Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-29 12:52 UTC

TagStudioDev / TagStudio

A User-Focused Photo & File Management System

PythonGPL-3.0★ 7,064 stars⑂ 466 forkssince Apr 2024View on GitHub ↗
KindLibraryDesktop applicationhow this is determined

TagStudioDev/TagStudio holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (44/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

87
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.

87
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 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).

Ownership

TagStudioOrganization
132 followers1 public reposince Apr 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPITagStudio9.1.1-2705 days ago

Metrics by category

Vitality

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

85Excellent · 21% of overall
How it's scored
36/36Push recency — last push 1 days ago
22.2/36Commit cadence — 32/52 weeks with commits
18/18Commit volume — 301 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year301
human_commit_share1
days_since_last_push1
active_weeks_last_year32
How it's scored
27/27Ships releases — 22 releases published
36/36Release recency — latest release 19 days ago
19.8/27Release cadence — a release every ~54.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count22
latest_release_tagv9.6.1
releases_from_tagsno
days_since_latest_release19
mean_days_between_releases54.8

Community & Adoption

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

85Excellent · 17% of overall
How it's scored
60/60Stars — 7,064 stars
22.2/25Forks — 466 forks
10/15Watchers — 65 watchers
Inputs used
forks466
stars7,064
watchers65
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (GPL-3.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateyes

Sustainability & Governance

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

52Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
11/22.5Commit distribution — top contributor authored 51% of commits
13.5/13.5Contributor breadth — 74 contributors
10/10OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled74
top_contributor_share0.511
How it's scored
26.4/42Issue resolution — 63% of issues closed
23.5/30PR acceptance — 519/663 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
3/15OpenSSF Scorecard: Code-Review — Found 8/30 approved changesets -- score normalized to 2
Inputs used
merged_prs519
open_issues251
closed_issues424
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.628
closed_unmerged_prs144
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
15.3/25Owner reach — 132 followers of TagStudioDev
6.7/25Track record — 1 public repos, account ~2 yr old
Inputs used
followers132
owner_typeOrganization
is_verified
owner_loginTagStudioDev
public_repos1
account_age_days823
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
14/35Publish recency — latest publish 705 days ago
12/20Version history — 2 published versions
0/20Not deprecated — TagStudio: deprecated/yanked on the registry
Inputs used
packagesTagStudio
ecosystemspypi
any_deprecatedyes
min_days_since_publish705

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.tagstud.io/
10/10Repository description
10/10Topics — 9 topics
0/10Wiki
Inputs used
topicsfile-manager, organizer, photo-gallery, photo-organizer, metadata, tagger, tagging, tags, document-management-system
has_wikino
homepagehttps://docs.tagstud.io/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

52Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 13 out of 13 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
1.5/7.5Code-Review — Found 8/30 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 19 contributing companies or organizations
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 14 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
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_aggregate5.1
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.
How it's scored
6.7/35Direct dependencies free of known advisories — 3 affected: pillow 10.3.0 (critical 9.1), pillow-heif 0.16.0 (critical 9.1), ujson 5.9.0 (high 7.5)
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
24.4/40No advisories left outstanding — 3 advisory-carrying package(s) unaddressed past 90 days; oldest published 167 days ago
Inputs used
sourceosv
advisories44
affected_packages3
assessed_packages13
unassessed_packages0
affected_by_severitycritical 2, high 1
direct_affected_packages3
Matched the pypi:TagStudio@9.1.1 runtime dependency closure — what installing the published package pulls in — 13 packages. 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.

44Weak · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Nix
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_nixyes
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
53.3/55Manageable file sizes — 5/162 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes98,600
source_files_sampled162
oversized_source_files5

Key facts

7,064GitHub stars
74contributors
301commits, last 12 months
1days since last push
22releases
1bus factor
251open 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 ★ / 466 ⇿
0Stars
466Forks
22Releases

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.

0100200300400500466972024-042025-062026-07
Major 0Minor 5Patch 13

Each point covers 3 days.

