Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 04:29 UTC

ashvardanian / TinySemVer

Tiny Semantic Versioning (SemVer) library with LLMs and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file

PythonApache-2.0★ 28 stars⑂ 3 forkssince Jun 2024View on GitHub ↗

ashvardanian/TinySemVer holds a health index of 56 out of 100, placing it in the Moderate band. It scores highest on Vitality (72/100) and lowest on AI Readiness (19/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.

56
overall / 100
Moderate

Software health index

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

56
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

Ash VardanianPersonal account
1,422 followers61 public repossince Jul 2012BDFL @ Unum

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPItinysemver3.0.3204215 days ago

Metrics by category

Vitality

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

72Good · 22% of overall
How it's scored
36/36Push recency — last push 5 days ago
2.8/36Commit cadence — 4/52 weeks with commits
13/18Commit volume — 27 commits in the last year
7/10OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
Inputs used
commits_last_year27
human_commit_share1
days_since_last_push5
active_weeks_last_year4
How it's scored
27/27Ships releases — 25 releases published
36/36Release recency — latest release 5 days ago
19.8/27Release cadence — a release every ~78.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count25
latest_release_tagv3.0.3
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases78.3
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?

37At risk · 18% of overall
How it's scored
23.2/60Stars — 28 stars
2.5/25Forks — 3 forks
0/15Watchers — 2 watchers
Inputs used
forks3
stars28
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
30.8/80Monthly downloads — 204 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagestinysemver
dependents
ecosystemspypi
total_downloads
monthly_downloads204
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?

59Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.3/22.5Commit distribution — top contributor authored 94% of commits
4.1/13.5Contributor breadth — 3 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.943
How it's scored
23.4/46.8Issue resolution — 50% of issues closed
30.6/38.3PR acceptance — 8/10 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/19 approved changesets -- score normalized to 0
Inputs used
merged_prs8
open_issues3
closed_issues3
issue_closed_ratio0.5
closed_unmerged_prs2
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
22.7/25Owner reach — 1,422 followers of ashvardanian
25/25Track record — 61 public repos, account ~14 yr old
Inputs used
followers1,422
owner_typeUser
is_verified
owner_loginashvardanian
public_repos61
account_age_days5,123
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 5 days ago
20/20Version history — 21 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagestinysemver
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

52Moderate · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
0/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsno
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Moderate
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://github.com/marketplace/actions/tinysemver
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicssemantic-version, semantic-versioning, devops, devops-tools, github-actions, minimalist, llm, openai-api
has_wikino
homepagehttps://github.com/marketplace/actions/tinysemver
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

54Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/19 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.3
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:tinysemver@3.0.3 runtime dependency closure — what installing the published package pulls in — 4 packages. 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.

19Critical · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
11.7/40Legible commit history — 22 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.22
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
0/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsno
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/3 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes35,855
source_files_sampled3
oversized_source_files0

Key facts

28GitHub stars
3contributors
27commits, last 12 months
5days since last push
25releases
1bus factor
3open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 3 ⇿
0Stars
3Forks
14Releases

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.

12233312024-062024-082024-09
Major 1Minor 2Patch 11
OpenSSF Scorecard 4.3 / 10
4.3aggregate

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 · 2026-07-27 04:29 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests1 out of 1 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/19 approved changesets -- score normalized to 0
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
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
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIrich>= 13.8.0pyproject.toml
All dependencies 23

Full resolved dependency set from the GitHub dependency graph: 2 direct and 21 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIrichdirect
PyPIrich14.2.0direct
PyPIblack25.9.0indirect
PyPIclick8.3.0indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.10.7indirect
PyPIiniconfig2.1.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImdurl0.1.2indirect
PyPImypy1.18.2indirect
PyPImypy-extensions1.1.0indirect
PyPIpackaging25.0indirect
PyPIpathspec0.12.1indirect
PyPIplatformdirs4.5.0indirect
PyPIpluggy1.6.0indirect
PyPIpygments2.19.2indirect
PyPIpytest8.4.2indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpytokens0.1.10indirect
PyPIruff0.14.0indirect
PyPItinysemver2.1.1indirect
PyPItyping-extensions4.15.0indirect
Dependency advisories 0

Installing pypi:tinysemver@3.0.3 pulls in 4 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

