          "tag": "riffer/v0.19.0",
          "kind": "other",
          "published_at": "2026-03-25T22:17:22Z"
        },
        {
          "tag": "riffer/v0.18.0",
          "kind": "other",
          "published_at": "2026-03-13T16:46:22Z"
        },
        {
          "tag": "riffer/v0.17.0",
          "kind": "other",
          "published_at": "2026-03-06T18:49:34Z"
        },
        {
          "tag": "riffer/v0.16.1",
          "kind": "other",
          "published_at": "2026-03-03T00:25:48Z"
        },
        {
          "tag": "riffer/v0.16.0",
          "kind": "other",
          "published_at": "2026-02-27T20:05:02Z"
        },
        {
          "tag": "riffer/v0.15.1",
          "kind": "other",
          "published_at": "2026-02-25T20:36:33Z"
        },
        {
          "tag": "riffer/v0.15.0",
          "kind": "other",
          "published_at": "2026-02-25T16:40:11Z"
        },
        {
          "tag": "riffer/v0.14.0",
          "kind": "other",
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          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.81.0 to 1.82.0 (#…",
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          "headline": "chore(deps-dev): update io-event requirement from < 1.17 to < 1.20 (#…",
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          "headline": "chore(main): release riffer 0.36.0 (#348)",
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          "is_bot": false,
          "headline": "feat!: remove the metrics primitive (#347)",
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          "headline": "chore(deps-dev): bump mcp from 0.21.0 to 0.22.0 (#344)",
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          "body": "…51.0 (#343)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.49.0 to ~> 1.…",
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          "oid": "c5be6592b35f923d89d85e9fded8fd2efe77fbde",
          "body": "…2.25, < 2.42 (#342)\n\nUpdates the requirements on [async](https://github.com/socketry/async) to permit the latest version.\n- [Release notes](https://github.com/socketry/async/releases)\n- [Changelog](https://github.com/socketry/async/blob/main/releases.md)\n- [Commits](https://github.com/socketry/asyn\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.40 to ~> …",
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          "body": "Bumps [io-event](https://github.com/socketry/io-event) from 1.16.2 to 1.16.4.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-event/compare/v1.16.2...v1.16.4)\n\n---\nup\n[…]\nrect:development\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump io-event from 1.16.2 to 1.16.4 (#341)",
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          "is_bot": true,
          "headline": "chore(main): release riffer 0.35.0 (#340)",
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          "body": "* feat: add per-call tags: to Agent#generate and #stream\n\nTags attach attribution labels to a single LLM call. They propagate to the\nprovider's native request-metadata field and are stamped as riffer.tag.* on\nevery span and metric the call emits.\n\n- Public: generate/stream (instance + class) take ta\n[…]\neak). Azure e2e is left commented pending access.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: per-call tags: for Agent#generate and #stream (#339)",
          "author_name": "Claude Vessaz",
          "author_login": "cloetzi",
          "committed_at": "2026-06-25T23:43:11Z",
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          "is_bot": true,
          "headline": "chore(main): release riffer 0.34.0 (#336)",
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          "author_login": "github-actions[bot]",
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        {
          "oid": "fe3129ac524be8418cab6081e16aadb38d4bd200",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.20.0 to 0.21.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.20.0 to 0.21.0 (#332)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:07:21Z",
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          "oid": "6355d9347c4aa3191f679aa024d34c3b94ccd797",
          "body": "…49.0 (#335)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.48.1 to ~> 1.…",
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          "oid": "f91f7774f8a18ba90dc0b8342516a3280ad139a1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps): bump actions/checkout from 6 to 7 (#330)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:00:48Z",
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          "oid": "820df3b1f0f5a83379bc95ed5220c254d4a41ed5",
          "body": "…0 (#331)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update openai requirement from ~> 0.66.1 to ~> 0.68.…",
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          "body": "…334)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.80.0 to 1.81.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.80.0 to 1.81.0 (#…",
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          "committed_at": "2026-06-22T17:51:44Z",
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          "oid": "97d17e75dc20e904305852075a1ad3d36adfca77",
          "body": "Bumps [faraday](https://github.com/lostisland/faraday) from 2.14.2 to 2.14.3.\n- [Release notes](https://github.com/lostisland/faraday/releases)\n- [Changelog](https://github.com/lostisland/faraday/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/lostisland/faraday/compare/v2.14.2...v2.14.3)\n\n--\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump faraday from 2.14.2 to 2.14.3 (#333)",
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          "oid": "7b0dfb014f710d839e53d25ee345df5b404c8c60",
          "body": "… (#338)\n\n* feat: emit a riffer.guardrail.duration metric for guardrail execution\n\nThe metrics port recorded gen_ai.client.operation.duration for chat,\ninvoke_agent, and execute_tool, but guardrail latency was invisible to\nany metrics backend even though guardrails run on the request hot path.\n\nAdd \n[…]\nol_call from in_tool_span.\nBehavior is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a riffer.guardrail.duration metric for guardrail execution…",
          "author_name": "Jake Bottrall",
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        {
          "oid": "345b09a5c7d34a0b9eee83d9663333fd7d0f08fa",
          "body": "Rename the no-op fallback backends from `Null` to `NoOp` across both\ntelemetry ports — the name now states the behaviour rather than reading\nlike a built-in null/absence. Covers the modules, the inner `Span` class,\nthe frozen `SPAN`, the Zeitwerk file paths, resolution fallbacks, the\n`Metrics.record\n[…]\n check, RBS signatures, and the docs that\nhold these up as the duck-typed contract reference.\n\nCosmetic only; no behaviour change.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(telemetry): rename Null backends to NoOp (#337)",
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          "oid": "d647f54b814bb8e331b89811c2ed661d6534b20c",
