Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 05:43 UTC

apache / spark

Apache Spark - A unified analytics engine for large-scale data processing

Scala · PythonApache-2.0★ 43,615 stars⑂ 29,275 forkssince Feb 2014View on GitHub ↗
#big-data#java#jdbc#python#scala#spark#sql

apache/spark holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Community & Adoption (96/100) and lowest on Security (47/100). It was last updated today. 14 contributors account for most of its recent work.

74
overall / 100
Good

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.

74
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

The Apache Software FoundationOrganization
23,480 followers3,146 public repossince Jan 2009

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Mavenorg.apache.spark:spark-core_2.134.2.0-preview5-430 days ago
Mavenorg.apache.spark:spark-graphx_2.134.2.0-preview5-430 days ago
Mavenorg.apache.spark:spark-hadoop-cloud_2.134.2.0-preview5-430 days ago
Mavenorg.apache.spark:spark-launcher_2.134.2.0-preview5-430 days ago
Mavenorg.apache.spark:spark-mllib-local_2.134.2.0-preview5-430 days ago
Mavenorg.apache.spark:spark-mllib_2.134.2.0-preview5-430 days ago

Metrics by category

Vitality

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

60Moderate · 22% of overall

Development activity

100Excellent
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 4,211 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year4,211
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Release discipline

1Critical
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
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?

96Excellent · 18% of overall

Popularity & adoption

100Excellent
How it's scored
60/60Stars — 43,615 stars
25/25Forks — 29,275 forks
15/15Watchers — 1,987 watchers
Inputs used
forks29,275
stars43,615
watchers1,987
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 (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

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

74Good · 24% of overall

Maintainer resilience (bus factor)

98Excellent
How it's scored
54/54Bus factor — 14 contributor(s) cover half of all commits
20.9/22.5Commit distribution — top contributor authored 7% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 29 contributing companies or organizations
Inputs used
bus_factor14
contributors_sampled100
top_contributor_share0.072

Issue & PR responsiveness

20Critical
How it's scored
20.3/46.8Issue resolution — 44% of issues closed
0/38.3PR acceptance — 8/56,436 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs8
open_issues48
closed_issues37
issue_closed_ratio0.435
closed_unmerged_prs56,428

Ownership & stewardship

80Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 23,480 followers of apache
25/25Track record — 3,146 public repos, account ~17 yr old
Inputs used
followers23,480
owner_typeOrganization
is_verified—
owner_loginapache
public_repos3,146
account_age_days6,387

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 6 package(s) on maven
35/35Publish recency — latest publish 0 days ago
20/20Version history — 43 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesorg.apache.spark:spark-core_2.13, org.apache.spark:spark-graphx_2.13, org.apache.spark:spark-hadoop-cloud_2.13, org.apache.spark:spark-launcher_2.13, org.apache.spark:spark-mllib-local_2.13, org.apache.spark:spark-mllib_2.13
ecosystemsmaven
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 20% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 52 workflow(s)
24/24Tests present
16/16Linter config — tox.ini
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://spark.apache.org/
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsbig-data, java, jdbc, python, r, scala, spark, sql
has_wikino
homepagehttps://spark.apache.org/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

47At risk · 16% of overall

Security posture

47At risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 29 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 8 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
0/5SAST — no SAST tool detected
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 — 76 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.7
Excluded from scoring (no data or not applicable): branch_protection, ci_tests, signed_releases. Remaining weights renormalized.

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.

86Excellent · 0% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes17,842
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

91Excellent
How it's scored
18/18One-command bootstrap — R/pkg/src-native/Makefile, python/docs/Makefile
22/22Automated tests
11/11Lint / format config — tox.ini
11/11Static type checking — python/mypy.ini, python/pyspark/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilesGemfile.lock, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_filesR/pkg/src-native/Makefile, python/docs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configspython/mypy.ini, python/pyspark/py.typed
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

99Excellent
How it's scored
45/45Type-checkable code — Scala (statically typed)
53.6/55Manageable file sizes — 223/9,036 source files over 60KB
Inputs used
primary_languageScala
largest_source_bytes1,058,482
source_files_sampled9,036
oversized_source_files223

