Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 05:14 UTC

lance-format / lance-namespace-impls

Lance Namespace Implementations - Apache Hive, Apache Polaris, Apache Gravitino, Unity Catalog, AWS Glue and more

Java · PythonApache-2.0★ 11 stars⑂ 12 forkssince Nov 2025View on GitHub ↗

lance-format/lance-namespace-impls holds a health index of 58 out of 100, placing it in the Moderate band. It scores highest on Vitality (78/100) and lowest on Security (39/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

58
overall / 100
Moderate

Software health index

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

58
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

Ownership

Lance FormatOrganization
63 followers18 public repossince Nov 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIlance-namespace-impls0.4.12,98571 day ago

Metrics by category

Vitality

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

78Good · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
6.9/36Commit cadence — 10/52 weeks with commits
13.4/18Commit volume — 30 commits in the last year
7/10OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
Inputs used
commits_last_year30
human_commit_share1
days_since_last_push1
active_weeks_last_year10

Release discipline

100Excellent
How it's scored
27/27Ships releases — 8 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~29.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count8
latest_release_tagv0.4.1
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases29.2
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?

49At risk · 18% of overall
How it's scored
16.2/60Stars — 11 stars
8.7/25Forks — 12 forks
0/15Watchers — 0 watchers
Inputs used
forks12
stars11
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
46.3/80Monthly downloads — 2,985 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageslance-namespace-impls
dependents
ecosystemspypi
total_downloads
monthly_downloads2,985
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?

49At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4.9/22.5Commit distribution — top contributor authored 78% of commits
5.4/13.5Contributor breadth — 4 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.783
How it's scored
7.8/46.8Issue resolution — 17% of issues closed
24.8/38.3PR acceptance — 22/34 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 5/30 approved changesets -- score normalized to 1
Inputs used
merged_prs22
open_issues5
closed_issues1
issue_closed_ratio0.167
closed_unmerged_prs12
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
13/25Owner reach — 63 followers of lance-format
10.7/25Track record — 18 public repos, account ~0 yr old
Inputs used
followers63
owner_typeOrganization
is_verified
owner_loginlance-format
public_repos18
account_age_days257
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 7 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageslance-namespace-impls
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

70Good · 20% of overall
How it's scored
24/24CI workflows — 28 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 19 out of 22 merged PRs checked by a CI test -- score normalized to 8
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://lance.org/format/namespace/integrations
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://lance.org/format/namespace/integrations
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

39At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2/2.5CI-Tests — 19 out of 22 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 5/30 approved changesets -- score normalized to 1
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflow — dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 25 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate2.4
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
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_packages12
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:lance-namespace-impls@0.4.1 runtime dependency closure — what installing the published package pulls in — 12 packages. Reachability is not analyzed.

AI Readiness

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

65Moderate · 0% 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 — 29 of 30 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.967
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Makefile, docker/Makefile, docs/Makefile, java/Makefile, python/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Java (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 3 of the last 30 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_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, docker/Makefile, docs/Makefile, java/Makefile, python/Makefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.1
toolchain_manifestsjava/lance-namespace-glue/pom.xml, java/lance-namespace-hive2/pom.xml, java/lance-namespace-hive3/pom.xml, java/lance-namespace-iceberg/pom.xml, java/lance-namespace-impls-core/pom.xml, java/lance-namespace-polaris/pom.xml, java/lance-namespace-unity/pom.xml, java/pom.xml
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Java (statically typed)
55/55Manageable file sizes — 0/87 source files over 60KB
Inputs used
primary_languageJava
largest_source_bytes31,787
source_files_sampled87
oversized_source_files0

Key facts

11GitHub stars
4contributors
30commits, last 12 months
1days since last push
8releases
1bus factor
5open issues
Maven, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 12 ⇿
0Stars
12Forks
7Releases

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.