          "body": "* feat(telemetry)!: route tracing and metrics through a consumer-assigned backend\n\nAdd `config.tracing.backend` and `config.metrics.backend` as the single,\nduck-typed opt-in for each telemetry signal. OpenTelemetry is no longer\nauto-detected: it is a built-in backend a consumer assigns explicitly vi\n[…]\ne required-method list stays — it's a runtime contract\nthe `untyped` signature can't express.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(telemetry): pluggable tracing/metrics backend (OTEL opt-in) (#329)",
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          "is_bot": true,
          "headline": "chore(main): release riffer 0.33.0 (#308)",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-18T22:19:36Z",
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        {
          "oid": "1ee47726def4ca2e812e88157efce1bf2a8d2e69",
          "body": "Record a `riffer.gen_ai.cost` histogram (unit USD) per chat call, sourced\nfrom the cost already attached to the normalized TokenUsage — no pricing is\ncomputed here. An unpriced model carries a nil cost and emits no data point,\nwhile a priced zero-cost call records 0.0; operation.duration and\ntoken.u\n[…]\nide if the GenAI semantic conventions later define a cost\ninstrument. Bucket boundaries stay host-side, like the other histograms.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit riffer.gen_ai.cost metric from TokenUsage cost (#328)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T22:05:22Z",
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          "is_coding_agent": true
        },
        {
          "oid": "f77f0f7cd8db7cbd3a3a36f10e4ab08e70e909a0",
          "body": "Record the GenAI-semconv token-usage histogram (unit {token}) per chat\ncall: two data points each, gen_ai.token.type input/output, carrying\ngen_ai.operation.name, gen_ai.provider.name and gen_ai.request.model.\n\nPer-call only — never at the run level, where aggregation would\ndouble-count. Cache bucke\n[…]\nusage for the\nmetric even when tracing is disabled, keeping metrics independent of\ntracing. No-op without a host OTel metrics SDK.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit gen_ai.client.token.usage metric (#327)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T21:04:57Z",
          "body_truncated": true,
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        },
        {
          "oid": "a9399b8f1b10bc947b1e0716a483e2921ab2a852",
          "body": "* feat: emit gen_ai.client.operation.duration metric\n\nRecord the OpenTelemetry GenAI-semconv operation-latency histogram\n(unit s) around the chat, invoke_agent, and execute_tool operations,\ndistinguished by gen_ai.operation.name. Timing is monotonic and recorded\non both the success and error paths, \n[…]\nument_tool_call, which takes the call as a block.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit gen_ai.client.operation.duration metric (#326)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T15:43:01Z",
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        },
        {
          "oid": "92d060c9f006f9f6e904aa57e749909f360b8cd3",
          "body": "* feat: add the Riffer::Metrics OpenTelemetry port foundation\n\nAdd a Riffer::Metrics port mirroring the tracing port: it records OTel\nhistogram instruments when the host bundles the OpenTelemetry metrics API\nand no-ops otherwise, so riffer declares no OpenTelemetry dependency.\n\n- Riffer::Metrics.cre\n[…]\n test files shifted the suite's randomized order.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add the Riffer::Metrics OpenTelemetry port foundation (#325)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-17T20:04:17Z",
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          "oid": "b280c71bb8089ed7e948d8966f841535178f167f",
          "body": "Wrap the per-guardrail call in Riffer::Guardrails::Runner in\nRiffer::Tracing.in_span(\"execute_guardrail {name}\", kind: :internal),\nnested under the active invoke_agent context. The span carries\nriffer.guardrail.name/phase/action, riffer.tripwire.reason on a block,\nand error.type + ERROR status on a \n[…]\nlign the run-level\nriffer.tripwire.guardrail to the same converted form so it joins the\nper-span riffer.guardrail.name on one key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit an execute_guardrail span per guardrail (#324)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-17T17:12:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a9074b47defb4a0426c8a51dd90b60260098a14b",
          "body": "* feat: surface cost on LLM-call and run spans\n\nStamp the cost carried on TokenUsage onto the chat and invoke_agent\nspans as riffer.cost. Folded into Tracing.record_usage so all three\ncall sites (generate, stream, run aggregation) inherit it; the nil\nguard omits unpriced calls while still stamping a\n[…]\nent edit\nleft it drifted. Signature is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: surface cost on LLM-call and run spans (#323)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-16T23:03:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f637f73875cb5aa4563b5bae992269b5d7185ae2",
          "body": null,
          "is_bot": false,
          "headline": "feat: compute per-model cost on token usage (#322)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-16T20:13:32Z",
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        {
          "oid": "debd6359e369f288913babdfebc716cd63a210d7",
          "body": null,
          "is_bot": false,
          "headline": "refactor: fold tracing tests into their unit test files (CL2-962) (#321)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-16T13:58:43Z",
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        },
        {
          "oid": "bc33ebbc2350e3136404eea8d321173e1a41db5a",
          "body": "Add docs/16_TRACING.md documenting riffer's emitted span contract as\npublic, versioned API: the invoke_agent / chat / execute_tool spans,\ntheir attributes (with a present-or-not column), the span hierarchy,\ntoken-usage semantics, message-content capture, the stability policy,\nand host SDK wiring. Wire the page into the README index, the overview\n\"Next Steps\" list, and cross-link it from the tracing configuration\nsection.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: document the OpenTelemetry trace contract (#320)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-15T21:10:52Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e548450a980e6a03d06bda488ab94704ad33a37a",
          "body": "Wrap each tool dispatch in Tools::Runtime in an `execute_tool {tool_name}`\nspan, emitted outside `around_tool_call` so host enrichment spans nest\nbeneath it. The parent OTEL context is captured before the Runner fans out\nand re-attached inside each worker, so spans parent correctly across the\nthread\n[…]\n from a\nraised exception (status error, re-raised). Tool arguments and results are\ncaptured only when capture_messages is enabled.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit an execute_tool span per tool call (#318)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-15T18:26:26Z",
          "body_truncated": true,
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        },
        {
          "oid": "2b7496a68ac82a53a61fd143e071305c0bf3969f",