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-07-29 12:52 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 8/30 approved changesets -- score normalized to 2
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
PyPIaudioop-ltspyproject.toml
PyPIchardet~=5.2pyproject.toml
PyPIffmpeg-python~=0.2pyproject.toml
PyPIhumanfriendly==10.*pyproject.toml
PyPImutagen~=1.47pyproject.toml
PyPInumpy~=2.2pyproject.toml
PyPIopencv_python~=4.11pyproject.toml
PyPIPillow>=10.2,<12pyproject.toml
PyPIpillow-heif~=0.22pyproject.toml
PyPIpillow-jxl-plugin~=1.3pyproject.toml
PyPIpy7zr~=1.1.3pyproject.toml
PyPIpydantic~=2.10pyproject.toml
PyPIpydub~=0.25pyproject.toml
PyPIPySide6==6.8.0.*pyproject.toml
PyPIrarfile==4.2pyproject.toml
PyPIrawpy~=0.27pyproject.toml
PyPISend2Trash>=1.8,<3pyproject.toml
PyPISQLAlchemy~=2.0pyproject.toml
PyPIsrctools~=2.6pyproject.toml
PyPIstructlog~=25.3pyproject.toml
PyPItoml~=0.10pyproject.toml
PyPItyping_extensions~=4.13pyproject.toml
PyPIujson~=5.10pyproject.toml
PyPIwcmatch==10.*pyproject.toml
PyPIrequests~=2.31.0pyproject.toml
PyPIsemver~=3.0.4pyproject.toml
All dependencies 36

Full resolved dependency set from the GitHub dependency graph: 25 direct and 11 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIchardetdirect
PyPIffmpeg-pythondirect
PyPIhumanfriendlydirect
PyPImutagendirect
PyPInumpydirect
PyPIopencv-pythondirect
PyPIpillowdirect
PyPIpillow-heifdirect
PyPIpillow-jxl-plugindirect
PyPIpy7zrdirect
PyPIpydanticdirect
PyPIpydubdirect
PyPIpyside6direct
PyPIrarfile4.2direct
PyPIrawpydirect
PyPIrequestsdirect
PyPIsemverdirect
PyPIsend2trashdirect
PyPIsqlalchemydirect
PyPIsrctoolsdirect
PyPIstructlogdirect
PyPItomldirect
PyPItyping-extensionsdirect
PyPIujsondirect
PyPIwcmatchdirect
PyPImkdocs-materialindirect
PyPImkdocs-redirectsindirect
PyPIpre-commitindirect
PyPIpyinstallerindirect
PyPIpyrightindirect
PyPIpytest9.0.3indirect
PyPIpytest-cov6.1.1indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-qt4.4.0indirect
PyPIruff0.15.17indirect
PyPIsyrupy5.1.0indirect
Dependency advisories 3

Installing pypi:TagStudio@9.1.1 pulls in 13 packages, direct and transitive: 3 carry known advisories, of which 3 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
pillow10.3.0directcritical3412.3.0
pillow-heif0.16.0directcritical21.3.0
ujson5.9.0directhigh85.13.0