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
{
  "data": {
    "repo": {
      "topics": [
        "semantic-version",
        "semantic-versioning",
        "devops",
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        "openai-api"
      ],
      "is_fork": false,
      "size_kb": 170,
      "has_wiki": false,
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      "languages": {
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      "pushed_at": "2026-07-21T12:14:40Z",
      "created_at": "2024-06-02T03:45:58Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T12:12:48Z",
      "description": "Tiny Semantic Versioning (SemVer) library with LLMs and GitHub CI, that doesn't depend on 300K lines of JavaScript code and fits in a single Python file",
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      "login": "ashvardanian",
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      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.0.3",
          "kind": "patch",
          "published_at": "2026-07-21T12:11:26Z"
        },
        {
          "tag": "v3.0.2",
          "kind": "patch",
          "published_at": "2026-07-15T15:09:22Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2026-04-01T18:09:16Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2025-10-14T14:04:42Z"
        },
        {
          "tag": "v2.1.1",
          "kind": "patch",
          "published_at": "2024-11-17T12:43:05Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2024-11-17T12:28:45Z"
        },
        {
          "tag": "v2.0.8",
          "kind": "patch",
          "published_at": "2024-11-16T15:16:55Z"
        },
        {
          "tag": "v2.0.7",
          "kind": "patch",
          "published_at": "2024-08-18T02:26:30Z"
        },
        {
          "tag": "v2.0.6",
          "kind": "patch",
          "published_at": "2024-08-15T18:14:39Z"
        },
        {
          "tag": "v2.0.5",
          "kind": "patch",
          "published_at": "2024-08-15T17:47:22Z"
        },
        {
          "tag": "v2.0.4",
          "kind": "patch",
          "published_at": "2024-08-15T02:37:02Z"
        },
        {
          "tag": "v2.0.3",
          "kind": "patch",
          "published_at": "2024-08-14T16:48:21Z"
        },
        {
          "tag": "v2.0.2",
          "kind": "patch",
          "published_at": "2024-08-14T16:26:45Z"
        },
        {
          "tag": "v2.0.1",
          "kind": "patch",
          "published_at": "2024-08-05T20:58:08Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2024-08-05T20:46:38Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2024-08-05T03:47:40Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2024-08-05T03:42:02Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2024-08-05T03:33:11Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2024-08-05T03:23:57Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2024-08-05T03:20:06Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2024-08-05T03:05:22Z"
        },
        {
          "tag": "v1.2.5",
          "kind": "patch",
          "published_at": "2024-06-18T05:05:05Z"
        },
        {
          "tag": "v1.2.4",
          "kind": "patch",
          "published_at": "2024-06-14T05:40:22Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2024-06-14T05:37:15Z"
        },
        {
          "tag": "v1.1.3",
          "kind": "patch",
          "published_at": "2024-06-13T04:58:57Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "8568f1bb851f446c761abb6fc37a9daaf06bd2b7",
          "body": "### Patch\n\n- Docs: Show the uvx and uv-tool one-liners beside pip (48c96a0)\n- Fix: Bump every match of an update-version-in pattern, not just the first (4dce942)\n- Make: Stop unprotecting reviews in the post-release rebase (0c59782)",
          "is_bot": false,
          "headline": "Release: v3.0.3 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-07-21T12:11:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48c96a0b713ddb91286e764f5d3e234e965d24c6",
          "body": "TinySemVer already exposes a console entry point and ships on PyPI, so it runs under uv with nothing\ninstalled. Add `uvx tinysemver` for an ephemeral local dry-run and `uv tool install tinysemver` for a\npersistent one, next to the existing pip instructions.",
          "is_bot": false,
          "headline": "Docs: Show the uvx and uv-tool one-liners beside pip",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T12:05:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c68e90cf5fa227282f8d0ee55f4f42e1579899c",
          "body": "The test module separated its sections with decorative `# ===` ruler banners. Replace each with a\n`# region Name` / `# endregion Name` pair - the editor fold-marker convention the other repos already\nuse - so sections collapse in an editor and no ornamental separator is left to maintain. Comments only.",
          "is_bot": false,
          "headline": "Chore: Fold test sections behind region markers, not ruler banners",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T11:51:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dce942f1515676429e2ec4657bff61ec80a074d",
          "body": "…irst\n\npatch_with_regex replaced only the first match, so a file that names a dependency more than once - a\nREADME with several install snippets - kept every later occurrence pinned to a stale version. It also\nreported all matches as line 1, reading match.pos rather than match.start.\n\nGive patch_wit\n[…]\nstrings too, and rewriting all of them would duplicate the version. Fix the line-number\nreport, and cover the all-occurrences path, the first-only default, and a full bump over a\nmulti-example README.",
          "is_bot": false,
          "headline": "Fix: Bump every match of an update-version-in pattern, not just the f…",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-21T11:46:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c59782f7a53b6b905c8c040a032f9879d4bef61",
          "body": "The rebase job's push-protected step ran with unprotect_reviews, which\ncalls the branch-protection API to delete and restore main-dev's\nrequired reviews around the force-push. The fine-grained token lacks\nthe administration scope for that endpoint, so the call answered 403\nand the job failed after e\n[…]\nhe post-release\nrebase is a fast-forward in the common case, so the review dance is\nunnecessary; if a future setup does require it, grant the token repo\nadministration instead of re-enabling the flag.",
          "is_bot": false,
          "headline": "Make: Stop unprotecting reviews in the post-release rebase",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:11:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2f528ea17c8bf3e06fabe299d4db7ca04d793192",