Machine-readable interfaces

80Good
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — connector/protobuf/src/test/resources/protobuf/basicmessage.proto, connector/protobuf/src/test/resources/protobuf/catalyst_types.proto, connector/protobuf/src/test/resources/protobuf/duration.proto, connector/protobuf/src/test/resources/protobuf/functions_suite.proto, connector/protobuf/src/test/resources/protobuf/nestedenum.proto, connector/protobuf/src/test/resources/protobuf/proto2_messages.proto, connector/protobuf/src/test/resources/protobuf/proto2_messages_ext.proto, connector/protobuf/src/test/resources/protobuf/pyspark_test.proto, connector/protobuf/src/test/resources/protobuf/serde_suite.proto, connector/protobuf/src/test/resources/protobuf/timestamp.proto, core/src/main/protobuf/org/apache/spark/status/protobuf/store_types.proto, sql/connect/common/src/main/protobuf/spark/connect/base.proto, sql/connect/common/src/main/protobuf/spark/connect/catalog.proto, sql/connect/common/src/main/protobuf/spark/connect/commands.proto, sql/connect/common/src/main/protobuf/spark/connect/common.proto, sql/connect/common/src/main/protobuf/spark/connect/example_plugins.proto, sql/connect/common/src/main/protobuf/spark/connect/expressions.proto, sql/connect/common/src/main/protobuf/spark/connect/ml.proto, sql/connect/common/src/main/protobuf/spark/connect/ml_common.proto, sql/connect/common/src/main/protobuf/spark/connect/pipelines.proto, sql/connect/common/src/main/protobuf/spark/connect/relations.proto, sql/connect/common/src/main/protobuf/spark/connect/types.proto, sql/core/src/main/protobuf/org/apache/spark/sql/execution/streaming/StateMessage.proto, udf/worker/proto/src/main/protobuf/common.proto, udf/worker/proto/src/main/protobuf/udf_message.proto, udf/worker/proto/src/main/protobuf/udf_service.proto, udf/worker/proto/src/main/protobuf/worker_spec.proto
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_filesconnector/protobuf/src/test/resources/protobuf/basicmessage.proto, connector/protobuf/src/test/resources/protobuf/catalyst_types.proto, connector/protobuf/src/test/resources/protobuf/duration.proto, connector/protobuf/src/test/resources/protobuf/functions_suite.proto, connector/protobuf/src/test/resources/protobuf/nestedenum.proto, connector/protobuf/src/test/resources/protobuf/proto2_messages.proto, connector/protobuf/src/test/resources/protobuf/proto2_messages_ext.proto, connector/protobuf/src/test/resources/protobuf/pyspark_test.proto, connector/protobuf/src/test/resources/protobuf/serde_suite.proto, connector/protobuf/src/test/resources/protobuf/timestamp.proto, core/src/main/protobuf/org/apache/spark/status/protobuf/store_types.proto, sql/connect/common/src/main/protobuf/spark/connect/base.proto, sql/connect/common/src/main/protobuf/spark/connect/catalog.proto, sql/connect/common/src/main/protobuf/spark/connect/commands.proto, sql/connect/common/src/main/protobuf/spark/connect/common.proto, sql/connect/common/src/main/protobuf/spark/connect/example_plugins.proto, sql/connect/common/src/main/protobuf/spark/connect/expressions.proto, sql/connect/common/src/main/protobuf/spark/connect/ml.proto, sql/connect/common/src/main/protobuf/spark/connect/ml_common.proto, sql/connect/common/src/main/protobuf/spark/connect/pipelines.proto, sql/connect/common/src/main/protobuf/spark/connect/relations.proto, sql/connect/common/src/main/protobuf/spark/connect/types.proto, sql/core/src/main/protobuf/org/apache/spark/sql/execution/streaming/StateMessage.proto, udf/worker/proto/src/main/protobuf/common.proto, udf/worker/proto/src/main/protobuf/udf_message.proto, udf/worker/proto/src/main/protobuf/udf_service.proto, udf/worker/proto/src/main/protobuf/worker_spec.proto

Key facts

43,615GitHub stars
100contributors
4,211commits, last 12 months
0days since last push
0releases
14bus factor
48open issues
Maven, npm, PyPI, RubyGemspackage ecosystems

Data collection warnings

  • Could not fetch maven package 'org.apache.spark:spark-assembly_2.13' from its registry
  • Could not fetch maven package 'org.apache.spark:spark-examples_2.13' from its registry

