Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-26 06:49 UTC

docling-project / docling-jobkit

PythonMIT★ 34 stars⑂ 36 forkssince Feb 2025View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

docling-project/docling-jobkit holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (94/100) and lowest on AI Readiness (59/100). It was last updated 1 day ago. 2 contributors account for most of its recent work.

89
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.

89
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 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02).

Ownership

Docling ProjectOrganization
1,205 followers26 public repossince Nov 2024

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIdocling-jobkit3.1.049,290461 day ago

Metrics by category

Vitality

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

94Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 1 days ago
25.6/36Commit cadence — 37/52 weeks with commits
18/18Commit volume — 143 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year143
human_commit_share0.71
days_since_last_push1
active_weeks_last_year37

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 46 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~5.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count46
latest_release_tagv3.1.0
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases5.9
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?

67Good · 17% of overall
How it's scored
24.6/60Stars — 34 stars
12.9/25Forks — 36 forks
0/15Watchers — 2 watchers
Inputs used
forks36
stars34
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code 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_conductyes
readme_badge_services
has_pull_request_templateyes
How it's scored
62.6/80Monthly downloads — 49,290 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesdocling-jobkit
dependents
ecosystemspypi
total_downloads
monthly_downloads49,290
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

72Good · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.2/22.5Commit distribution — top contributor authored 42% of commits
13.5/13.5Contributor breadth — 22 contributors
10/10OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled22
top_contributor_share0.415
How it's scored
22.7/42Issue resolution — 54% of issues closed
25.6/30PR acceptance — 140/164 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
10.5/15OpenSSF Scorecard: Code-Review — Found 23/30 approved changesets -- score normalized to 7
Inputs used
merged_prs140
open_issues17
closed_issues20
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.541
closed_unmerged_prs24
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
22.2/25Owner reach — 1,205 followers of docling-project
13.8/25Track record — 26 public repos, account ~1 yr old
Inputs used
followers1,205
owner_typeOrganization
is_verified
owner_logindocling-project
public_repos26
account_age_days618

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 46 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdocling-jobkit
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

78Good · 19% of overall
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

55Moderate
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepage
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

62Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 23/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 9 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
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
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_packages100
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:docling-jobkit@3.1.0 runtime dependency closure — what installing the published package pulls in — 100 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.

59Moderate · 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 — 71 of 71 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
11/11Static type checking — docling_jobkit/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 7 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configsdocling_jobkit/py.typed
agent_commit_share0.07
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (docling_jobkit/py.typed)
54.2/55Manageable file sizes — 2/139 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes76,347
source_files_sampled139
oversized_source_files2

Key facts

34GitHub stars
22contributors
143commits, last 12 months
1days since last push
46releases
2bus factor
17open 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 ★ / 36 ⇿
0Stars
36Forks
45Releases

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.

01325383622025-032025-112026-07
Major 3Minor 27Patch 15

Each point covers 2 days.

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 · 2026-07-26 06:48 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 23/30 approved changesets -- score normalized to 7
10Contributorsproject has 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
PyPIdocling-slim>=2.113.0,<3.0.0pyproject.toml
PyPIpydantic~=2.10pyproject.toml
PyPIpydantic-settings~=2.4pyproject.toml
PyPIboto3~=1.35pyproject.toml
PyPIpandas~=2.2pyproject.toml
PyPIhttpx>=0.28,<1pyproject.toml
PyPItyper>=0.12.5,<1pyproject.toml
All dependencies 302

Full resolved dependency set from the GitHub dependency graph: 7 direct and 295 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIdocling-slim2.113.0direct
PyPIhttpx0.28.1direct
PyPIpandas2.3.3direct
PyPIpydantic2.13.4direct
PyPIpydantic-settings2.14.2direct
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Dependency advisories 0