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": [
        "file-manager",
        "organizer",
        "photo-gallery",
        "photo-organizer",
        "metadata",
        "tagger",
        "tagging",
        "tags",
        "document-management-system"
      ],
      "is_fork": false,
      "size_kb": 32047,
      "has_wiki": false,
      "homepage": "https://docs.tagstud.io/",
      "languages": {
        "Nix": 10992,
        "HTML": 5790,
        "Perl": 500,
        "Shell": 1743,
        "Python": 1238333
      },
      "pushed_at": "2026-07-28T05:39:37Z",
      "created_at": "2024-04-17T12:14:41Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-29T08:53:05Z",
      "description": "A User-Focused Photo & File Management System",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "GPL-3.0",
      "default_branch": "main",
      "license_spdx_raw": "GPL-3.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "TagStudio",
      "type": "Organization",
      "login": "TagStudioDev",
      "company": null,
      "location": null,
      "followers": 132,
      "avatar_url": "https://avatars.githubusercontent.com/u/168259552?v=4",
      "created_at": "2024-04-27T05:54:48Z",
      "is_verified": null,
      "public_repos": 1,
      "account_age_days": 823
    },
    "license": {
      "state": "standard",
      "spdx_id": "GPL-3.0",
      "raw_spdx": "GPL-3.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v9.6.1",
          "kind": "patch",
          "published_at": "2026-07-10T00:06:49Z"
        },
        {
          "tag": "v9.6.0",
          "kind": "minor",
          "published_at": "2026-06-29T21:05:40Z"
        },
        {
          "tag": "v9.5.7",
          "kind": "patch",
          "published_at": "2026-05-05T23:21:50Z"
        },
        {
          "tag": "v9.5.6",
          "kind": "patch",
          "published_at": "2025-10-21T00:14:46Z"
        },
        {
          "tag": "v9.5.5",
          "kind": "patch",
          "published_at": "2025-09-08T21:29:47Z"
        },
        {
          "tag": "v9.5.4",
          "kind": "patch",
          "published_at": "2025-09-01T22:44:10Z"
        },
        {
          "tag": "v9.5.3",
          "kind": "patch",
          "published_at": "2025-08-08T02:41:30Z"
        },
        {
          "tag": "v9.5.2",
          "kind": "patch",
          "published_at": "2025-03-31T23:52:17Z"
        },
        {
          "tag": "v9.5.1",
          "kind": "patch",
          "published_at": "2025-03-07T00:56:51Z"
        },
        {
          "tag": "v9.5.0",
          "kind": "minor",
          "published_at": "2025-03-03T23:39:17Z"
        },
        {
          "tag": "v9.5.0-pr4",
          "kind": "prerelease",
          "published_at": "2025-02-17T23:15:53Z"
        },
        {
          "tag": "v9.5.0-pr3",
          "kind": "prerelease",
          "published_at": "2025-02-10T19:29:21Z"
        },
        {
          "tag": "v9.5.0-pr2",
          "kind": "prerelease",
          "published_at": "2025-02-04T00:41:40Z"
        },
        {
          "tag": "v9.5.0-pr1",
          "kind": "prerelease",
          "published_at": "2025-02-01T00:45:04Z"
        },
        {
          "tag": "v9.4.2",
          "kind": "patch",
          "published_at": "2024-12-01T21:14:18Z"
        },
        {
          "tag": "v9.4.1",
          "kind": "patch",
          "published_at": "2024-09-14T00:49:41Z"
        },
        {
          "tag": "v9.4.0",
          "kind": "minor",
          "published_at": "2024-09-03T21:32:18Z"
        },
        {
          "tag": "v9.3.2",
          "kind": "patch",
          "published_at": "2024-07-19T00:53:21Z"
        },
        {
          "tag": "v9.3.1",
          "kind": "patch",
          "published_at": "2024-06-13T16:21:02Z"
        },
        {
          "tag": "v9.3.0",
          "kind": "minor",
          "published_at": "2024-06-08T22:31:19Z"
        },
        {
          "tag": "v9.2.1",
          "kind": "patch",
          "published_at": "2024-05-23T07:35:40Z"
        },
        {
          "tag": "v9.2.0",
          "kind": "minor",
          "published_at": "2024-05-15T05:32:36Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "6177befebbf05adaae4da978ba3caee5967f6e8d",
          "body": "* feat(ui): replace add tag modal with autocomplete search/create bar\n\n* refactor: code cleanup and fixes\n\n* refactor: RADICAL mvc refactor...\n\n* feat: add setting to open edit window when creating tags\n\n* refactor(ui): refactor preview panel into new MVC pattern\n\n* refactor: remove controller suffi\n[…]\nnd PanelWidget into MVC Modal, ModalView, and ModalContent classes\n\n* refactor(ui): refactor SearchPanel classes to use newer MVC pattern\n\n* fix: remove deprecated methods\n\n* chore: fixes after rebase",
          "is_bot": false,
          "headline": "refactor(ui): apply new MVC guidelines to search panels (#1461)",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-27T19:43:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ff43c4a4bdac7f8db2ed609997672367f4982ee5",
          "body": "…alView, and ModalContent classes (#1454)\n\n* feat(ui): replace add tag modal with autocomplete search/create bar\n\n* refactor: code cleanup and fixes\n\n* refactor: RADICAL mvc refactor...\n\n* feat: add setting to open edit window when creating tags\n\n* refactor(ui): refactor preview panel into new MVC p\n[…]\n instead of _layout references\n\n* refactor: remove view parameters\n\n* refactor(ui): refactor PanelModal and PanelWidget into MVC Modal, ModalView, and ModalContent classes\n\n* chore: fixes after rebase",
          "is_bot": false,
          "headline": "refactor(ui): refactor PanelModal and PanelWidget into MVC Modal, Mod…",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-27T18:54:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac4c28687ed9d4317c71ec8d22571805e96c3276",
          "body": "* docs: update style guide\n\n* docs: add driver argument guideline",