More detail

OpenSSF Scorecard 4.7 / 10
4.7aggregate

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 · 2026-07-15 05:42 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 29 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 8 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities76 existing vulnerabilities detected
Direct dependencies 310
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Mavenorg.apache.spark:spark-tags_${scala.binary.version}—launcher/pom.xml
Mavenorg.scalanlp:breeze_${scala.binary.version}—mllib-local/pom.xml
Mavenorg.apache.commons:commons-math3—mllib-local/pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}—mllib-local/pom.xml
Mavendev.ludovic.netlib:blas—mllib-local/pom.xml
Mavenorg.scala-lang.modules:scala-parser-combinators_${scala.binary.version}—mllib/pom.xml
Mavenorg.apache.spark:spark-core_${scala.binary.version}${project.version}mllib/pom.xml
Mavenorg.apache.spark:spark-streaming_${scala.binary.version}${project.version}mllib/pom.xml
Mavenorg.apache.spark:spark-sql_${scala.binary.version}${project.version}mllib/pom.xml
Mavenorg.apache.spark:spark-graphx_${scala.binary.version}${project.version}mllib/pom.xml
Mavenorg.apache.spark:spark-mllib-local_${scala.binary.version}${project.version}mllib/pom.xml
Mavenorg.scala-lang.modules:scala-parallel-collections_${scala.binary.version}—mllib/pom.xml
Mavenorg.scalanlp:breeze_${scala.binary.version}—mllib/pom.xml
Mavenorg.apache.commons:commons-math3—mllib/pom.xml
Mavenorg.jpmml:pmml-model—mllib/pom.xml
Mavenorg.glassfish.jaxb:jaxb-runtime—mllib/pom.xml
Mavenjakarta.xml.bind:jakarta.xml.bind-api—mllib/pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}—mllib/pom.xml
Mavendev.ludovic.netlib:blas—mllib/pom.xml
Mavendev.ludovic.netlib:lapack—mllib/pom.xml
Mavendev.ludovic.netlib:arpack—mllib/pom.xml
Mavenorg.spark-project.spark:unused1.0.0pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}${project.version}pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}${project.version}pom.xml
Mavenorg.scala-lang.modules:scala-parallel-collections_${scala.binary.version}1.2.0pom.xml
Mavencom.twitter:chill_${scala.binary.version}${chill.version}pom.xml
Mavencom.twitter:chill-java${chill.version}pom.xml
Mavencom.esotericsoftware:kryo-shaded${kryo.version}pom.xml
Mavenorg.objenesis:objenesis3.5pom.xml
Mavenorg.apache.xbean:xbean-asm9-shaded4.31pom.xml
Mavencom.google.code.gson:gson${gson.version}pom.xml
Mavenorg.glassfish.jaxb:jaxb-runtime4.0.6pom.xml
Mavenjakarta.xml.bind:jakarta.xml.bind-api4.0.5pom.xml
Mavenorg.apache.commons:commons-lang3${commons-lang3.version}pom.xml
Mavenorg.apache.commons:commons-text1.15.0pom.xml
Mavencommons-lang:commons-lang${commons-lang2.version}pom.xml
Mavencommons-io:commons-io${commons-io.version}pom.xml
Mavencommons-codec:commons-codec${commons-codec.version}pom.xml
Mavenorg.apache.commons:commons-compress${commons-compress.version}pom.xml
Mavenorg.apache.commons:commons-math3${commons.math3.version}pom.xml
Mavenorg.apache.commons:commons-collections4${commons.collections4.version}pom.xml
Mavenorg.apache.ivy:ivy${ivy.version}pom.xml
Mavencom.google.code.findbugs:jsr305${jsr305.version}pom.xml
Mavenorg.apache.httpcomponents:httpclient${commons.httpclient.version}pom.xml
Mavenorg.apache.httpcomponents:httpmime${commons.httpclient.version}pom.xml
Mavenorg.apache.httpcomponents:httpcore${commons.httpcore.version}pom.xml
Mavenorg.rocksdb:rocksdbjni10.10.1.1pom.xml
Maven${leveldbjni.group}:leveldbjni-all1.8pom.xml
Mavenorg.slf4j:slf4j-api${slf4j.version}pom.xml
Mavenorg.slf4j:jul-to-slf4j${slf4j.version}pom.xml
Mavenorg.slf4j:jcl-over-slf4j${slf4j.version}pom.xml
Mavenorg.apache.logging.log4j:log4j-slf4j2-impl${log4j.version}pom.xml
Mavenorg.apache.logging.log4j:log4j-api${log4j.version}pom.xml
Mavenorg.apache.logging.log4j:log4j-core${log4j.version}pom.xml
Mavenorg.apache.logging.log4j:log4j-layout-template-json${log4j.version}pom.xml
Mavenorg.apache.logging.log4j:log4j-1.2-api${log4j.version}pom.xml
