Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-12 18:22 UTC

janeapp / riffer

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

RubyMIT★ 12 stars⑂ 6 forkssince Dec 2025View on GitHub ↗
KindLibraryCommand-line toolMCP serverhow this is determined

janeapp/riffer holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (94/100) and lowest on Community & Adoption (51/100). It was last updated today. A single contributor accounts for most of its recent work.

90
overall / 100
Excellent

Software health index

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

90
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

The weighted overall 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).

Ownership

JaneOrganization · verified domain
43 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
RubyGemsriffer0.47.1-630 days ago

Metrics by category

Vitality

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

94Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 391 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_year391
human_commit_share0.37
days_since_last_push0
active_weeks_last_year38

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 65 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count65
latest_release_tagriffer/v0.47.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.3
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?

51Moderate · 17% of overall
How it's scored
16.9/60Stars — 12 stars
5.8/25Forks — 6 forks
0/15Watchers — 1 watchers
Inputs used
forks6
stars12
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
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges1
has_contributingno
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io
has_pull_request_templateyes
How it's scored
52.3/80Total downloads — 108,926 downloads all-time across rubygems
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesriffer
dependents—
ecosystemsrubygems
total_downloads108,926
monthly_downloads—
unverified_packages_excluded—
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?

72Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.9/22.5Commit distribution — top contributor authored 83% of commits
8.1/13.5Contributor breadth — 6 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.828
How it's scored
42/42Issue resolution — 100% of issues closed
27.7/30PR acceptance — 391/424 decided PRs merged
4.3/13Newcomer PR acceptance — 1/3 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs391
open_issues0
closed_issues11
prs_merged_7d8
prs_decided_7d8
prs_merged_30d19
prs_decided_30d22
issue_closed_ratio1
closed_unmerged_prs33
first_time_authors_30d3
first_time_prs_merged_30d1
first_time_prs_decided_30d3
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
11.8/25Owner reach — 43 followers of janeapp
22.9/25Track record — 30 public repos, account ~8 yr old
Inputs used
followers43
owner_typeOrganization
is_verifiedyes
owner_loginjaneapp
public_repos30
account_age_days3,124

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on rubygems
35/35Publish recency — latest publish 0 days ago
20/20Version history — 63 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?

85Excellent · 19% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — .rubocop.yml
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

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

Security

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

75Good · 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 — 28 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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.9
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages103
unassessed_packages2
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 103 resolved dependencies against OSV. 2 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

73Good · 4% of overall
How it's scored
45/45Agent instructions — .claude/CLAUDE.md, docs/AGENTS.md, docs/providers/GEMINI.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 37 of 37 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_files.claude/CLAUDE.md, docs/AGENTS.md, docs/providers/GEMINI.md
agent_instruction_max_bytes15,976
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .rubocop.yml
0/11Static type checking
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 36 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 44 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_configyes
typecheck_configs—
agent_commit_share0.36
toolchain_manifests—
dependency_bot_commit_share0.44
How it's scored
0/45Type-checkable code — Ruby without a type-check config
54.5/55Manageable file sizes — 2/230 source files over 60KB
Inputs used
primary_languageRuby
largest_source_bytes121,014
source_files_sampled230
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

12GitHub stars
6contributors
391commits, last 12 months
0days since last push
65releases
1bus factor
0open issues
RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Star history carried forward from 2026-07-13: GitHub restricted the stargazers API to repository admins, so it can no longer be collected. The repository has 12 stars today.

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.

Star history is shown as collected on 2026-07-13. GitHub restricted the stargazers API to repository administrators in July 2026, so this series can no longer be extended; the current star total above remains live.

024681010612026-022026-042026-07
Major 0Minor 0Patch 0
OpenSSF Scorecard 6.9 / 10
6.9aggregate

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 · 2026-09-12 18:22 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests28 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
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
RubyGemsanthropic~> 1.69.0Gemfile
RubyGemsasync~> 2.45Gemfile
RubyGemsaws-sdk-bedrockruntime~> 1.42Gemfile
RubyGemsdotenv—Gemfile
RubyGemsfaraday>= 1.0Gemfile
RubyGemsguard—Gemfile
RubyGemsguard-shell—Gemfile
RubyGemsio-event< 1.22Gemfile
RubyGemsirb—Gemfile
RubyGemsmcp~> 1.5Gemfile
RubyGemsminitest~> 6.0Gemfile
RubyGemsopenai~> 0.85.0Gemfile
RubyGemsrake~> 13.0Gemfile
RubyGemsrbs-inline~> 0.12Gemfile
RubyGemsrubocop—Gemfile
RubyGemsrubocop-minitest—Gemfile
RubyGemsrubocop-performance—Gemfile
RubyGemsrubocop-rake—Gemfile
RubyGemssteep~> 2.1Gemfile
RubyGemsvcr~> 6.0Gemfile
RubyGemswebmock~> 3.26Gemfile
RubyGemskramdown—Gemfile
RubyGemskramdown-parser-gfm—Gemfile
RubyGemsrouge~> 4.6Gemfile
RubyGemswebrick—Gemfile
RubyGemsopentelemetry-sdk~> 1.13Gemfile
All dependencies 105