          "is_bot": false,
          "headline": "docs: update style guide (#1458)",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-27T17:28:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5557fe4f7c5f37b810d175a4ba73cb46b01fddbd",
          "body": "… with autocomplete (#1451)\n\n* feat(ui): replace add tag modal with autocomplete search/create bar\n\n* fix(ui): restore esc to deselect entries behavior\n\n* refactor: code cleanup and fixes\n\n* refactor: RADICAL mvc refactor...\n\n* feat: add setting to open edit window when creating tags\n\n* feat(ui): ad\n[…]\n .layout() method instead of _layout references\n\n* feat(ui): add underline indicator for search bar items\n\n* ui: misc UI fixes and tweaks\n\n* refactor: remove view parameters\n\n* docs: update docstrings",
          "is_bot": false,
          "headline": "feat(ui/ux): replace \"Add Tag/Field\" modals with search+create bar(s)…",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-27T17:27:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2fdd1e4cb36872204adcc2b6e46034c046e98c90",
          "body": "* Translated using Weblate (Hungarian)\n\nCurrently translated at 100.0% (423 of 423 strings)\n\nCo-authored-by: Szíjártó Levente Pál <szijartoleventepal@gmail.com>\nTranslate-URL: https://hosted.weblate.org/projects/tagstudio/strings/hu/\nTranslation: TagStudio/Application Strings\n\n* Translated using Web\n[…]\n2004.milena.diaz@gmail.com>\nCo-authored-by: Julen Arratibel Etxabe <jarratibeletxabe@gmail.com>\nCo-authored-by: Med <45147847+kitsumed@users.noreply.github.com>\nCo-authored-by: ??? <2807603108@qq.com>",
          "is_bot": false,
          "headline": "translations: update from Hosted Weblate (#1443)",
          "author_name": "Weblate (bot)",
          "author_login": "weblate",
          "committed_at": "2026-07-25T12:50:14Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
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          "headline": "ci(docs): migrate from mkdocs to properdocs (#1459)",
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          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
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          "author_login": "CyanVoxel",
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          "is_bot": false,
          "headline": "feat(thumbs): render .ai thumbnails (#1453)",
          "author_name": "purpletennisball",
          "author_login": "purpletennisball",
          "committed_at": "2026-07-20T02:16:39Z",
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          "body": "The parallel steps can have a race condition if they both have a lock on\nthe final Ruff installation path.\n\nInitially, the action was reused for formatting and linting as the\nruff-action sets the necessary environment variables and matchers,\nresponsible for the annotations on the GitHub UI. Though, \n[…]\ndone whenever Ruff is installed, there is no\n\"special magic\" whenever execution of the process happens.\n\nSo, only use the action for setup once, and in the parallel steps we can\ninvoke Ruff ourselves.",
          "is_bot": false,
          "headline": "fix(ci): setup Ruff once, invoke manually",
          "author_name": "Xarvex",
          "author_login": "xarvex",
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          "is_bot": false,
          "headline": "refactor: remove dead folders table (#1444)",
          "author_name": "Jann Stute",
          "author_login": "Computerdores",
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          "is_bot": false,
          "headline": "chore: removed unused collage_icon.py file",
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          "author_login": "CyanVoxel",
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          "is_bot": false,
          "headline": "fix: don't prevent greater minor version DBs from opening",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-13T03:58:53Z",
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          "is_bot": false,
          "headline": "fix: correctly display duration statistic in preview panel (#1421)",
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          "author_login": "ludvig-sandh",
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          "author_login": "xarvex",
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          "headline": "fix(ci): path matching fixes, corrected concurrency",
          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-12T00:19:42Z",
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          "is_bot": false,
          "headline": "refactor: split out sql migrations from library (#1432)",
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          "author_login": "Computerdores",
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          "author_name": "Xarvex",
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          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-10T03:23:17Z",
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          "is_bot": false,
          "headline": "fix: thumbnail rendering for older pxd files (#1441)",
          "author_name": "purpletennisball",
          "author_login": "purpletennisball",
          "committed_at": "2026-07-10T01:03:47Z",
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          "body": "Currently translated at 100.0% (422 of 422 strings)\n\nTranslated using Weblate (Spanish)\n\nCurrently translated at 100.0% (422 of 422 strings)\n\n\n\nTranslate-URL: https://hosted.weblate.org/projects/tagstudio/strings/es/\nTranslation: TagStudio/Application Strings\n\nCo-authored-by: 2004milenadiaz-source <2004.milena.diaz@gmail.com>\nCo-authored-by: Joan <joancanalscrehuet@gmail.com>",
          "is_bot": false,
          "headline": "translations: update using Weblate (Spanish) (#1439)",
          "author_name": "Weblate (bot)",
          "author_login": "weblate",
          "committed_at": "2026-07-09T23:34:19Z",