Mavencom.ning:compress-lzf1.2.0pom.xml
Mavenorg.xerial.snappy:snappy-java${snappy.version}pom.xml
Mavenat.yawk.lz4:lz4-java1.11.1pom.xml
Mavencom.github.luben:zstd-jni1.5.7-9pom.xml
Mavencom.clearspring.analytics:stream2.9.8pom.xml
Mavenorg.roaringbitmap:RoaringBitmap1.6.10pom.xml
Mavenio.netty:netty-all${netty.version}pom.xml
Mavenio.netty:netty-transport-native-epoll${netty.version}pom.xml
Mavenio.netty:netty-transport-native-epoll${netty.version}pom.xml
Mavenio.netty:netty-transport-native-kqueue${netty.version}pom.xml
Mavenio.netty:netty-transport-native-kqueue${netty.version}pom.xml
Mavenio.netty:netty-tcnative-boringssl-static${netty-tcnative.version}pom.xml
Mavenio.netty:netty-tcnative-boringssl-static${netty-tcnative.version}pom.xml
Mavenio.netty:netty-tcnative-boringssl-static${netty-tcnative.version}pom.xml
Mavenio.netty:netty-tcnative-boringssl-static${netty-tcnative.version}pom.xml
Mavenorg.apache.derby:derby${derby.version}pom.xml
Mavenorg.apache.derby:derbytools${derby.version}pom.xml
Mavenio.dropwizard.metrics:metrics-core${codahale.metrics.version}pom.xml
Mavenio.dropwizard.metrics:metrics-jvm${codahale.metrics.version}pom.xml
Mavenio.dropwizard.metrics:metrics-json${codahale.metrics.version}pom.xml
Mavenio.dropwizard.metrics:metrics-graphite${codahale.metrics.version}pom.xml
Mavenio.dropwizard.metrics:metrics-jmx${codahale.metrics.version}pom.xml
Mavencom.fasterxml.jackson:jackson-bom${fasterxml.jackson.version}pom.xml
Mavenio.jsonwebtoken:jjwt-bom${jjwt.version}pom.xml
Mavenio.grpc:grpc-bom${io.grpc.version}pom.xml
Mavenio.fabric8:kubernetes-client-bom${kubernetes-client.version}pom.xml
Mavenorg.apache.ws.xmlschema:xmlschema-core${ws.xmlschema.version}pom.xml
Mavenorg.glassfish.jersey.core:jersey-server${jersey.version}pom.xml
Mavenorg.glassfish.jersey.core:jersey-common${jersey.version}pom.xml
Mavenorg.glassfish.jersey.core:jersey-client${jersey.version}pom.xml
Mavenorg.glassfish.jersey.containers:jersey-container-servlet${jersey.version}pom.xml
Mavenorg.glassfish.jersey.containers:jersey-container-servlet-core${jersey.version}pom.xml
Mavenorg.glassfish.jersey.inject:jersey-hk2${jersey.version}pom.xml
Mavenorg.glassfish.jersey:jersey-client${jersey.version}pom.xml
Mavenjavax.xml.bind:jaxb-api${jaxb.version}pom.xml
Mavenorg.scalanlp:breeze_${scala.binary.version}2.1.0pom.xml
Mavenorg.json4s:json4s-jackson_${scala.binary.version}4.0.7pom.xml
Mavenorg.scala-lang.modules:scala-xml_${scala.binary.version}2.4.0pom.xml
Mavenorg.scala-lang:scala-compiler${scala.version}pom.xml
Mavenorg.scala-lang:scala-reflect${scala.version}pom.xml
Mavenorg.scala-lang:scala-library${scala.version}pom.xml
Mavenorg.scala-lang.modules:scala-parser-combinators_${scala.binary.version}2.4.0pom.xml
Mavenjline:jline${jline.version}pom.xml
Mavenorg.apache.curator:curator-recipes${curator.version}pom.xml
Mavenorg.apache.curator:curator-client${curator.version}pom.xml
Mavenorg.apache.curator:curator-framework${curator.version}pom.xml
Mavenorg.apache.hadoop:hadoop-client-api${hadoop.version}pom.xml
Mavenorg.apache.hadoop:hadoop-client-runtime${hadoop.version}pom.xml
Mavenorg.apache.avro:avro${avro.version}pom.xml
Mavenorg.apache.avro:avro-mapred${avro.version}pom.xml
Mavenorg.tukaani:xz${xz.version}pom.xml
Mavenorg.apache.zookeeper:zookeeper${zookeeper.version}pom.xml
Maven${hive.group}:hive-beeline${hive.version}pom.xml
Maven${hive.group}:hive-cli${hive.version}pom.xml
Maven${hive.group}:hive-common${hive.version}pom.xml
Maven${hive.group}:hive-exec${hive.version}pom.xml
Maven${hive.group}:hive-jdbc${hive.version}pom.xml
Maven${hive.group}:hive-metastore${hive.version}pom.xml
Maven${hive.group}:hive-serde${hive.version}pom.xml
Maven${hive.group}:hive-service-rpc4.0.0pom.xml
Mavennet.sf.jpam:jpam${jpam.version}pom.xml
Maven${hive.group}:hive-shims${hive.version}pom.xml
Maven${hive.group}:hive-llap-common${hive.version}pom.xml
Mavenorg.apache.orc:orc-format1.1.1pom.xml