          "body": "### Patch\n\n- Fix: Ignore moving aliases when detecting the last tag (095cc2f)\n- Make: Gate versioning on tests and dogfood the moving tags (fac5e2f)\n- Fix: Warn when moving tags cannot be force-pushed (8a47b82)",
          "is_bot": false,
          "headline": "Release: v3.0.2 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-07-15T15:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "095cc2fd4cfe3c64ad5e383fac51186ba233aff4",
          "body": "get_last_tag ran a bare 'git describe --tags --abbrev=0', which picks\nthe newest annotated tag reachable from HEAD. The moving v3 and v3.0\naliases that push_moving_tags maintains point at the same commit as\nthe real release and are tagged later, so they won the race, and\nparse_version rejected 'v3' \n[…]\nfeature would break its own next release. The describe call now\nmatches only three-component tags, with and without the 'v' prefix,\nand a regression test plants both aliases beside a real release tag.",
          "is_bot": false,
          "headline": "Fix: Ignore moving aliases when detecting the last tag",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:08:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fac5e2f3f07154831f06d876590baab9b6fddb40",
          "body": "Neither workflow ran the test suite: pushes to main-dev only dry-ran\nthe versioner, and pushes to main released without any testing. Both\nnow run pytest over test.py in a leading job the semver job needs, so\na release only happens once the CI is green, and the post-release\nrebase job keeps refreshin\n[…]\n0.0 - the reason\nthe v3 and v3.0 aliases never existed and every consumer pinning\ntinysemver@v3 failed to resolve the action since March. Requires\nTINYSEMVER_TOKEN to keep force-push rights over tags.",
          "is_bot": false,
          "headline": "Make: Gate versioning on tests and dogfood the moving tags",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8a47b8218b5660b8478ac8414118de3775594c21",
          "body": "The moving-tag pushes run after the version commit and the exact\nvX.Y.Z tag are already on the remote, so the release is complete and\ncannot be retried - the version files are bumped and a re-run raises\nNoNewCommitsError. Raising a RuntimeError there left releases looking\nfailed while being half-pub\n[…]\n The\naliases are a convenience for consumers pinning @vX or @vX.Y, so a\ndenied force-push now prints a warning naming the tag and the remote\nerror, and the release proceeds to the GitHub release step.",
          "is_bot": false,
          "headline": "Fix: Warn when moving tags cannot be force-pushed",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-07-15T15:05:11Z",
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        },
        {
          "oid": "64c6eaed7db90bbf8e1563234b11ebe70758a204",
          "body": "### Patch\n\n- Make: Refresh CI (f1cc2e5)",
          "is_bot": false,
          "headline": "Release: v3.0.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2026-04-01T18:09:13Z",
          "body_truncated": false,
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        },
        {
          "oid": "f1cc2e51d37bf11fea34bf69ebc8e0bc703a3748",
          "body": null,
          "is_bot": false,
          "headline": "Make: Refresh CI",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2026-04-01T17:31:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d4e5fa49eb7ac40f5a009cf1e95da4c33aab124e",
          "body": "### Major\n\n- Break: Drop all AI features (734832e)\n\n### Minor\n\n- Add: Moving Major and Minor releases (d153cc8)\n- Add: Test and lock dependencies (0547fcc)\n\n### Patch\n\n- Improve: Make moving tags optional (02b4222)\n- Fix: Traceback exception handling (7a677d9)\n- Docs: Repo capitalization (2c56857)\n-\n[…]\nx: Don't override `GITHUB_TOKEN` env var with nil (027d05e)\n- Fix: Return new semantic version (8b4939c)\n- Improve: Normalize `pathlib.Path` to `str` (83679b4)\n- Improve: Check file presence (29ed202)",
          "is_bot": false,
          "headline": "Release: v3.0.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2025-10-14T14:04:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "02b422214b938266461f7da2cf76d34798ab515e",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Make moving tags optional",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:03:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a677d93752b4fd3b80d15da81a12be0ceb8403c",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Traceback exception handling",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c5685715a1559675e6ec91395f35908e04d5c9f",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Repo capitalization",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T14:01:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53fca7929a5dc09cb06edbcae5674be8bb86fa49",
          "body": null,
          "is_bot": false,
          "headline": "Merge: Minus LLMs; Plus Moving Major & Minor Releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:51:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88db1414365e8abcea289af0d7b830c996dbb0b3",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Deprecated `re.sub` positional count",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:48:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6005b2a58d45a4f8039f40c89eaf856eff69d10a",
          "body": null,
          "is_bot": false,
          "headline": "Docs: Remove LLMs from positioning",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:43Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": null,
          "is_bot": false,
          "headline": "Add: Moving Major and Minor releases",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:44:23Z",
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          "is_coding_agent": false
        },
        {
          "oid": "0d757afcdb62f11442d5a804808bf16cda50be66",
          "body": null,
          "is_bot": false,
          "headline": "Make: Bump dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:35:56Z",
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          "is_coding_agent": false
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        {
          "oid": "0547fcc69824fab833dfb9e761f830bc198f8c09",
          "body": null,
          "is_bot": false,
          "headline": "Add: Test and lock dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:29:37Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "a7f8f3e346621afdaf503849ee5cf8dbf415ab93",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Expose functionality in `__init__`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:27:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "734832e32adefe3968ee638e5174b7a6475b48f3",