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          "body": null,
          "is_bot": false,
          "headline": "docs: update install instructions",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-09T23:31:41Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "docs: update changelog",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-09T23:30:48Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "ci: update paths for python workflows",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-09T23:30:26Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "docs: update README badges",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-09T06:42:26Z",
          "body_truncated": false,
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          "headline": "docs: update changelog",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-09T06:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c755894c842574733d7b3e9818dc4b6453fd519e",
          "body": "* feat: render .pxd thumbnails.\n\n* move .pxd to _DOCUMENT_SET, rename method, fix doc and typos.\n\n* add missing break.",
          "is_bot": false,
          "headline": "feat: render `.pxd` thumbnails (#1430)",
          "author_name": "Sola-ris",
          "author_login": "Sola-ris",
          "committed_at": "2026-07-09T06:05:48Z",
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          "body": "* chore(ci): move spec-file into scripts\n\n* feat(ci)!: rework workflows and build processes\n\nAll Python setups route through one local action, and checks are much\nmore conditional. There is more to be done, but this is a significant\nimprovement in processing time and redundancy.\n\nAs well, nightly bu\n[…]\nof tagstudio.spec\n\n* ci: enforce single quotes in github yaml files\n\n* ci(tests): remove macOS pytest runner\n\n---------\n\nCo-authored-by: Travis Abendshien <46939827+CyanVoxel@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(ci)!: complete workflows revamp (#1437)",
          "author_name": "Xarvex",
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          "body": "Definition: https://packaging.python.org/en/latest/specifications/dependency-groups\n\nThe optional dependency table ([project.optional-dependencies]) is\nsupposed to be user-facing for installs of TagStudio. Meanwhile, the\nreplacement dependency groups is explicitly meant for extra development\ntools, \n[…]\n:\n```sh\npip install -e '.[dev]'\n```\n\nTo:\n```sh\npip install -e . --group all\n```\n\nThe documentation has been adjusted for a quick replacement, but\nprobably should have more information on a later time.",
          "is_bot": false,
          "headline": "fix(deps): replace optional dependencies with dependency groups (#1435)",
          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-07T21:36:02Z",
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          "body": "This has the approval of myself and @CyanVoxel, whom are the only\ncontributors to these files.",
          "is_bot": false,
          "headline": "nit(dev): make supplementary configuratios CC0",
          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-06T20:30:59Z",
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          "is_bot": false,
          "headline": "nit(dev): put filetype clause on top",
          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-06T20:15:28Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "fix(dev): use indent_size of 4 by default",
          "author_name": "Xarvex",
          "author_login": "xarvex",
          "committed_at": "2026-07-06T20:05:44Z",
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          "body": null,
          "is_bot": false,
          "headline": "docs: add v9.6.1 changelog",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-06T18:42:30Z",
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          "body": "* Translated using Weblate (German)\n\nCurrently translated at 85.7% (362 of 422 strings)\n\nCo-authored-by: Hosted Weblate <hosted@weblate.org>\nCo-authored-by: Travis Abendshien <46939827+CyanVoxel@users.noreply.github.com>\nTranslate-URL: https://hosted.weblate.org/projects/tagstudio/strings/de/\nTransl\n[…]\nhless@gmail.com>\nCo-authored-by: Szíjártó Levente Pál <szijartoleventepal@gmail.com>\nCo-authored-by: Joan <joancanalscrehuet@gmail.com>\nCo-authored-by: Med <45147847+kitsumed@users.noreply.github.com>",
          "is_bot": false,
          "headline": "translations: update from Hosted Weblate (#1402)",
          "author_name": "Weblate (bot)",
          "author_login": "weblate",
          "committed_at": "2026-07-06T17:25:38Z",
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          "body": "* fix: update thumb_grid when row width changes\n\n* fix: prevent index error in thumb_grid",
          "is_bot": false,
          "headline": "fix: Thumbnail Grid not resizing to fill width (#1433)",
          "author_name": "TheBobBobs",
          "author_login": "TheBobBobs",
          "committed_at": "2026-07-06T01:26:41Z",
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        },
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          "body": "* fix: mouse down selects thumbnail\n\n* fix: selecting a single item out of a selecting\n\n* fix: multiple file dragging",
          "is_bot": false,
          "headline": "fix: mouse down selects thumbnail (#1420)",
          "author_name": "purpletennisball",
          "author_login": "purpletennisball",
          "committed_at": "2026-07-05T23:59:31Z",
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          "is_bot": false,
          "headline": "chore: bump version to v9.6.1",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-05T23:56:48Z",
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        },
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          "oid": "23ef9964d3ccd4de0e14f1d14e7667698e24a8c8",