Mavenorg.apache.orc:orc-core${orc.version}pom.xml
Mavenio.airlift:aircompressor2.0.3pom.xml
Mavenorg.apache.orc:orc-mapreduce${orc.version}pom.xml
Mavenorg.apache.parquet:parquet-column${parquet.version}pom.xml
Mavenorg.apache.parquet:parquet-encoding${parquet.version}pom.xml
Mavenorg.apache.parquet:parquet-common${parquet.version}pom.xml
Mavenorg.apache.parquet:parquet-column${parquet.version}pom.xml
Mavenorg.apache.parquet:parquet-hadoop${parquet.version}pom.xml
Mavenorg.apache.parquet:parquet-avro${parquet.version}pom.xml
Mavenorg.codehaus.janino:janino${janino.version}pom.xml
Mavenorg.codehaus.janino:commons-compiler${janino.version}pom.xml
Mavenjoda-time:joda-time${joda.version}pom.xml
Mavenorg.datanucleus:datanucleus-core${datanucleus-core.version}pom.xml
Mavenorg.apache.thrift:libthrift${libthrift.version}pom.xml
Mavenorg.apache.thrift:libfb3030.9.3pom.xml
Mavenorg.antlr:antlr4-runtime${antlr4.version}pom.xml
Mavencom.ibm.icu:icu4j${icu4j.version}pom.xml
Mavenorg.apache.commons:commons-crypto${commons-crypto.version}pom.xml
Mavencom.google.crypto.tink:tink${tink.version}pom.xml
Mavenorg.apache.arrow:arrow-vector${arrow.version}pom.xml
Mavenorg.apache.arrow:arrow-compression${arrow.version}pom.xml
Mavenorg.apache.arrow:arrow-memory-netty${arrow.version}pom.xml
Mavencom.univocity:univocity-parsers2.9.1pom.xml
Maven${hive.group}:hive-storage-api${hive.storage.version}pom.xml
Mavencommons-cli:commons-cli${commons-cli.version}pom.xml
Mavendev.ludovic.netlib:blas${netlib.ludovic.dev.version}pom.xml
Mavendev.ludovic.netlib:lapack${netlib.ludovic.dev.version}pom.xml
Mavendev.ludovic.netlib:arpack${netlib.ludovic.dev.version}pom.xml
Mavenorg.apache.datasketches:datasketches-java${datasketches.version}pom.xml
Mavenjakarta.servlet:jakarta.servlet-api${jakartaservlet.version}pom.xml
Mavenjavax.servlet:javax.servlet-api${javaxservlet.version}pom.xml
Mavenorg.codehaus.mojo:extra-enforcer-rules1.12.0pom.xml
Mavenorg.ow2.asm:asm${asm.version}pom.xml
Mavenorg.ow2.asm:asm-commons${asm.version}pom.xml
Mavencom.puppycrawl.tools:checkstyle11.0.1pom.xml
Mavencom.google.guava:guava—pom.xml
Mavenorg.jpmml:pmml-model—pom.xml
Mavenorg.apache.spark:spark-core_${scala.binary.version}${project.version}repl/pom.xml
Mavenorg.apache.spark:spark-mllib_${scala.binary.version}${project.version}repl/pom.xml
Mavenorg.apache.spark:spark-sql_${scala.binary.version}${project.version}repl/pom.xml
Mavenorg.scala-lang:scala-compiler${scala.version}repl/pom.xml
Mavenorg.scala-lang:scala-reflect${scala.version}repl/pom.xml
Mavenorg.slf4j:jul-to-slf4j—repl/pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}—repl/pom.xml
Mavenorg.apache.xbean:xbean-asm9-shaded—repl/pom.xml
Mavenorg.eclipse.jetty:jetty-server—repl/pom.xml
Mavenorg.eclipse.jetty.ee10:jetty-ee10-plus—repl/pom.xml
Mavenorg.eclipse.jetty:jetty-util—repl/pom.xml
Mavenorg.eclipse.jetty:jetty-http—repl/pom.xml
Mavenorg.scala-lang:scala-library—repl/pom.xml
Mavenorg.apache.spark:spark-core_${scala.binary.version}${project.version}streaming/pom.xml
Mavenorg.apache.spark:spark-tags_${scala.binary.version}—streaming/pom.xml
Mavenorg.scala-lang.modules:scala-parallel-collections_${scala.binary.version}—streaming/pom.xml
Mavencom.google.guava:guava—streaming/pom.xml
Mavenorg.eclipse.jetty:jetty-server—streaming/pom.xml
Mavenorg.eclipse.jetty.ee10:jetty-ee10-plus—streaming/pom.xml
Mavenorg.eclipse.jetty:jetty-util—streaming/pom.xml
Mavenorg.eclipse.jetty:jetty-http—streaming/pom.xml
Mavenorg.eclipse.jetty.ee10:jetty-ee10-servlet—streaming/pom.xml
Mavenorg.eclipse.jetty.ee10:jetty-ee10-servlets—streaming/pom.xml
Mavenorg.scala-lang:scala-library—streaming/pom.xml
Mavenorg.scala-lang:scala-reflect—tools/pom.xml
Mavenorg.scala-lang:scala-compiler—tools/pom.xml
Mavenorg.clapper:classutil_${scala.binary.version}1.5.1tools/pom.xml
Mavenorg.ow2.asm:asm${asm.version}tools/pom.xml
Mavenorg.ow2.asm:asm-commons${asm.version}tools/pom.xml
Mavenorg.ow2.asm:asm-util${asm.version}tools/pom.xml
All dependencies 941

