Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 04:07 UTC

dataflow-operator / dataflow

DataFlow Operator is a Kubernetes operator for streaming data between different data sources with support for message transformations.

GoNo license detected★ 3 stars⑂ 0 forkssince Dec 2025View on GitHub ↗

dataflow-operator/dataflow holds a health index of 22 out of 100, placing it in the Critical band. It scores highest on Vitality (86/100) and lowest on Community & Adoption (14/100). It was last updated today. A single contributor accounts for most of its recent work.

22
overall / 100
Critical

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.

22
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.

High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At risk ceiling of 49.

Ownership

DataFlowOrganization
2 followers8 public repossince Jan 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/dataflow-operator/dataflowv1.11.0-590 days ago

Metrics by category

Vitality

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

86Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
11.8/36Commit cadence — 17/52 weeks with commits
18/18Commit volume — 215 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year215
human_commit_share1
days_since_last_push0
active_weeks_last_year17

Release discipline

100Excellent
How it's scored
27/27Ships releases — 60 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~4.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count60
latest_release_tagv1.11.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4.6
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?

14Critical · 18% of overall
How it's scored
4.9/60Stars — 3 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars3
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

38At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.2/22.5Commit distribution — top contributor authored 72% of commits
2.7/13.5Contributor breadth — 2 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.724
How it's scored
0/46.8Issue resolution — no issues or no data
0/38.3PR acceptance — no decided pull requests or no data
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
3.4/25Owner reach — 2 followers of dataflow-operator
8/25Track record — 8 public repos, account ~0 yr old
Inputs used
followers2
owner_typeOrganization
is_verified
owner_logindataflow-operator
public_repos8
account_age_days192
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 0 days ago
20/20Version history — 59 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/dataflow-operator/dataflow
ecosystemsgo
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

62Moderate · 20% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

65Moderate
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://dataflow-operator.github.io/docs/
10/10Repository description
10/10Topics — 9 topics
0/10Wiki
Inputs used
topicsdata-processing, data-streaming, dataflow, etl, kafka, trino, clickhouse, nessie, postgresql
has_wikino
homepagehttps://dataflow-operator.github.io/docs/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

15Critical · 16% of overall
How it's scored
4.5/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
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
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
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 — 42 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier50
security_posture_after_multiplier15
security_posture_before_jurisdiction30
Excluded from scoring (no data or not applicable): ci_tests, signed_releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier and gives Security posture an At risk ceiling of 49.

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.

57Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
39.5/40Legible commit history — 74 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.74
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Taskfile.yml
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesTaskfile.yml
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Go (statically typed)
54.5/55Manageable file sizes — 2/229 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes73,489
source_files_sampled229
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalno
api_schema_files

Key facts

3GitHub stars
2contributors
215commits, last 12 months
0days since last push
60releases
1bus factor
0open issues
Gopackage 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

OpenSSF Scorecard 3.0 / 10
3.0aggregate

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 04:07 UTC

6Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
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
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities42 existing vulnerabilities detected
Direct dependencies 28
RegistryPackageVersion constraintManifest
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Gogithub.com/IBM/saramav1.46.3go.mod
Gogithub.com/apache/arrow-go/v18v18.4.1go.mod
Gogithub.com/apache/iceberg-gov0.4.0go.mod
Gogithub.com/docker/go-connectionsv0.6.0go.mod
Gogithub.com/getsentry/sentry-gov0.30.0go.mod
Gogithub.com/go-logr/logrv1.4.3go.mod
Gogithub.com/go-logr/zaprv1.3.0go.mod
Gogithub.com/hamba/avro/v2v2.30.0go.mod
Gogithub.com/jackc/pglogreplv0.0.0-20251213150135-2e8d0df862c1go.mod
Gogithub.com/jackc/pgx/v5v5.8.0go.mod
Gogithub.com/prometheus/client_golangv1.23.2go.mod
Gogithub.com/prometheus/client_modelv0.6.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/testcontainers/testcontainers-gov0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/clickhousev0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/kafkav0.40.0go.mod
Gogithub.com/testcontainers/testcontainers-go/modules/postgresv0.40.0go.mod
Gogithub.com/tidwall/gjsonv1.18.0go.mod
Gogithub.com/tidwall/sjsonv1.2.5go.mod
Gogithub.com/xdg-go/scramv1.2.0go.mod
Gogo.uber.org/zapv1.27.1go.mod
Gogolang.org/x/oauth2v0.31.0go.mod
Gok8s.io/apiv0.35.0go.mod
Gok8s.io/apimachineryv0.35.0go.mod
Gok8s.io/client-gov0.35.0go.mod
Gok8s.io/utilsv0.0.0-20251002143259-bc988d571ff4go.mod
Gosigs.k8s.io/controller-runtimev0.22.4go.mod
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