          "body": "…se (#311)\n\nIntroduce Riffer::Mcp::Tool < Riffer::Tool carrying the class-level MCP\ncontract (mcp_server_tool_name and the server-published\nparameters_schema) as ivar-backed readers. ToolFactory and\nAuthenticatedTool build subclasses of it, replacing the per-class\ndefine_singleton_method metadata an\n[…]\nthe\ngenuinely untypeable anonymous-class internals — the credentials error\npath in the authenticated wrapper is type-checked for the first time.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: give MCP-generated tool classes a real Riffer::Mcp::Tool ba…",
          "author_name": "Jake Bottrall",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "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": 10,
            "reason": "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 1 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": 10,
            "reason": "packaging workflow 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": 10,
            "reason": "security policy file 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": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "82c1371da08c472fcfac45d3c5642e9600a1cf18",
        "ran_at": "2026-07-21T21:18:10Z",
        "aggregate_score": 6.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/janeapp/riffer",
    "host": "github.com",
    "name": "riffer",
    "owner": "janeapp"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 74,
        "vitality": 90,
        "community": 48,
        "governance": 69,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 90,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "commits_last_year": 330,
              "human_commit_share": 0.48,
              "days_since_last_push": 0,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "330 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 330
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 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": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 53,
              "latest_release_tag": "riffer/v0.38.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 5.4
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "53 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 53
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                      "days": 0
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.4 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                      "gap": 5.4
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                ],
                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "forks": 6,
              "stars": 11,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "11 stars",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 11
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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": 13.5,
                "status": "met",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "packages": [
                "riffer"
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              "dependents": null,
              "ecosystems": "rubygems",
              "total_downloads": 82499,
              "monthly_downloads": null
            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "82,499 downloads all-time across rubygems",
                "points": 51.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
                    "params": {
                      "count": 82499,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.831
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "merged_prs": 332,
              "open_issues": 0,
              "closed_issues": 11,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 24
            },
            "components": [
              {
                "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": "332/356 decided PRs merged",
                "points": 35.7,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 332,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 41,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "janeapp",
              "public_repos": 30,
              "account_age_days": 3072
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "41 followers of janeapp",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 41,
                      "login": "janeapp"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~8 yr old",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "rubygems",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on rubygems",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "rubygems"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "51 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 51
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                  }
                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
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              "has_editorconfig": false,
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            },
            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
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                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "llm",
                "ruby"
              ],
              "has_wiki": false,
              "homepage": "http://docs.riffer.ai/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://docs.riffer.ai/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 74,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 102 resolved dependencies against OSV; 15 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 102
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 15
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 102,
              "unassessed_packages": 15,
              "affected_by_severity": "high 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 102,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 1897
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "48 of 48 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 48,
                      "sampled": 48
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Gemfile.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.42,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.39
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "42 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 42,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "39 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Ruby",
              "largest_source_bytes": 116580,
              "source_files_sampled": 212,
              "oversized_source_files": 2
            },
            "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": "2/212 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 212,
                      "oversized": 2
                    }
                  }
                ],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:18:32.042644Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/janeapp/riffer.svg",
  "full_name": "janeapp/riffer",
  "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 v0.23.0 — full methodology · metrics wiki.

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