Full resolved dependency set from the GitHub dependency graph: 259 direct and 682 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Mavenat.yawk.lz4:lz4-java1.11.1direct
Mavenat.yawk.lz4:lz4-java—direct
Mavencom.clearspring.analytics:stream2.9.8direct
Mavencom.clearspring.analytics:stream—direct
Mavencom.esotericsoftware:kryo-shaded—direct
Mavencom.esotericsoftware:kryo-shaded4.0.3direct
Mavencom.fasterxml.jackson.core:jackson-annotations—direct
Mavencom.fasterxml.jackson.core:jackson-databind—direct
Mavencom.fasterxml.jackson.dataformat:jackson-dataformat-cbor—direct
Mavencom.fasterxml.jackson:jackson-bom2.22.0direct
Mavencom.github.luben:zstd-jni1.5.7-9direct
Mavencom.github.luben:zstd-jni—direct
Mavencom.google.code.findbugs:jsr305—direct
Mavencom.google.code.findbugs:jsr3053.0.0direct
Mavencom.google.code.gson:gson2.14.0direct
Mavencom.google.crypto.tink:tink—direct
Mavencom.google.crypto.tink:tink1.22.0direct
Mavencom.google.guava:failureaccess—direct
Mavencom.google.guava:failureaccess1.0.3direct
Mavencom.google.guava:guava33.6.0-jredirect
Mavencom.google.guava:guava—direct
Mavencom.google.protobuf:protobuf-java4.33.5direct
Mavencom.google.protobuf:protobuf-java—direct
Mavencom.ibm.icu:icu4j—direct
Mavencom.ibm.icu:icu4j78.3direct
Mavencom.ning:compress-lzf1.2.0direct
Mavencom.ning:compress-lzf—direct
Mavencom.puppycrawl.tools:checkstyle11.0.1direct
Mavencom.squareup.okhttp3:okhttp3.12.12direct
Mavencom.squareup.okio:okio1.17.6direct
Mavencom.twitter:chill-java0.10.0direct
Mavencom.twitter:chill-java—direct
Mavencom.univocity:univocity-parsers—direct
Mavencom.univocity:univocity-parsers2.9.1direct
Mavencommons-cli:commons-cli—direct
Mavencommons-cli:commons-cli1.11.0direct
Mavencommons-codec:commons-codec1.22.0direct
Mavencommons-codec:commons-codec—direct
Mavencommons-io:commons-io—direct
Mavencommons-io:commons-io2.22.0direct
Mavencommons-lang:commons-lang2.6direct
Mavencommons-lang:commons-lang—direct
Mavendev.ludovic.netlib:arpack—direct
Mavendev.ludovic.netlib:arpack3.2.0direct
Mavendev.ludovic.netlib:blas3.2.0direct
Mavendev.ludovic.netlib:blas—direct
Mavendev.ludovic.netlib:lapack—direct
Mavendev.ludovic.netlib:lapack3.2.0direct
Mavenio.airlift:aircompressor2.0.3direct
Mavenio.dropwizard.metrics:metrics-core4.2.37direct
Mavenio.dropwizard.metrics:metrics-core—direct
Mavenio.dropwizard.metrics:metrics-graphite4.2.37direct
Mavenio.dropwizard.metrics:metrics-graphite—direct
Mavenio.dropwizard.metrics:metrics-jmx4.2.37direct
Mavenio.dropwizard.metrics:metrics-jmx—direct
Mavenio.dropwizard.metrics:metrics-json4.2.37direct
Mavenio.dropwizard.metrics:metrics-json—direct
Mavenio.dropwizard.metrics:metrics-jvm4.2.37direct
Mavenio.dropwizard.metrics:metrics-jvm—direct
Mavenio.fabric8:kubernetes-client-bom7.8.0direct
Mavenio.grpc:grpc-bom1.76.0direct
Mavenio.jsonwebtoken:jjwt-api—direct
Mavenio.jsonwebtoken:jjwt-bom0.13.0direct
Mavenio.jsonwebtoken:jjwt-impl—direct
Mavenio.jsonwebtoken:jjwt-jackson—direct
Mavenio.netty:netty-all—direct
Mavenio.netty:netty-all4.2.16direct
Mavenio.netty:netty-tcnative-boringssl-static—direct
Mavenio.netty:netty-tcnative-boringssl-static2.0.80direct
Mavenio.netty:netty-transport-native-epoll—direct
Mavenio.netty:netty-transport-native-epoll4.2.16direct
Mavenio.netty:netty-transport-native-kqueue—direct
Mavenio.netty:netty-transport-native-kqueue4.2.16direct
Mavenjakarta.servlet:jakarta.servlet-api6.0.0direct
Mavenjakarta.servlet:jakarta.servlet-api—direct
Mavenjakarta.xml.bind:jakarta.xml.bind-api—direct
Mavenjakarta.xml.bind:jakarta.xml.bind-api4.0.5direct
Mavenjavax.servlet:javax.servlet-api4.0.1direct
Mavenjavax.servlet:javax.servlet-api—direct
Mavenjavax.xml.bind:jaxb-api—direct
Mavenjavax.xml.bind:jaxb-api2.2.11direct
Mavenjline:jline2.14.6direct
Mavenjoda-time:joda-time—direct
Mavenjoda-time:joda-time2.14.2direct
Mavennet.razorvine:pickle1.5direct
Mavennet.sf.jpam:jpam—direct
Mavennet.sf.jpam:jpam1.1direct
Mavennet.sf.py4j:py4j0.10.9.9direct
Mavennet.sourceforge.f2j:arpack_combined_all0.1direct
Mavenorg.antlr:antlr4-runtime—direct
Mavenorg.antlr:antlr4-runtime4.13.1direct
Mavenorg.apache.arrow:arrow-compression19.0.0direct
Mavenorg.apache.arrow:arrow-compression—direct
Mavenorg.apache.arrow:arrow-memory-netty—direct
Mavenorg.apache.arrow:arrow-memory-netty19.0.0direct
Mavenorg.apache.arrow:arrow-vector—direct
Mavenorg.apache.arrow:arrow-vector19.0.0direct
Mavenorg.apache.avro:avro1.12.1direct
Mavenorg.apache.avro:avro—direct
Mavenorg.apache.avro:avro-mapred1.12.1direct
Mavenorg.apache.avro:avro-mapred—direct
Mavenorg.apache.commons:commons-collections44.5.0direct
Mavenorg.apache.commons:commons-collections4—direct
Mavenorg.apache.commons:commons-compress1.28.0direct
Mavenorg.apache.commons:commons-compress—direct
Mavenorg.apache.commons:commons-crypto—direct
Mavenorg.apache.commons:commons-crypto1.1.0direct
Mavenorg.apache.commons:commons-lang3—direct
Mavenorg.apache.commons:commons-lang33.20.0direct
Mavenorg.apache.commons:commons-math33.6.1direct
Mavenorg.apache.commons:commons-math3—direct
Mavenorg.apache.commons:commons-text—direct
Mavenorg.apache.commons:commons-text1.15.0direct
Mavenorg.apache.curator:curator-client5.9.0direct
Mavenorg.apache.curator:curator-framework5.9.0direct
Mavenorg.apache.curator:curator-recipes5.9.0direct
Mavenorg.apache.curator:curator-recipes—direct
Mavenorg.apache.datasketches:datasketches-java—direct
Mavenorg.apache.datasketches:datasketches-java6.2.0direct
Mavenorg.apache.derby:derby10.16.1.1direct
Mavenorg.apache.derby:derby—direct
Mavenorg.apache.derby:derbytools10.16.1.1direct
Mavenorg.apache.derby:derbytools—direct
Mavenorg.apache.hadoop:hadoop-aws—direct
Mavenorg.apache.hadoop:hadoop-azure—direct
Mavenorg.apache.hadoop:hadoop-client-api—direct
Mavenorg.apache.hadoop:hadoop-client-api3.5.0direct
Mavenorg.apache.hadoop:hadoop-client-runtime—direct
Mavenorg.apache.hadoop:hadoop-client-runtime3.5.0direct
Mavenorg.apache.hadoop:hadoop-cloud-storage—direct
Mavenorg.apache.hadoop:hadoop-huaweicloud—direct
Mavenorg.apache.httpcomponents:httpclient4.5.14direct
Mavenorg.apache.httpcomponents:httpclient—direct
Mavenorg.apache.httpcomponents:httpcore4.4.16direct
Mavenorg.apache.httpcomponents:httpcore—direct
Mavenorg.apache.httpcomponents:httpmime4.5.14direct
Mavenorg.apache.httpcomponents:httpmime—direct
Mavenorg.apache.ivy:ivy—direct
Mavenorg.apache.ivy:ivy2.5.3direct
Mavenorg.apache.logging.log4j:log4j-1.2-api2.26.0direct
Mavenorg.apache.logging.log4j:log4j-1.2-api—direct
Mavenorg.apache.logging.log4j:log4j-api2.26.0direct
Mavenorg.apache.logging.log4j:log4j-api—direct
Mavenorg.apache.logging.log4j:log4j-core2.26.0direct
Mavenorg.apache.logging.log4j:log4j-core—direct
Mavenorg.apache.logging.log4j:log4j-layout-template-json—direct
Mavenorg.apache.logging.log4j:log4j-layout-template-json2.26.0direct
Mavenorg.apache.logging.log4j:log4j-slf4j2-impl2.26.0direct
Mavenorg.apache.logging.log4j:log4j-slf4j2-impl—direct
Mavenorg.apache.orc:orc-core2.3.0direct
Mavenorg.apache.orc:orc-core—direct
Mavenorg.apache.orc:orc-format1.1.1direct
Mavenorg.apache.orc:orc-format—direct
Mavenorg.apache.orc:orc-mapreduce2.3.0direct
Mavenorg.apache.orc:orc-mapreduce—direct
Mavenorg.apache.parquet:parquet-avro1.17.1direct
Mavenorg.apache.parquet:parquet-avro—direct
Mavenorg.apache.parquet:parquet-column1.17.1direct
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          "manifest": "pom.xml",
          "ecosystem": "maven",
          "version_constraint": "${zookeeper.version}"
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        {
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          "manifest": "pom.xml",