Raw JSON report machine-readable
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      ],
      "recent_commits": [
        {
          "oid": "95be60960955a73b1c7819c0ded84206def14e85",
          "body": "## 1.11.0 (2026-07-26)\n\n## Commits\n\n- 22498eb feat: enhance KafkaSinkSpec with producer tuning options",
          "is_bot": false,
          "headline": "chore(release): 1.11.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-26T03:35:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22498eb1a0ba8f4109a8810c14ef84a7b04214db",
          "body": "- Added new fields to KafkaSinkSpec for producer configuration: RequiredAcks, Compression, Idempotent, MaxOpenRequests, Async, FlushMessages, FlushBytes, and FlushFrequency.\n- Implemented validation logic for the new producer tuning options in validateKafkaProducerTuning function.\n- Updated applyKaf\n[…]\ncerConfig to map KafkaSinkSpec settings to Sarama producer configuration.\n- Added unit tests to validate the new producer tuning functionality and ensure correct behavior under various configurations.",
          "is_bot": false,
          "headline": "feat: enhance KafkaSinkSpec with producer tuning options",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-26T03:35:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "431d28a28eb33f09d34fae54e4a94ba7281d8bec",
          "body": "## 1.10.0 (2026-07-25)\n\n## Commits\n\n- 6981e3f feat: add support for collapsing sink batches based on message acknowledgment",
          "is_bot": false,
          "headline": "chore(release): 1.10.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-25T09:39:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6981e3fe28f01e658dd61fc38d0555f27bb2f515",
          "body": "…ledgment\n\n- Introduced CollapseBatchOnMessageAck field in DataFlowSpec to control whether message acknowledgment forces MaxBatchSize=1.\n- Implemented logic in the processor and connectors to respect the new collapsing behavior.\n- Added unit tests to validate the new collapsing functionality for various scenarios.\n- Updated CRDs and documentation to reflect the new CollapseBatchOnMessageAck configuration.",
          "is_bot": false,
          "headline": "feat: add support for collapsing sink batches based on message acknow…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-25T09:38:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e1b5156d53b035b2edb2f6276c05078d78ca49a",
          "body": "## 1.9.0 (2026-07-25)\n\n## Commits\n\n- 8ce4ee5 feat: add \"when\" predicate support to transformations\n- 82f8008 feat: add TransformWorkers configuration and validation",
          "is_bot": false,
          "headline": "chore(release): 1.9.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-25T09:13:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82f80081bf780f4efe52a23250dd40ed4af4289f",
          "body": "- Introduced TransformWorkers field in DataFlowSpec to specify the number of parallel goroutines for transformations.\n- Implemented validation logic to ensure TransformWorkers is between 1 and 64.\n- Added unit tests for TransformWorkers validation scenarios.\n- Updated CRDs and documentation to reflect the new TransformWorkers configuration.\n- Enhanced DeepCopy functionality to support TransformWorkers field.",
          "is_bot": false,
          "headline": "feat: add TransformWorkers configuration and validation",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-25T09:13:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ce4ee5c44b25d52b55f52130a638b489c9499a3",
          "body": "- Introduced an optional \"when\" predicate in TransformationSpec to conditionally skip transformations based on specified criteria.\n- Updated evaluation logic to support metadata and payload conditions in filter, router, and transformation contexts.\n- Enhanced unit tests to validate the new \"when\" functionality across various transformation types.\n- Updated CRDs to document the new \"when\" predicate feature for transformations.",
          "is_bot": false,
          "headline": "feat: add \"when\" predicate support to transformations",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-25T09:13:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20ff03c66535af66e9376896c5e7abbe7137f27d",
          "body": "## 1.8.0 (2026-07-20)\n\n## Commits\n\n- bc0da6b feat: add InsertField transformation support",
          "is_bot": false,
          "headline": "chore(release): 1.8.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-20T05:56:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc0da6bb6b9bd43fb2793fecd998b853f65d3047",
          "body": "- Introduced InsertFieldTransformation to insert or overwrite JSON fields with literals and metadata placeholders.\n- Updated TransformationSpec to include \"insertField\" as a valid transformation type.\n- Implemented validation logic for InsertField transformation configuration, ensuring required fiel\n[…]\n JSON formats.\n- Added unit tests for InsertField transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new InsertField transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add InsertField transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-20T05:55:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "74ef552d784f40b0d0ce83d475bfd40898ad1417",