0246810121112025-112026-032026-07
Major 0Minor 4Patch 2
OpenSSF Scorecard 2.4 / 10
2.4aggregate

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 05:13 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests19 out of 22 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 5/30 approved changesets -- score normalized to 1
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0Dangerous-Workflowdangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities25 existing vulnerabilities detected
Direct dependencies 25
RegistryPackageVersion constraintManifest
Mavenorg.lance:lance-namespace-core${lance-namespace.version}java/pom.xml
Mavenorg.lance:lance-core${lance-core.version}java/pom.xml
Mavenorg.lance:lance-namespace-impls-core${project.version}java/pom.xml
Mavenorg.apache.arrow:arrow-vector${arrow.version}java/pom.xml
Mavenorg.apache.arrow:arrow-memory-core${arrow.version}java/pom.xml
Mavenorg.apache.arrow:arrow-memory-netty${arrow.version}java/pom.xml
Mavenio.netty:netty-buffer${netty.version}java/pom.xml
Mavenio.netty:netty-common${netty.version}java/pom.xml
Mavencom.fasterxml.jackson.core:jackson-databind2.17.0java/pom.xml
Mavencom.fasterxml.jackson.core:jackson-annotations2.17.0java/pom.xml
Mavencom.fasterxml.jackson.datatype:jackson-datatype-jsr3102.17.0java/pom.xml
Mavenorg.slf4j:slf4j-api2.0.16java/pom.xml
Mavenorg.slf4j:slf4j-simple2.0.16java/pom.xml
Mavench.qos.logback:logback-classic1.5.6java/pom.xml
Mavenorg.junit:junit-bom5.11.3java/pom.xml
Mavenorg.junit.jupiter:junit-jupiter5.11.3java/pom.xml
Mavenjunit:junit4.13.2java/pom.xml
Mavenorg.mockito:mockito-core5.18.0java/pom.xml
Mavenorg.mockito:mockito-junit-jupiter5.18.0java/pom.xml
Mavenorg.assertj:assertj-core3.26.3java/pom.xml
PyPIpylance>=7.0.0python/pyproject.toml
PyPIlance-namespace>=0.7.7python/pyproject.toml
PyPIlance-namespace-urllib3-client>=0.7.7python/pyproject.toml
PyPIpyarrow>=15.0.0python/pyproject.toml
PyPItyping-extensions>=4.5.0python/pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Dependency advisories 0