Installing pypi:docling-jobkit@3.1.0 pulls in 100 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
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          "oid": "a65608d7fd5493aa8cbd5fd1a1491cf8ebb8b418",
          "body": "* use task counter metrics instead of gauges\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* test: cover monotonic task-lifecycle counters\n\nAdd unit tests for the per-tenant task_counters hash: enqueue/dispatch/\nfinalize increments inside their atomic transactions, idempotent\nmark_task_started\n[…]\nDolfi <dol@zurich.ibm.com>\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ray): task-lifecycle metrics via monotonic Redis counters (#181)",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-06-25T11:01:17Z",
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          "body": "…s (#183)\n\n* Propagate structured failure categories into document error items\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* Pin release docling version\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: Propagate structured failure categories into document error item…",
          "author_name": "Christoph Auer",
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          "headline": "chore: bump version to 1.24.0 [skip ci]",
          "author_name": "github-actions[bot]",
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          "body": "* feat: carry document confidence through to service results\n\nPopulate ConfidenceScores from ConversionResult on ExportableDocument\n(gated to SUCCESS/PARTIAL_SUCCESS, so it survives the Ray boundary) and\nthread it into the in-body DocumentResultItem and the presigned\nDocumentArtifactItem success pat\n[…]\n\ndatamodel facade.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update lock\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: carry document confidence through to service results (#179)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-22T08:55:40Z",
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          "body": "The fall-through reconstruction in `_get_task_from_rq_direct` built a\nfresh `Task` with an empty `metadata` dict, which the caller in\n`task_status` then persisted via `_store_task_in_redis`, overwriting\nany prior metadata-bearing copy. The bug surfaced as 404s on\ndocling-serve >=1.23.0's tenant-owne\n[…]\n job kwargs, which\nare written once at enqueue time and never mutated.\n\nAdds one regression test against the existing RQ orchestrator\nfixture.\n\nFixes #178.\n\nSigned-off-by: Daniel Imber <dimber@m62.ai>",
          "is_bot": false,
          "headline": "fix(rq): preserve Task.metadata in _get_task_from_rq_direct (#180)",
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          "body": "* fix: correctly treat input download failures in PDF slice path\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* fix: emit metering callbacks on materialized-PDF preflight failures\n\nOn the materialized-PDF slice path, a source that failed admission (too\nlarge, too many pages) was returned as \n[…]\nthan routed through\nprocess_exportable_results, which doesn't fit the required shape.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
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          "headline": "fix: correctly treat input download failures in PDF slice path (#177)",
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          "headline": "chore: bump version to 1.23.1 [skip ci]",
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          "body": "…s (#176)\n\nA convert task that fans an S3 source out into per-document converter requests would fail in its entirety when a single object could not be fetched (missing key, access denied, object exceeding , ...). For these client-actionable source errors  returns a  rather than raising, but the S3 f\n[…]\ns, and the  builders take a prebuilt  so both an  and a structured  can feed them.  converts the already-sanitized failure into the document-level .\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: surface S3 fan-out per-source failures as document-level failure…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
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          "body": "…(#175)\n\nuse float for param\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: correctly allow floating values for target_requests_per_replica …",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-06-12T15:15:27Z",
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          "body": "…out and transient drops (#174)\n\nThe pub/sub listener borrowed the shared command pool, inheriting its finite\n  socket_timeout. socket_timeout is a per-read deadline, which is wrong for a\n  subscriber that blocks waiting for the next message: any idle gap longer than\n  the timeout raised TimeoutErro\n[…]\nct/resubscribe with backoff, treat\n  idle polls as benign, and skip malformed messages instead of dying. Close the\n  dedicated client on disconnect.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix(ray): make Redis pub/sub subscriber resilient to idle socket_time…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-12T15:05:06Z",
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          "oid": "a5b1afa076915c78707444d2c3bf927a68e966e6",
          "body": "…s (#171)\n\n* feat: cap per-tenant in-flight converter units at max_concurrent_tasks\n\nS3 and page-slice fan-out launched up to max_s3_doc_parallelism / max_page_slice_parallelism converter calls per task with no tenant-global bound, so a single tenant could occupy max_concurrent_tasks × parallelism c\n[…]\n fix tests\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* Fix tests seriously\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: cap per-tenant in-flight converter units at max_concurrent_task…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-12T13:51:55Z",
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          "oid": "181afc2497dec8c13109eee5005556a6a4fa3ac7",
          "body": "…oyments (#173)\n\nAdd  and  to RayOrchestratorConfig (Optional[int], range [1, 100], default None = no cap). These thread through / into each Serve deployment's options, emitting the Ray-native per-node replica cap only when set. Setting the coordinator value to 1 spreads coordinators one per Ray nod\n[…]\nextra=ignore), so both deployments autoscaled on the default target of 2 instead of their configured values; the configured target is now respected.\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Expose max_replicas_per_node for coordinator and converter depl…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T19:20:51Z",