          "body": "## 1.7.0 (2026-07-19)\n\n## Commits\n\n- 935ad83 feat: enhance DeepCopy functionality for DebeziumUnwrapTransformation",
          "is_bot": false,
          "headline": "chore(release): 1.7.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-19T08:33:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "935ad835baba68f2da5c7baac49e385256ad09f8",
          "body": "- Added DeepCopyInto method to handle copying of AddSourceFields, ensuring proper duplication of slice data.\n- Updated DeepCopy method to maintain consistency in data handling for DebeziumUnwrapTransformation.",
          "is_bot": false,
          "headline": "feat: enhance DeepCopy functionality for DebeziumUnwrapTransformation",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:32:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "740680fa17eb350477c9e7eeb98853eb4025e66d",
          "body": "## 1.6.0 (2026-07-19)\n\n## Commits\n\n- 69da110 feat: add ExtractField and HoistField transformation support\n- 4a493a5 feat: add Cast transformation support\n- a930e26 feat: add Timezone transformation support\n- ce30c31 feat: enhance release notes generation with repository URL normalization\n- b651b6a feat: enhance DebeziumUnwrap transformation with operation and source field options",
          "is_bot": false,
          "headline": "chore(release): 1.6.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-19T08:29:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b651b6a27f45227744c78abf350a8ff0542593c1",
          "body": "… field options\n\n- Added AddOperationFields to include Debezium operation markers in the output.\n- Introduced AddSourceFields to copy specified source keys into the output payload.\n- Implemented validation for AddSourceFields to ensure no empty entries are allowed.\n- Updated unit tests to cover new functionality for operation and source field handling in DebeziumUnwrapTransformer.\n- Enhanced existing tests to validate the integration of new features with existing transformation logic.",
          "is_bot": false,
          "headline": "feat: enhance DebeziumUnwrap transformation with operation and source…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:19:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce30c31e1ea45119b594cd3ae39bd134c45e7a4d",
          "body": "- Added functions to normalize repository URLs for better formatting in release notes.\n- Implemented a release header format that includes version, date, and repository links.\n- Updated the notes generation logic to include the new header when there are no user-facing commits.\n- Refactored existing code to improve clarity and maintainability.",
          "is_bot": false,
          "headline": "feat: enhance release notes generation with repository URL normalization",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:14:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a930e2695c25e24c3753e50757552173df802893",
          "body": "- Introduced TimezoneTransformation to convert temporal fields to a specified timezone.\n- Updated TransformationSpec to include \"timezone\" as a valid transformation type.\n- Implemented validation logic for Timezone transformation configuration, ensuring required fields and valid timezone formats.\n- Added unit tests for Timezone transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new Timezone transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add Timezone transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:13:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a493a50194d85475220111e41b59c16602d7699",
          "body": "- Introduced CastTransformation to convert field values to target types using JSONPath.\n- Updated TransformationSpec to include \"cast\" as a valid transformation type.\n- Implemented validation logic for Cast transformation configuration, ensuring required fields and valid types.\n- Added unit tests for Cast transformation creation, validation, and error handling scenarios.\n- Updated CRDs to reflect the new Cast transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add Cast transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T08:03:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69da1108c3062212ab2d3a63a6b9a9b8113ea172",
          "body": "- Introduced ExtractFieldTransformation and HoistFieldTransformation to allow extraction of specific fields and wrapping payloads under a single key, respectively.\n- Updated TransformationSpec to include these new transformation types.\n- Implemented validation logic for both transformations, ensurin\n[…]\nlidation of ExtractField and HoistField transformations.\n- Enhanced existing tests to cover new transformation functionalities.\n- Updated CRDs to reflect the new transformation types in documentation.",
          "is_bot": false,
          "headline": "feat: add ExtractField and HoistField transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:56:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aa502f443f0b5d192d2e3973fc1f454566511590",