Full resolved dependency set from the GitHub dependency graph: 26 direct and 79 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
RubyGemsanthropic1.69.0direct
RubyGemsasync2.45.1direct
RubyGemsaws-sdk-bedrockruntime1.83.0direct
RubyGemsdotenv3.2.0direct
RubyGemsfaraday2.14.3direct
RubyGemsguard2.20.2direct
RubyGemsguard-shell0.7.2direct
RubyGemsio-event1.21.1direct
RubyGemsirb1.18.0direct
RubyGemskramdown2.5.2direct
RubyGemskramdown-parser-gfm1.1.0direct
RubyGemsmcp1.5.0direct
RubyGemsminitest6.0.6direct
RubyGemsopenai0.85.0direct
RubyGemsopentelemetry-sdk1.13.0direct
RubyGemsrake13.4.2direct
RubyGemsrbs-inline0.14.0direct
RubyGemsrouge4.7.0direct
RubyGemsrubocop1.90.0direct
RubyGemsrubocop-minitest0.40.0direct
RubyGemsrubocop-performance1.27.0direct
RubyGemsrubocop-rake0.7.1direct
RubyGemssteep2.1.0direct
RubyGemsvcr6.4.0direct
RubyGemswebmock3.26.4direct
RubyGemswebrick1.9.2direct
RubyGemsaddressable2.9.0indirect
RubyGemsast2.4.3indirect
RubyGemsaws-eventstream1.4.0indirect
RubyGemsaws-partitions1.1279.0indirect
RubyGemsaws-sdk-core3.254.1indirect
RubyGemsaws-sigv41.12.1indirect
RubyGemsbase64—indirect
RubyGemsbase640.3.0indirect
RubyGemsbigdecimal4.1.2indirect
RubyGemscgi0.5.2indirect
RubyGemscoderay1.1.3indirect
RubyGemsconcurrent-ruby1.3.8indirect
RubyGemsconnection_pool3.0.2indirect
RubyGemsconsole1.37.0indirect
RubyGemscrack1.0.1indirect
RubyGemscsv3.3.6indirect
RubyGemsdate3.5.1indirect
RubyGemsdrb2.2.3indirect
RubyGemserb6.0.4indirect
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
RubyGemsjmespath1.6.2indirect
RubyGemsjson3.0.1indirect
RubyGemsjson_schemer2.5.0indirect
RubyGemslanguage_server-protocol3.17.0.6indirect
RubyGemslint_roller1.1.0indirect
RubyGemslisten3.10.0indirect
RubyGemslogger1.7.0indirect
RubyGemslumberjack1.4.2indirect
RubyGemsmethod_source1.1.0indirect
RubyGemsnenv0.3.0indirect
RubyGemsnet-http0.9.1indirect
RubyGemsnotiffany0.1.3indirect
RubyGemsopentelemetry-api1.11.0indirect
RubyGemsopentelemetry-common0.25.1indirect
RubyGemsopentelemetry-registry0.6.3indirect
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
RubyGemsrb-fsevent0.11.2indirect
RubyGemsrb-inotify0.11.1indirect
RubyGemsrbs4.2.0indirect
RubyGemsrdoc7.2.0indirect
RubyGemsregexp_parser2.12.0indirect
RubyGemsreline0.6.3indirect
RubyGemsrexml3.4.4indirect
RubyGemsrubocop-ast1.50.0indirect
RubyGemsruby-progressbar1.13.0indirect
RubyGemssecurerandom0.4.1indirect
RubyGemsshellany0.0.1indirect
RubyGemssimpleidn0.3.0indirect
RubyGemsstandardwebhooks1.1.0indirect
RubyGemsstringio3.2.0indirect
RubyGemsstrscan3.1.8indirect
RubyGemsterminal-table4.0.0indirect
RubyGemsthor1.5.0indirect
RubyGemstsort0.2.0indirect
RubyGemsunicode-display_width3.2.0indirect
RubyGemsunicode-emoji4.2.0indirect
RubyGemsuri1.1.1indirect
RubyGemszeitwerk—indirect
RubyGemszeitwerk2.8.3indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 103 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 2 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

No known advisories affect the assessed dependencies.

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

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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