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          "body": null,
          "is_bot": true,
          "headline": "chore: bump version to 1.22.0 [skip ci]",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-11T09:12:42Z",
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        {
          "oid": "e1eb522c15fe8d1a4171ba822150b7eadb0c65de",
          "body": "… RPC (#172)\n\n* Make enqueue much cheaper by avoiding dispatcher health check RPCs\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* remove excess commentary\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: Make Ray enqueue cheap by dropping per-request dispatcher health…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T08:22:49Z",
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        {
          "oid": "7cfe28b03652a5c6dcd47f5931dbf0ddfe4ce5ba",
          "body": "* Enforce source size limits early in service fetch paths\n\nAdd shared max_file_size admission checks to source-processor fetch paths\nused by the service orchestrators, while keeping raw HttpSource passthrough\nunchanged where docling still owns the URL fetch.\n\nFor processor-owned HTTP fetches, reject\n[…]\n <cau@zurich.ibm.com>\n\n* Cut back implementation to never materialize unless required\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Enforce source size limits early in service paths (#168)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T05:30:03Z",
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          "oid": "7aabe624f734956b61f2d27ad85b4e9a7941bdec",
          "body": "… usage to be consistent (#169)\n\n* Use ConvertDocumentsOptions.include_page_images and align code usage\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* pin required docling and jobkit dep\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update pins to release versions\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Introduce ConvertDocumentsOptions.include_page_images and align…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-11T05:27:59Z",
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          "oid": "53855fbb1ad71ab3185a08913f4fb86abe87ccb2",
          "body": "* lock update\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* feat(ray): classify and persist structured task failures\n\n- classify task failures by category, phase, retryability, and code\n- add structured failure storage and pubsub updates in Redis/Ray models\n- surface target write and materi\n[…]\n hereby add my Signed-off-by to this commit: bf02b7ed04b2a52e9ce2abfe0a2da8dbef1c2089\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Support max_num_elements in source iteration (#165)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-09T09:38:47Z",
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          "oid": "0c2cfae65a459ee5ede26c5cdceea712849ad4fc",
          "body": null,
          "is_bot": true,
          "headline": "chore: bump version to 1.21.0 [skip ci]",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-09T08:33:17Z",
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          "oid": "76b368a6b2af9a3a0735d06bc2fdd608b54dd488",
          "body": "* lock update\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* feat(ray): classify and persist structured task failures\n\n- classify task failures by category, phase, retryability, and code\n- add structured failure storage and pubsub updates in Redis/Ray models\n- surface target write and materi\n[…]\n9\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update stale test assertions\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Failure mode handling (#164)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-09T08:23:34Z",
          "body_truncated": true,
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        },
        {
          "oid": "f108cdb910990ce11538d0780d6094bbf1b25120",
          "body": "* Support S3 sources across async orchestrators\n\n- add shared runtime source expansion for file/http/document-stream/S3 tasks\n- preserve S3Coordinates through RQ enqueue and reuse the shared expansion path in Ray, Local, and RQ workers\n- switch file/http/s3 CLI source shims to upstream request model\n[…]\n identifier shapes\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* update lock\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Support pre-signed URL targets, S3 batch inputs and output (#157)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-06-08T10:28:29Z",
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          "oid": "49256551c7ae35965128755de74ab9361c4afb8f",
          "body": "declare page_hash before opening image. opening the image can raise error.\n\nSigned-off-by: valery weber <vwe@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: declare variable before opening image. (#162)",
          "author_name": "vwe-ibm",
          "author_login": "vwe-ibm",
          "committed_at": "2026-06-03T07:57:29Z",
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        {
          "oid": "9d0f2a36573ce6ae5187eae87878fc46fc4b6d79",
          "body": "* feat: add configurable queue name to RQ orchestrator\n\nCo-authored-by: Copilot <copilot@github.com>\nSigned-off-by: john <john.a.glynn@gmail.com>\n\n* chore: rebrand as RQ orchestrator configuration tests\n\nSigned-off-by: john <john.a.glynn@gmail.com>\n\n---------\n\nSigned-off-by: john <john.a.glynn@gmail.com>\nCo-authored-by: Copilot <copilot@github.com>",
          "is_bot": false,
          "headline": "feat: RQOrchestrator support for shared Redis (#159)",
          "author_name": "John Glynn",
          "author_login": "jglynn",
          "committed_at": "2026-06-02T13:14:19Z",
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          "headline": "chore: bump version to 1.20.1 [skip ci]",
          "author_name": "github-actions[bot]",
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          "committed_at": "2026-06-01T11:38:26Z",
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          "oid": "2a847585440743b691d6a588f67ee53e51f0d35c",
          "body": "…covery (#158)\n\n* ray: attach existing serve app before deploy for readiness recovery\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* Protect against escalating ray re-init when undesired\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* fix: one source for app name\n\nSigned-off-by: Chris\n[…]\nation\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n* AVoid double attach race\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix(ray): attach to existing serve app before deploy for readiness re…",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-05-29T12:36:20Z",