Installing pypi:lance-namespace-impls@0.4.1 pulls in 12 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 1447,
      "has_wiki": false,
      "homepage": "https://lance.org/format/namespace/integrations",
      "languages": {
        "Java": 480718,
        "Shell": 1966,
        "Python": 311385,
        "Makefile": 20264
      },
      "pushed_at": "2026-07-25T05:10:39Z",
      "created_at": "2025-11-25T22:39:47Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-24T16:44:15Z",
      "description": "Lance Namespace Implementations - Apache Hive, Apache Polaris, Apache Gravitino, Unity Catalog, AWS Glue and more",
      "is_archived": false,
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      "license_spdx": "Apache-2.0",
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      "blog": "https://lance.org",
      "name": "Lance Format",
      "type": "Organization",
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      "location": "United States of America",
      "followers": 63,
      "avatar_url": "https://avatars.githubusercontent.com/u/243204601?v=4",
      "created_at": "2025-11-10T19:26:25Z",
      "is_verified": null,
      "public_repos": 18,
      "account_age_days": 257
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-07-24T16:49:13Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-06-25T23:11:26Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-04-28T02:48:50Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-02-06T01:46:12Z"
        },
        {
          "tag": "v0.1.3",
          "kind": "patch",
          "published_at": "2026-01-29T08:07:40Z"
        },
        {
          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2026-01-29T07:59:24Z"
        },
        {
          "tag": "v0.1.1-beta.1",
          "kind": "prerelease",
          "published_at": "2026-01-29T07:57:40Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-01-01T06:30:29Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "21fb81ad7756a0fa43e2de3e052b0659765a60a3",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.4.1",
          "author_name": "Lance Release Bot",
          "author_login": null,
          "committed_at": "2026-07-24T16:42:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "931ba8a59d43299ab202b7892e68c9ef7a28652c",
          "body": "Fixes #145\n\nHMS silently rewrites `tableType=EXTERNAL_TABLE` to `MANAGED_TABLE` when\nthe `EXTERNAL=TRUE` table parameter is not set\n(`ObjectStore.convertToMTable` in Hive 2.3.9 and 3.1.3), so tables\nregistered by `Hive2Namespace`/`Hive3Namespace` ended up as managed\ntables. `DropTable` purged data o\n[…]\nbased, so pre-fix tables stay\nrecognized).\n- Add regression tests against the embedded metastore: table stored as\nexternal in HMS, drop purges data, deregister keeps data, declared-only\ndrop succeeds.",
          "is_bot": false,
          "headline": "fix: store Lance tables in HMS as external tables (#146)",
          "author_name": "Jack Ye",
          "author_login": "jackye1995",
          "committed_at": "2026-07-03T06:14:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f894704dd4f1a6fea5e028153575cc04cb14c78f",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.4.0",
          "author_name": "Lance Release Bot",
          "author_login": null,
          "committed_at": "2026-06-25T21:36:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2f2d6ac5995afd49edea57972be1fd871780954",
          "body": "Upgrades the core Lance dependency to the 7.0.0 release for both Java\n(`lance-core`) and Python (`pylance`).\n\n## Changes\n- **`lance-core` (Java): 2.0.0 → 7.0.0**\n- **`pylance` (Python): → 7.0.0**\n- **Arrow (Java): 15.0.0 → 18.3.0** — required by lance-core 7.0.0. Also\npins `arrow-memory-core` to `${\n[…]\n 7.0.0 release line is built\nagainst, keeping the stack consistent.\n\n## Notes\nArrow is excluded from the shaded bundles, so consumers (e.g.\nlance-spark, lance-trino) will need Arrow 18.3.0 at runtime.",
          "is_bot": false,
          "headline": "feat: upgrade lance-core and pylance to 7.0.0 (#139)",
          "author_name": "Jack Ye",
          "author_login": "jackye1995",
          "committed_at": "2026-06-25T21:11:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3273488338d8d4b1d09ff7731718de7b65a922e0",
          "body": "Bumps the `lance-namespace` dependency from 0.7.2 to 0.8.6 (latest\nstable) for both Java and Python.\n\nThe 0.8.x changes to the consumed API surface are additive only — new\n`default` methods on the `LanceNamespace` interface (table branches,\nmaterialized views, field metadata) and new branch exceptio\n[…]\nre unchanged.\n\nUpdated:\n- `java/pom.xml` — `lance-namespace.version` → 0.8.6\n- `python/pyproject.toml` — `lance-namespace` /\n`lance-namespace-urllib3-client` → >=0.8.6\n- `python/uv.lock` — regenerated",
          "is_bot": false,
          "headline": "feat: upgrade lance-namespace to 0.8.6 (#138)",
          "author_name": "Jack Ye",
          "author_login": "jackye1995",
          "committed_at": "2026-06-25T20:39:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
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          "body": "## What\n\nMake `Hive2Namespace` and `Hive3Namespace` implement `java.io.Closeable`\nand add a `close()` that closes the underlying `Hive*ClientPool`.\n\n## Why\n\nBoth Hive namespaces own a `Hive*ClientPool` — which `implements\nCloseable` and holds a pool of live Hive Metastore client connections —\nbut ne\n[…]\ntest='!*Integration'` — 25\ntests, 0 failures (incl. the 2 new tests).\n\nCo-authored-by: puchengy <puchengy@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: make Hive2Namespace and Hive3Namespace Closeable (#137)",
          "author_name": "Pucheng Yang",
          "author_login": "puchengy",
          "committed_at": "2026-06-25T20:12:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "713a0dd7d5f6d2296670240d8bbb394ed2296135",
          "body": "## Summary\n\n- Remove the verbose \"Lance Namespace Implementation Spec\" suffix from\nall catalog integration page titles\n- Titles now use just the catalog name (e.g. \"Apache Polaris\" instead of\n\"Apache Polaris Lance Namespace Implementation Spec\")",
          "is_bot": false,
          "headline": "docs: simplify catalog integration page titles (#82)",
          "author_name": "Jack Ye",
          "author_login": "jackye1995",
          "committed_at": "2026-05-13T20:31:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84da64269f5cabe0155065f5771ff3938914754c",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.3.0",
          "author_name": "Lance Release Bot",
          "author_login": null,
          "committed_at": "2026-04-28T02:48:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67aa005f4c8c9b35af97c59fb9fe4126d51ffe37",
          "body": "## Summary\n- upgrade Java and Python implementations to the Lance Namespace 0.7.2\ncontract\n- add Java bundle classifier artifacts for catalog implementation\nmodules\n- fix Glue `tableExists` and `dropTable` support for Spark catalog use\n- gate secret-backed Glue workflows to trusted PR code and verify\npublished bundle artifacts",
          "is_bot": false,
          "headline": "feat: upgrade lance-namespace to 0.7.2 (#68)",