          "body": "## Commits\n\n- 899e6b4 feat: add ReplaceField transformation support\n- c0d4126 feat: add HeadersToPayload transformation support\n- 1cbf85b feat: enhance Filter and Router transformations with comparison predicates\n- 78455ef feat: add StructFlatten transformation support\n- 149315d feat: add DeepCopy methods for StructFlattenTransformation",
          "is_bot": false,
          "headline": "chore(release): 1.5.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-07-19T07:47:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "149315d3ba31963b36844cdf5bdf6e27dddb6416",
          "body": "- Implemented DeepCopy and DeepCopyInto methods for StructFlattenTransformation to facilitate proper copying of instances.\n- Updated unit tests to ensure correct functionality of the new deepcopy methods.",
          "is_bot": false,
          "headline": "feat: add DeepCopy methods for StructFlattenTransformation",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:46:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78455ef3c0c05fcdae7b79845a8633129e4ae1e1",
          "body": "- Introduced StructFlattenTransformation to flatten nested JSON objects into a single-level map while preserving arrays as values.\n- Updated TransformationSpec to include StructFlatten as a valid transformation type.\n- Implemented validation logic for StructFlatten transformation configuration, ensu\n[…]\neation, validation, and transformation logic.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new StructFlatten transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add StructFlatten transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:46:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1cbf85ba6345106c29a86733237db493ae4b617d",
          "body": "…cates\n\n- Updated FilterTransformation and RouterTransformation to support comparison predicates: equality (\"==\") and inequality (\"!=\").\n- Enhanced documentation for condition syntax in both transformations to clarify usage.\n- Added comprehensive unit tests for various comparison scenarios in FilterTransformer.\n- Refactored Transform methods to streamline condition evaluation and improve readability.\n- Updated integration tests to validate new comparison functionality in FilterTransformer.",
          "is_bot": false,
          "headline": "feat: enhance Filter and Router transformations with comparison predi…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:40:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0d41268b72370031e2615520d32c27bfad0d24c",
          "body": "- Introduced HeadersToPayloadTransformation to copy Kafka/message headers into the JSON payload.\n- Updated TransformationSpec to include HeadersToPayload as a valid transformation type.\n- Implemented validation logic for HeadersToPayload transformation configuration, ensuring required fields and cor\n[…]\nrmation creation and validation scenarios.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new HeadersToPayload transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add HeadersToPayload transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:36:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "899e6b4f1814fd91d07a673514a0167ecd206079",
          "body": "- Introduced ReplaceFieldTransformation to rename fields and filter by include/exclude criteria.\n- Updated TransformationSpec to include ReplaceField as a valid transformation type.\n- Implemented validation logic for ReplaceField transformation configuration, ensuring required fields and mutually ex\n[…]\nnsformation creation and validation scenarios.\n- Enhanced existing tests to cover new transformation functionality.\n- Updated CRDs to reflect the new ReplaceField transformation type in documentation.",
          "is_bot": false,
          "headline": "feat: add ReplaceField transformation support",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-07-19T07:32:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "63bc72792259d47db466fee3f978f2ad7eb68e75",
          "body": "## Commits\n\n- ecf1564 feat: add maintenance window support to DataFlow",
          "is_bot": false,
          "headline": "chore(release): 1.4.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-23T10:45:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ecf1564d30021d987a441da0582d387a87c87b51",
          "body": "- Introduced MaintenanceSpec to define optional maintenance windows, including start time, duration, recurrence, timezone, and manual suspension.\n- Implemented validation for MaintenanceSpec to ensure correct configuration.\n- Enhanced DataFlowSpec and DataFlowStatus to include maintenance-related fi\n[…]\nuring maintenance windows and when manually suspended.\n- Created tests for maintenance validation and processor pause behavior.\n- Updated CRDs to reflect new maintenance fields and their descriptions.",
          "is_bot": false,
          "headline": "feat: add maintenance window support to DataFlow",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-23T10:45:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "afabc696043eac1beab5b31b102ad3db1bacb9a7",
          "body": "## Commits\n\n- fce8f4b Fix: refactor DataFlowCron reconciler for improved job handling and status updates",
          "is_bot": false,