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          "headline": "chore: bump version to 1.20.0 [skip ci]",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-21T12:59:13Z",
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          "oid": "83f7e5a5a02fe989cd5d19cbdd56612e4bf0c265",
          "body": "* add num_characters, num_tables and document_type in the callbacks\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* use docling-slim as dep\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n* update pinned release\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>\n\n---------\n\nSigned-off-by: Michele Dolfi <dol@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: add callback document metadata (#153)",
          "author_name": "Michele Dolfi",
          "author_login": "dolfim-ibm",
          "committed_at": "2026-05-21T12:48:29Z",
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          "headline": "chore: bump version to 1.19.1 [skip ci]",
          "author_name": "github-actions[bot]",
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          "committed_at": "2026-05-20T13:33:06Z",
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          "oid": "4a8c6978d1e2484ac2941baf10b512a18ca6e017",
          "body": "restore RQ worker hooks and tracing support\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "fix: Add RQ worker hooks and tracing support (#152)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-05-20T13:17:10Z",
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          "is_bot": true,
          "headline": "chore: bump version to 1.19.0 [skip ci]",
          "author_name": "github-actions[bot]",
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          "oid": "ec28a432550dfc08c365788f1079b19b1f709ae5",
          "body": "---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: Event-driven ray dispatcher (#148)",
          "author_name": "Christoph Auer",
          "author_login": "cau-git",
          "committed_at": "2026-05-20T09:50:06Z",
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        {
          "oid": "2ded0f05e01f7a940dba87f8f18ae13819f498db",
          "body": "---------\n\nSigned-off-by: Christoph Auer <cau@zurich.ibm.com>",
          "is_bot": false,
          "headline": "feat: PDF page slicing and concurrent processing for long docs (#128)",
          "author_name": "Christoph Auer",
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            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
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            "name": "Dependency-Update-Tool",
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            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
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                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "merged_prs": 140,
              "open_issues": 17,
              "closed_issues": 20,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.541,
              "closed_unmerged_prs": 24,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "54% of issues closed",
                "points": 22.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 54
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "140/164 decided PRs merged",
                "points": 25.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 140,
                      "decided": 164
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 23/30 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "followers": 1205,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "docling-project",
              "public_repos": 26,
              "account_age_days": 618
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,205 followers of docling-project",
                "points": 22.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1205,
                      "login": "docling-project"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "26 public repos, account ~1 yr old",
                "points": 13.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 26
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "docling-jobkit"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "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 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "46 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 46
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 78,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 23/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 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": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:docling-jobkit@3.1.0 runtime dependency closure — what installing the published package pulls in — 100 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:docling-jobkit@3.1.0",
                  "assessed": 100
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 100,
              "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": "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": 100,
              "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": 17
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 59,
        "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": "71 of 71 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 71
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "docling_jobkit/py.typed"
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              "agent_commit_share": 0.07,
              "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": "docling_jobkit/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docling_jobkit/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "7 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 7,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 76347,
              "source_files_sampled": 139,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (docling_jobkit/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "docling_jobkit/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/139 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 139,
                      "oversized": 2
                    }
                  }
                ],
                "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",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:typer",
          "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": "2026-07-26T06:49:14.545883Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/docling-project/docling-jobkit.svg",
  "full_name": "docling-project/docling-jobkit",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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