          "body": "…tional modules (#1427)\n\n* fix/refactor: use generic ModuleStatus class for getting status of optional modules\n\n* fix: add and order macOS bin locations by PATH precedence\n\n* ui: add title for optional modules section in the about window\n\n* fix: revert errant license change\n\n* fix: return which(cmd) instead of the original cmd\n\n* refactor: implement review feedback\n\n* feat(ui): add tooltips for module locations on about screen",
          "is_bot": false,
          "headline": "fix/refactor: use generic ModuleStatus class for getting status of op…",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
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          "body": "* feat(ui): organize settings into new panels\n\n* fix: typo\n\n* fix(ui): add localization for setting panels\n\n* fix(ui): move language to localization panel",
          "is_bot": false,
          "headline": "feat(ui): organize settings into panels (#1425)",
          "author_name": "purpletennisball",
          "author_login": "purpletennisball",
          "committed_at": "2026-07-05T00:39:13Z",
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        },
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          "is_bot": false,
          "headline": "fix: fix \"search for tag\" function in tag manager (#1411)",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
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          "body": "* fix: remove invalid child_id relationships from tag_parents\n\n* fix: use single statements in DB 102 & 202 migrations\n\n* fix: remove unnecessary session.scalars() from migrations",
          "is_bot": false,
          "headline": "fix: remove invalid child_id relationships from tag_parents (#1423)",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-04T20:35:40Z",
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "feat: on click edit tag while in tag manager (#1416)",
          "author_name": "purpletennisball",
          "author_login": "purpletennisball",
          "committed_at": "2026-07-04T20:13:53Z",
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          "is_bot": false,
          "headline": "docs: update library-changes",
          "author_name": "Travis Abendshien",
          "author_login": "CyanVoxel",
          "committed_at": "2026-07-03T17:15:35Z",
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 705 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 705
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "2 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "TagStudio: deprecated/yanked on the registry",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "package_deprecated",
                    "params": {
                      "name": "TagStudio"
                    }
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "exceptional",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "file-manager",
                "organizer",
                "photo-gallery",
                "photo-organizer",
                "metadata",
                "tagger",
                "tagging",
                "tags",
                "document-management-system"
              ],
              "has_wiki": false,
              "homepage": "https://docs.tagstud.io/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.tagstud.io/",
                "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": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "13 out of 13 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 8/30 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Matched the pypi:TagStudio@9.1.1 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:TagStudio@9.1.1",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 56,
            "inputs": {
              "source": "osv",
              "advisories": 44,
              "affected_packages": 3,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 1",
              "direct_affected_packages": 3
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "3 affected: pillow 10.3.0 (critical 9.1), pillow-heif 0.16.0 (critical 9.1), ujson 5.9.0 (high 7.5)",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 3,
                      "packages": "pillow 10.3.0 (critical 9.1), pillow-heif 0.16.0 (critical 9.1), ujson 5.9.0 (high 7.5)"
                    }
                  }
                ],
                "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": "3 advisory-carrying package(s) unaddressed past 90 days; oldest published 167 days ago",
                "points": 24.4,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 3,
                      "oldest": 167
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 13,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "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": "weak",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "weak",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": true,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Nix",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Nix"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 98600,
              "source_files_sampled": 162,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/162 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 162,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library",
        "application"
      ],
      "labels": [
        "library",
        "desktop"
      ],
      "scores": {
        "desktop": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "desktop",
          "source": "dep:PySide6",
          "weight": 4
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T12:52:31.779972Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/TagStudioDev/TagStudio.svg",
  "full_name": "TagStudioDev/TagStudio",
  "license_state": "standard",
  "license_spdx": "GPL-3.0"
}

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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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