          "body": null,
          "is_bot": false,
          "headline": "Break: Drop all AI features",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:26:31Z",
          "body_truncated": false,
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        },
        {
          "oid": "19b939c90c989cf34b17c35f3fd8a025463510c6",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Match `Feat` verb, as claimed in docs",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T13:17:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "027d05ea81782a00869237e578bd993f32ead84e",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Don't override `GITHUB_TOKEN` env var with nil",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "8b4939c82d7a33f8b3492ff4e7da30dfacf356f5",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Return new semantic version",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:49:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83679b4eabfe906234b9a1c8940d13d4799b8e53",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Normalize `pathlib.Path` to `str`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-10-14T12:48:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29ed202bb81b86a23e99ade5e7ebdc74e985fe2b",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Check file presence",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2025-01-13T19:53:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48818c9da3c4d6da59efde64bce219bbd579903a",
          "body": "### Patch\n\n- Fix: Missing symbol (a1b2b8a)",
          "is_bot": false,
          "headline": "Release: v2.1.1 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:43:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1b2b8ad5fe6e2c5565bb236d7798a57aaa048a4",
          "body": null,
          "is_bot": false,
          "headline": "Fix: Missing symbol",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:42:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f46e4a69e95e723e05bcd5587421b3f346a1fd2",
          "body": "### Minor\n\n- Add: AI & Rock-n-Roll (de8e5a2)\n\n### Patch\n\n- Improve: Optional dependencies (4ff62ee)\n- Make: Dependencies of publishing script (66d69f0)\n- Improve: Rich text output (9dbddca)\n- Make: `requirements.txt` (e0b362c)\n- Fix: Missing quote in YAML (f822b2e)\n- Improve: OpenAI action args (c9f5845)",
          "is_bot": false,
          "headline": "Release: v2.1.0 [skip ci]",
          "author_name": "TinySemVer",
          "author_login": null,
          "committed_at": "2024-11-17T12:28:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ff62eea3fdb2209e67b5e66867aec564cc3e39f",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Optional dependencies",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:28:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66d69f05965e839cadc4974163db2f0e83e37b64",
          "body": null,
          "is_bot": false,
          "headline": "Make: Dependencies of publishing script",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:12:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dbddca9efd0a8c056fba4c6b1cd4ba6086c2acd",
          "body": null,
          "is_bot": false,
          "headline": "Improve: Rich text output",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:05:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0b362c8f26dbd94e3dcb0b9a37e6dfd88630484",
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          "is_bot": false,
          "headline": "Make: `requirements.txt`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T12:01:29Z",
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        },
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          "is_bot": false,
          "headline": "Fix: Missing quote in YAML",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:48:22Z",
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        {
          "oid": "1408723285ddcce64991f1589633c84f7b98bf4e",
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          "is_bot": false,
          "headline": "Merge branch 'main' of https://github.com/ashvardanian/tinysemver",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:42:15Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c9f58457842e0c0637bf7778e52ad96908be5b35",
          "body": null,
          "is_bot": false,
          "headline": "Improve: OpenAI action args",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-11-17T11:41:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "headline": "Add: AI & Rock-n-Roll",
          "author_name": "Ash Vardanian",
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        },
        {
          "oid": "5e070842578dc7477a1b05e8a5b0ae62480ce6eb",
          "body": "### Patch\n\n- Improve: Named tuples for commits (1bf5232)\n- Improve: Added function to convert the different commits into a message (4847361)\n- Improve: Added commit hashes to the end of the commit messages (533402b)\n- Improve: Added commit messages to the release notes (0f1c843)",
          "is_bot": false,
          "headline": "Release: v2.0.8 [skip ci]",
          "author_name": "TinySemVer",
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          "committed_at": "2024-11-16T15:16:48Z",
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          "headline": "Improve: Named tuples for commits",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
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        {
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          "body": "Add commit descriptions & hashes to the release notes\r\n\r\nCloses #14",
          "is_bot": false,
          "headline": "Merge pull request #15 from ashbob999/improve-release-notes",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
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          "headline": "Improve: Added function to convert the different commits into a message",
          "author_name": "ashbob999",
          "author_login": "ashbob999",
          "committed_at": "2024-09-15T16:36:05Z",
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          "headline": "Improve: Added commit hashes to the end of the commit messages",
          "author_name": "ashbob999",
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          "headline": "Improve: Added commit messages to the release notes",
          "author_name": "ashbob999",
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          "oid": "ec863da877b95d46c39cf630cc1e977f8afe20e9",
          "body": "Refresh",
          "is_bot": false,
          "headline": "Merge pull request #13 from ashvardanian/main",
          "author_name": "Ash Vardanian",
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          "committed_at": "2024-09-15T03:04:36Z",