          "headline": "chore(release): 1.3.1 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:49:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fce8f4be154dfb396acb0972ad88a9d7863a7e05",
          "body": "…tatus updates\n\n- Updated the `consumeCheckpointResetFlags` method to utilize a retry mechanism for patching DataFlowCron objects.\n- Enhanced the `reconcileTriggeredJobs` method to better manage job statuses and handle failures with retries.\n- Introduced new helper functions for job status evaluatio\n[…]\ne run IDs.\n- Added tests to validate the behavior of the reconciler with multiple succeeded jobs and recovery from stuck running triggers.\n- Cleaned up code for better readability and maintainability.",
          "is_bot": false,
          "headline": "Fix: refactor DataFlowCron reconciler for improved job handling and s…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T12:48:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "31794e63d2704a41cd16f95b1c6e42b47f478fcf",
          "body": "## Commits\n\n- 4575757 feat: enhance Docker build process with caching and multi-architecture support",
          "is_bot": false,
          "headline": "chore(release): 1.3.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:27:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "457575762b1c4bcbea7192183f9e8b402d53105a",
          "body": "…e support\n\n- Added local BuildKit cache configuration to improve build performance.\n- Introduced new Docker tasks for building and pushing images with registry caching.\n- Updated GitHub Actions workflow to support multi-architecture builds for amd64 and arm64 platforms.\n- Cleaned up Dockerfile by removing unnecessary package installation.",
          "is_bot": false,
          "headline": "feat: enhance Docker build process with caching and multi-architectur…",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T12:26:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c0bb8e6be8d88469c5a4b9a65b3ab15b258fa2d",
          "body": "## Commits\n\n- 6f85f38 feat: enhance PostgreSQL CDC source with error handling\n- 016ff6e feat: implement checkpoint reset handling in DataFlow reconciler\n- 023d6ea feat: enhance PostgreSQL CDC checkpoint handling with new tests\n- 49a6bb4 feat: enhance checkpoint reporting across connectors\n- 311383c feat: implement checkpoint reset handling in DataFlowCron",
          "is_bot": false,
          "headline": "chore(release): 1.2.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T12:02:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "311383c5811495769dea36439b6ffe0f02a122b1",
          "body": "- Enhanced DataFlowCron reconciler to manage checkpoint reset flags after processor job completion.\n- Introduced functions to apply and clear checkpoint reset markers in DataFlow and DataFlowCron specifications.\n- Added tests to verify checkpoint reset logic and ensure proper handling of reset flags in integration scenarios.\n- Updated ConfigMap management to track when checkpoint resets are applied.",
          "is_bot": false,
          "headline": "feat: implement checkpoint reset handling in DataFlowCron",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T12:01:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49a6bb4a6ffbdb656721c6543832b2c62e3839ee",
          "body": "- Added checkpointSaveReporter to various connector types for improved error handling during checkpoint operations.\n- Updated methods in progressRecorder, CompositeCheckpointHolder, postgresCDCCheckpointHolder, and source connectors to report errors when saving checkpoints.\n- Integrated checkpoint reporting in the processor initialization to ensure proper error tracking.",
          "is_bot": false,
          "headline": "feat: enhance checkpoint reporting across connectors",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T11:12:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "023d6eaa895ef95231ba657458501728ed2b9be3",
          "body": "- Added tests for advancing checkpoint holder and persisting snapshot progress.\n- Improved the `persistSnapshotProgress` method to handle duplicate table entries and phase transitions.\n- Updated snapshot handling in the PostgreSQL CDC source connector to utilize the new progress persistence logic.",
          "is_bot": false,
          "headline": "feat: enhance PostgreSQL CDC checkpoint handling with new tests",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T11:02:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "016ff6e8097ba5198603094badac12cb30c97956",
          "body": "- Added functions to check for pending checkpoint resets and to determine if the processor deployment rollout is complete.\n- Introduced tests for checkpoint reset logic and processor deployment readiness.\n- Updated the DataFlow reconciler to consume checkpoint reset flags after the deployment rollout is ready.",
          "is_bot": false,
          "headline": "feat: implement checkpoint reset handling in DataFlow reconciler",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T10:58:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f85f38bb754ffe4d22582b237939341c2d72496",