          "author_name": "Jack Ye",
          "author_login": "jackye1995",
          "committed_at": "2026-04-28T02:47:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7cd761927a48d14ec498579c1d3981fcc85c0b3",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.2.0",
          "author_name": "Lance Release Bot",
          "author_login": null,
          "committed_at": "2026-02-06T01:42:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                      "share": 17
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "22/34 decided PRs merged",
                "points": 24.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 22,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 5/30 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "followers": 63,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "lance-format",
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "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": "63 followers of lance-format",
                "points": 13,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 63,
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                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
                "detail": "18 public repos, account ~0 yr old",
                "points": 10.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 18
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "lance-namespace-impls"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
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            "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"
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                  }
                ],
                "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
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 7
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                  }
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                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "28 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 28
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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              },
              {
                "key": "pre_commit_hooks",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "19 out of 22 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
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              "homepage": "https://lance.org/format/namespace/integrations",
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              "has_docs_dir": true,
              "has_description": true
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            "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://lance.org/format/namespace/integrations",
                "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": 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?"
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      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 39,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 24,
            "inputs": {
              "source": "openssf_scorecard",
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              "scorecard_version": "v5.5.0",
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              "scorecard_aggregate": 2.4
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
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              {
                "key": "ci_tests",
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                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 5/30 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "25 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:lance-namespace-impls@0.4.1 runtime dependency closure — what installing the published package pulls in — 12 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:lance-namespace-impls@0.4.1",
                  "assessed": 12
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              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 0,
              "assessed_packages": 12,
              "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": [
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                    "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": {}
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 12,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "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
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            ]
          }
        ],
        "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": 65,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 0.967,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                ],
                "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",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
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                      "legible": 29,
                      "sampled": 30
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
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              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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                "docs/Makefile",
                "java/Makefile",
                "python/Makefile"
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              "typecheck_configs": [],
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              "toolchain_manifests": [
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                "java/lance-namespace-iceberg/pom.xml",
                "java/lance-namespace-impls-core/pom.xml",
                "java/lance-namespace-polaris/pom.xml",
                "java/lance-namespace-unity/pom.xml",
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              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
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              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Java (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Java"
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                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 30 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 30
                    }
                  }
                ],
                "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": 100,
            "inputs": {
              "primary_language": "Java",
              "largest_source_bytes": 31787,
              "source_files_sampled": 87,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Java (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Java"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/87 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 87,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T05:14:10.684297Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/lance-format/lance-namespace-impls.svg",
  "full_name": "lance-format/lance-namespace-impls",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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

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