          "ecosystem": "maven",
          "version_constraint": "${hive.version}"
        },
        {
          "name": "${hive.group}:hive-cli",
          "manifest": "pom.xml",
          "ecosystem": "maven",
          "version_constraint": "${hive.version}"
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          "login": "rxin",
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        {
          "type": "User",
          "login": "cloud-fan",
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          "avatar_url": "https://avatars.githubusercontent.com/u/3182036?u=12d965c69f405ecf70284c4b1d55ea1fc1cff205&v=4"
        },
        {
          "type": "User",
          "login": "LuciferYang",
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          "avatar_url": "https://avatars.githubusercontent.com/u/1475305?u=2ec39b6821641b15b9dda1803c1041650e8de136&v=4"
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        {
          "type": "User",
          "login": "MaxGekk",
          "commits": 998,
          "avatar_url": "https://avatars.githubusercontent.com/u/1580697?u=55cfcaafc6ad8c8356f83fe671895c24aa75ca4e&v=4"
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        {
          "type": "User",
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        },
        {
          "type": "User",
          "login": "yaooqinn",
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          "avatar_url": "https://avatars.githubusercontent.com/u/8326978?u=3cdc480d80c621b80f5d71718493f7779d512598&v=4"
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      "top_contributor_share": 0.072
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      "has_tests": true,
      "ci_workflows": [
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        "branch35_scheduler.yml",
        "branch40_scheduler.yml",
        "branch41_scheduler.yml",
        "branch4x_scheduler.yml",
        "build_and_test.yml",
        "build_branch42.yml",
        "build_branch42_java21.yml",
        "build_branch42_java25.yml",
        "build_branch42_maven.yml",
        "build_branch42_maven_java21.yml",
        "build_branch42_non_ansi.yml",
        "build_branch42_python.yml",
        "build_branch42_python_3.14.yml",
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        "build_infra_images_cache.yml",
        "build_java17.yml",
        "build_java21.yml",
        "build_java25.yml",
        "build_main.yml",
        "build_maven.yml",
        "build_maven_java21.yml",
        "build_maven_java21_arm.yml",
        "build_maven_java21_macos26.yml",
        "build_maven_java25.yml",
        "build_non_ansi.yml",
        "build_python_3.11.yml",
        "build_python_3.12_arm.yml",
        "build_python_3.12_classic_only.yml",
        "build_python_3.12_macos26.yml",
        "build_python_3.12_pandas_3.yml",
        "build_python_3.13.yml",
        "build_python_3.14.yml",
        "build_python_3.14_nogil.yml",
        "build_python_3.9.yml",
        "build_python_connect.yml",
        "build_python_connect40.yml",
        "build_python_minimum.yml",
        "build_python_pypy3.10.yml",
        "build_rockdb_as_ui_backend.yml",
        "build_scala213.yml",
        "build_sparkr_window.yml",
        "build_uds.yml",
        "maven_test.yml",
        "notify_test_workflow.yml",
        "pages.yml",
        "publish_snapshot.yml",
        "python_hosted_runner_test.yml",
        "release.yml",
        "stale.yml",
        "test_report.yml",
        "update_build_status.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "tox.ini"
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      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
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    "security_signals": {
      "lockfiles": [
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        "package-lock.json"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
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            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
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            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 29 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
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            "reason": "76 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_security_policy": true,
      "has_dependabot_config": false
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    "disabled_components": {}
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  "source": {
    "url": "https://github.com/apache/spark",
    "host": "github.com",
    "name": "spark",
    "owner": "apache"
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      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
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      "inputs": {
        "security": 47,
        "vitality": 60,
        "community": 96,
        "governance": 74,
        "engineering": 91
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
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              "commits_last_year": 4211,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
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                      "days": 0
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                "max_points": 36
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                "key": "commit_cadence",
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                "detail": "52/52 weeks with commits",
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                "status": "met",
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                      "weeks": 52
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                "max_points": 36
              },
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                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "4211 commits in the last year",
                "points": 18,
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                "max_points": 18
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
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            "key": "release_discipline",
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            "components": [
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                "key": "ships_releases",
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                "key": "openssf_scorecard_signed_releases",
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            "key": "popularity",
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                "key": "stars",
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                "key": "watchers",
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                "details": [
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          {
            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_pull_request_template": true
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                "key": "readme",
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              },
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                "key": "license",
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                "key": "code_of_conduct",
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                "key": "pr_template",
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      {
        "key": "governance",