          "body": "- Added readErrCh channel to capture fatal errors from the read goroutine.\n- Introduced testReadLoop function for unit testing.\n- Updated Read method to handle errors more effectively and log them appropriately.\n- Implemented ReadErrors method to expose the error channel for external access.",
          "is_bot": false,
          "headline": "feat: enhance PostgreSQL CDC source with error handling",
          "author_name": "Ilya Ponomarev",
          "author_login": "ilyario",
          "committed_at": "2026-06-14T10:55:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8c14f5d800ef65fb963690b3e6019c29cdd9a2e",
          "body": "## Commits\n\n- d5071a2 feat: add PostgreSQL CDC source configuration and validation",
          "is_bot": false,
          "headline": "chore(release): 1.1.0 [skip ci]",
          "author_name": "semantic-release-bot",
          "author_login": "semantic-release-bot",
          "committed_at": "2026-06-14T10:34:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          {
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            "name": "Vulnerabilities",
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  "source": {
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      "key": "overall",
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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "key": "stars",
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                "key": "forks",
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "components": [
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                "key": "readme",
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                "key": "license",
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                "status": "missed",
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                "max_points": 22.5
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                "key": "contributing_guide",
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                "status": "missed",
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                "points": 0,
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                "key": "issue_template",
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        "key": "governance",
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        "metrics": [
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                "key": "commit_distribution",
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                "status": "partial",
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                "status": "excluded",
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                "max_points": 46.75
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                "max_points": 38.25
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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            "inputs": {
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            "components": [
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                "key": "verified_domain",
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                "key": "track_record",
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            "inputs": {
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                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 15,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 50
                }
              }
            ],
            "value": 15,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3,
              "high_risk_jurisdiction_cap": 49,
              "high_risk_jurisdiction_multiplier": 50,
              "security_posture_after_multiplier": 15,
              "security_posture_before_jurisdiction": 30
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "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 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "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": "42 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "moderate",
            "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": 50,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: top_contributor (1)",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.74,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "74 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 39.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 74,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Taskfile.yml"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Taskfile.yml",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Taskfile.yml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 73489,
              "source_files_sampled": 229,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/229 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 229,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "samples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": "2026-07-26T04:07:24.123883Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dataflow-operator/dataflow.svg",
  "full_name": "dataflow-operator/dataflow",
  "license_state": "absent",
  "license_spdx": null
}

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 statisticsGo.