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          "headline": "Release: v2.0.7 [skip ci]",
          "author_name": "TinySemVer",
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          "committed_at": "2024-08-18T02:26:26Z",
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        },
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          "is_bot": false,
          "headline": "Improve: Exit with code `0`, if no commits are found",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-18T02:26:09Z",
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          "headline": "Release: v2.0.6 [skip ci]",
          "author_name": "TinySemVer",
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          "headline": "Make: Fix path to the local script",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-15T18:14:25Z",
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          "headline": "Fix: Change entrypoint",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-15T18:12:17Z",
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          "oid": "e3f737c02f2611a3a28ffaee82e5340b34839e7b",
          "body": "Relates to #12\n\nCo-authored-by: Banias Baabe <72874670+baniasbaabe@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Make: Change directory structure",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-15T18:10:27Z",
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          "headline": "Release: v2.0.5 [skip ci]",
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        {
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          "headline": "Fix: Indicate a package with `__init__.py`",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-15T17:47:03Z",
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          "headline": "Release: v2.0.4 [skip ci]",
          "author_name": "TinySemVer",
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          "body": null,
          "is_bot": false,
          "headline": "Improve: Add bug report",
          "author_name": "Ash Vardanian",
          "author_login": "ashvardanian",
          "committed_at": "2024-08-15T02:36:10Z",
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      "has_linter_config": false,
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    "security_signals": {
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        "checks": [
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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                "status": "missed",
                "details": [
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            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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              "has_contributing": false,
              "has_issue_template": false,
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                "points": 22.5,
                "status": "met",
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                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
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                "points": 0,
                "status": "missed",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
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                      "ecosystems": "pypi"
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      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 59,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 3,
              "top_contributor_share": 0.943
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "3 contributors",
                "points": 4.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "merged_prs": 8,
              "open_issues": 3,
              "closed_issues": 3,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "8/10 decided PRs merged",
                "points": 30.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 8,
                      "decided": 10
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "followers": 1422,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ashvardanian",
              "public_repos": 61,
              "account_age_days": 5123
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,422 followers of ashvardanian",
                "points": 22.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1422,
                      "login": "ashvardanian"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "61 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 61
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "tinysemver"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 52,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_ci": true,
              "has_tests": false,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "semantic-version",
                "semantic-versioning",
                "devops",
                "devops-tools",
                "github-actions",
                "minimalist",
                "llm",
                "openai-api"
              ],
              "has_wiki": false,
              "homepage": "https://github.com/marketplace/actions/tinysemver",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/marketplace/actions/tinysemver",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 43,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.3
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/19 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:tinysemver@3.0.3 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:tinysemver@3.0.3",
                  "assessed": 4
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 4,
              "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": "critical",
        "name": "AI Readiness",
        "value": 19,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.22,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "22 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 22,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
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          },
          {
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            "value": 55,
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            },
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              {
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                ],
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              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T04:29:56.002638Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ashvardanian/TinySemVer.svg",
  "full_name": "ashvardanian/TinySemVer",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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