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                "key": "bus_factor",
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                "key": "commit_distribution",
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              {
                "key": "contributor_breadth",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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            "notes": [],
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              "closed_unmerged_prs": 56428
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                "key": "issue_resolution",
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                "key": "pr_acceptance",
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
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            ]
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          {
            "key": "stewardship",
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            "notes": [],
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            "inputs": {
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                "key": "ownership_backing",
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                "key": "verified_domain",
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              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "23,480 followers of apache",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 23480,
                      "login": "apache"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "3146 public repos, account ~17 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 3146
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 17
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "org.apache.spark:spark-core_2.13",
                "org.apache.spark:spark-graphx_2.13",
                "org.apache.spark:spark-hadoop-cloud_2.13",
                "org.apache.spark:spark-launcher_2.13",
                "org.apache.spark:spark-mllib-local_2.13",
                "org.apache.spark:spark-mllib_2.13"
              ],
              "ecosystems": "maven",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "6 package(s) on maven",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 6,
                      "ecosystems": "maven"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "43 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 43
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 91,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "52 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 52
                    }
                  }
                ],
                "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": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "big-data",
                "java",
                "jdbc",
                "python",
                "r",
                "scala",
                "spark",
                "sql"
              ],
              "has_wiki": false,
              "homepage": "https://spark.apache.org/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://spark.apache.org/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 47,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "ci_tests",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.7
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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
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 29 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 8 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 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "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": "76 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
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              "agent_instruction_max_bytes": 17842
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 91,
            "inputs": {
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              "has_tests": true,
              "lockfiles": [
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                "package-lock.json"
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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                "python/docs/Makefile"
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              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
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            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "R/pkg/src-native/Makefile, python/docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "R/pkg/src-native/Makefile, python/docs/Makefile"
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                ],
                "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": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "python/mypy.ini, python/pyspark/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
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              "largest_source_bytes": 1058482,
              "source_files_sampled": 9036,
              "oversized_source_files": 223
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Scala (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Scala"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "223/9036 source files over 60KB",
                "points": 53.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 9036,
                      "oversized": 223
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "connector/protobuf/src/test/resources/protobuf/basicmessage.proto",
                "connector/protobuf/src/test/resources/protobuf/catalyst_types.proto",
                "connector/protobuf/src/test/resources/protobuf/duration.proto",
                "connector/protobuf/src/test/resources/protobuf/functions_suite.proto",
                "connector/protobuf/src/test/resources/protobuf/nestedenum.proto",
                "connector/protobuf/src/test/resources/protobuf/proto2_messages.proto",
                "connector/protobuf/src/test/resources/protobuf/proto2_messages_ext.proto",
                "connector/protobuf/src/test/resources/protobuf/pyspark_test.proto",
                "connector/protobuf/src/test/resources/protobuf/serde_suite.proto",
                "connector/protobuf/src/test/resources/protobuf/timestamp.proto",
                "core/src/main/protobuf/org/apache/spark/status/protobuf/store_types.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/base.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/catalog.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/commands.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/common.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/example_plugins.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/expressions.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/ml.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/ml_common.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/pipelines.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/relations.proto",
                "sql/connect/common/src/main/protobuf/spark/connect/types.proto",
                "sql/core/src/main/protobuf/org/apache/spark/sql/execution/streaming/StateMessage.proto",
                "udf/worker/proto/src/main/protobuf/common.proto",
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}

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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 v0.11.0 — full methodology · metrics wiki.

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